[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_a04e8d794b24e3b81b984774","course_id":"COMPSCI/ISYE/MATH/STAT 525","catalog_version_id":"e2176c290091ba9b2960587899ae37910570dca538d27b5d0973d4293c1b1edf","record_version_id":"b93f377431494ba06e268eaa36e930808175e920206dcb5e5be1503cbba18081","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"6e6d0edefe7b298220419d6f706f8da74d6efb07bccf41d437a9e88a280cc34d","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 320,340,341,375, or443or graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 320\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":341,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"341\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":375,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"375\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":443,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"443\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n6\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n7\",\"kind\":\"condition\"}],\"notes\":[\"The requirements text lists MATH 320, 340, 341, 375, and 443 as alternatives. MATH 345 is mentioned in linked courses of prerequisites but not in the primary requirements text for 525, so it is excluded from the tree.\",\"The phrase 'or443or' is parsed as 'or 443 or' based on standard catalog spacing conventions.\",\"Graduate/professional standing and Pre-Masters program membership are treated as distinct condition leaves as per the 'or' separators.\"],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Unreachable nodes: n4, n5, n6, n7; connect all conditions and exclusions to the root.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_a04e8d794b24e3b81b984774","course_id":"COMPSCI/ISYE/MATH/STAT 525","catalog_version_id":"e2176c290091ba9b2960587899ae37910570dca538d27b5d0973d4293c1b1edf","record_version_id":"b93f377431494ba06e268eaa36e930808175e920206dcb5e5be1503cbba18081","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"6e6d0edefe7b298220419d6f706f8da74d6efb07bccf41d437a9e88a280cc34d","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra and differential equations with emphasis on the relationship between the theory of linear algebra and analytical and numerical techniques for solving differential equations. Linear algebra topics include linear systems, matrices and their algebra, vector spaces and linear transformations, eigenvalues and eigenvectors.\"},{\"course_id\":\"MATH 340\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra. Topics include matrix algebra, linear systems of equations, vector spaces, sub-spaces, linear dependence, span, basis, rank of matrices, determinants, linear transformations, coordinate representations, kernel, range, eigenvalues and eigenvectors, diagonalization, inner products and orthogonal vectors, symmetric matrices.\"},{\"course_id\":\"MATH 341\",\"field\":\"description\",\"quote\":\"The theory of linear algebra with an introduction to proofs and proof writing. Topics include vector spaces, linear dependence, span, basis, linear transformations, kernel, image, inner products and inner product spaces, geometry, eigenvalues, eigenvectors, standard matrix factorizations.\"},{\"course_id\":\"MATH 375\",\"field\":\"description\",\"quote\":\"Vector spaces and linear transformations, differential calculus of scalar and vector fields, determinants, eigenvalues and eigenvectors, multiple integrals, line integrals, and surface integrals.\"}],\"text\":\"Linear algebra and multivariable calculus fundamentals, including vector spaces, matrix operations, eigenvalues, and proof techniques.\"},{\"evidence\":[{\"course_id\":\"MATH 443\",\"field\":\"requirements_text\",\"quote\":\"(MATH 320,340,341,345, or375), graduate/professional standing, or declared in Mathematics VISP (undergraduate or graduate)\"}],\"text\":\"Graduate/professional standing or membership in the Pre-Masters Mathematics (Visiting International) Program.\"}],\"search_phrases\":[\"linear optimization simplex method\",\"linear inequalities constraints\",\"duality theory optimization\",\"linear algebra proofs\",\"MATH 320 MATH 340 MATH 341 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Develops geometric and algebraic insights into the structure of the problem, with an emphasis on formal proofs.\"}],\"text\":\"Developing geometric and algebraic insights into optimization problem structures.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Presents the theory behind the simplex method, the main algorithm used to solve linear optimization problems.\"}],\"text\":\"Understanding the theory behind the simplex method.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Explores duality theory and theorems of the alternatives.\"}],\"text\":\"Exploring duality theory and theorems of the alternatives.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Introduces optimization problems whose constraints are expressed by linear inequalities. Develops geometric and algebraic insights into the structure of the problem, with an emphasis on formal proofs. Presents the theory behind the simplex method, the main algorithm used to solve linear optimization problems. Explores duality theory and theorems of the alternatives.\"}],\"text\":\"Introduces linear optimization problems, emphasizing formal proofs, the simplex method, duality theory, and theorems of the alternatives.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"optimization problems whose constraints are expressed by linear inequalities\"}],\"text\":\"Linear inequality constraints\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"geometric and algebraic insights into the structure of the problem\"}],\"text\":\"Geometric and algebraic problem structure\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"formal proofs\"}],\"text\":\"Formal proofs\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"theory behind the simplex method\"}],\"text\":\"Simplex method theory\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"duality theory and theorems of the alternatives\"}],\"text\":\"Duality theory and theorems of the alternatives\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_a04e8d794b24e3b81b984774","course_id":"COMPSCI/ISYE/MATH/STAT 525","catalog_version_id":"e2176c290091ba9b2960587899ae37910570dca538d27b5d0973d4293c1b1edf","record_version_id":"b93f377431494ba06e268eaa36e930808175e920206dcb5e5be1503cbba18081","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"6e6d0edefe7b298220419d6f706f8da74d6efb07bccf41d437a9e88a280cc34d","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a04e8d794b24e3b81b984774","course_id":"COMPSCI/ISYE/MATH/STAT 525","catalog_version_id":"e2176c290091ba9b2960587899ae37910570dca538d27b5d0973d4293c1b1edf","record_version_id":"b93f377431494ba06e268eaa36e930808175e920206dcb5e5be1503cbba18081","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"dccd6c3b54a2ede984f76d9b9a29f67c37e994dedc8401322417b5d185d6b844","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\",\"n5\",\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 320,340,341,375, or443or graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 320\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":341,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"341\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":375,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"375\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":443,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"443\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n6\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n7\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a04e8d794b24e3b81b984774","course_id":"COMPSCI/ISYE/MATH/STAT 525","catalog_version_id":"e2176c290091ba9b2960587899ae37910570dca538d27b5d0973d4293c1b1edf","record_version_id":"b93f377431494ba06e268eaa36e930808175e920206dcb5e5be1503cbba18081","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"dccd6c3b54a2ede984f76d9b9a29f67c37e994dedc8401322417b5d185d6b844","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra and differential equations with emphasis on the relationship between the theory of linear algebra and analytical and numerical techniques for solving differential equations. Linear algebra topics include linear systems, matrices and their algebra, vector spaces and linear transformations, eigenvalues and eigenvectors.\"},{\"course_id\":\"MATH 340\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra. Topics include matrix algebra, linear systems of equations, vector spaces, sub-spaces, linear dependence, span, basis, rank of matrices, determinants, linear transformations, coordinate representations, kernel, range, eigenvalues and eigenvectors, diagonalization, inner products and orthogonal vectors, symmetric matrices.\"},{\"course_id\":\"MATH 341\",\"field\":\"description\",\"quote\":\"The theory of linear algebra with an introduction to proofs and proof writing. Topics include vector spaces, linear dependence, span, basis, linear transformations, kernel, image, inner products and inner product spaces, geometry, eigenvalues, eigenvectors, standard matrix factorizations.\"},{\"course_id\":\"MATH 375\",\"field\":\"description\",\"quote\":\"Vector spaces and linear transformations, differential calculus of scalar and vector fields, determinants, eigenvalues and eigenvectors, multiple integrals, line integrals, and surface integrals.\"}],\"text\":\"Linear algebra and multivariable calculus fundamentals, including vector spaces, matrix operations, eigenvalues, and proof techniques.\"},{\"evidence\":[{\"course_id\":\"MATH 443\",\"field\":\"requirements_text\",\"quote\":\"(MATH 320,340,341,345, or375), graduate/professional standing, or declared in Mathematics VISP (undergraduate or graduate)\"}],\"text\":\"Graduate/professional standing or membership in the Pre-Masters Mathematics (Visiting International) Program.\"}],\"search_phrases\":[\"linear optimization simplex method\",\"linear inequalities constraints\",\"duality theory optimization\",\"linear algebra proofs\",\"MATH 320 MATH 340 MATH 341 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Develops geometric and algebraic insights into the structure of the problem, with an emphasis on formal proofs.\"}],\"text\":\"Developing geometric and algebraic insights into optimization problem structures.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Presents the theory behind the simplex method, the main algorithm used to solve linear optimization problems.\"}],\"text\":\"Understanding the theory behind the simplex method.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Explores duality theory and theorems of the alternatives.\"}],\"text\":\"Exploring duality theory and theorems of the alternatives.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Introduces optimization problems whose constraints are expressed by linear inequalities. Develops geometric and algebraic insights into the structure of the problem, with an emphasis on formal proofs. Presents the theory behind the simplex method, the main algorithm used to solve linear optimization problems. Explores duality theory and theorems of the alternatives.\"}],\"text\":\"Introduces linear optimization problems, emphasizing formal proofs, the simplex method, duality theory, and theorems of the alternatives.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"optimization problems whose constraints are expressed by linear inequalities\"}],\"text\":\"Linear inequality constraints\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"geometric and algebraic insights into the structure of the problem\"}],\"text\":\"Geometric and algebraic problem structure\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"formal proofs\"}],\"text\":\"Formal proofs\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"theory behind the simplex method\"}],\"text\":\"Simplex method theory\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"duality theory and theorems of the alternatives\"}],\"text\":\"Duality theory and theorems of the alternatives\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a04e8d794b24e3b81b984774","course_id":"COMPSCI/ISYE/MATH/STAT 525","catalog_version_id":"e2176c290091ba9b2960587899ae37910570dca538d27b5d0973d4293c1b1edf","record_version_id":"b93f377431494ba06e268eaa36e930808175e920206dcb5e5be1503cbba18081","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"dccd6c3b54a2ede984f76d9b9a29f67c37e994dedc8401322417b5d185d6b844","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Excellent professor and a very informative class. Prof. Holzer always made himself available to meet outside of class to clarify material. Overall, very fun and taught well.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-03-18 14:10:46 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"a7ca2052d27efe4db518fc19\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyOTIxMTc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"I liked the examples he used to be clear in explaining tough concepts. Maybe because he is a graduate student,but he was definitely more down to earth and accessible during office hours. This made the learning experience much easier for me as A. I am not a computer science student B. I suck at math.. Very satisfied with what I've achieved.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-03-19 15:16:19 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c0a0f37af7fa9e798b39bcc6\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyOTI1NDk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"Professor Wright did a good job conveying the principles of linear programming. You need prior linear algebra knowledge. His midterm was easy so everyone did well and it was tough to get a distribution so he made the final more difficult, although it wasn't bad. Be ready for semi tough proofs.  Go to his office hours. He's very helpful.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-08-05 10:36:33 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"67815953c850148b287bfc1b\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIzNTAwNjUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Good at splitting up theory with examples, wrote the textbook, great accent. I took this class for fun and was pleased. Plus the final project is really fun!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2017-05-07 22:41:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"26e47ddc06d0002495fe5742\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4MjQxNzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Prof. Del Pia is amazing at teaching and really cares about his students! This course is incredibly organized and well-structured. Would highly recommend!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2026-01-23 01:59:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d84590ca39b4ae2f58c84915\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTM5MzE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"},{\"comment\":\"he just could not clarify anything.. continually making mistakes in class and instruction is like reading textbook out loud. even though he does not speak loud enough. he was like showing something all by himself and no interactions. too many homework with careless grading coming a month later.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-01-21 22:46:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"29143b2b12bbdc7d9b68fe1f\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNzc5NDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"He is a bad teacher.. Can't teach even to save his own life.. In the initial part of the course, when things were easy, he followed the book page by page. When things started to get complex, he started teaching his own material. In the final exam, he gave questions worth 64 points on subject matter he had taught in the very last week (3 classes)..\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-01-21 23:02:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"6bed447e5ce923718da8c3ac\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyNzc5NTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"Most confusing Professor I have dealt with. Poor grading. No idea what he is doing\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2015-05-14 17:48:04 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"32fa9a44a7d9fbe76213227f\",\"instructor_id\":\"rmp:512492\",\"instructor_name\":\"Shi Jin\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI0ODMyOTYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/512492\"},{\"comment\":\"He made so many mistakes it was almost unbelievable. I was convinced at least half the class new the material better than him. He taught straight from the textbook, so I benefited from skipping classes and teaching myself from the book (even though the book is really bad, too.) Homework was reasonable and the exams were easy. But still, avoid him.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2015-05-15 00:14:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"8ce6195ee88edcb46c1953b5\",\"instructor_id\":\"rmp:512492\",\"instructor_name\":\"Shi Jin\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI0ODM2NTU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/512492\"},{\"comment\":\"really bad lecturer,giving confusing lectures. I learnt all material by myself. The homework was not supposed to be so hard if he could give some information on lecture. Stay Away from him!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-10-12 18:25:32 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a493dbb87defa1fde5f2f01d\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI3MDMyNjQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"He seems to be some kind of genius and is quite thorough in covering material. Has a bad tendency to go over time routinely, so I wouldn't recommend having another class right after though. Also, very dry lectures in an Australian accent make me want to fall asleep. Get coffee or tea before class.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2017-04-20 17:04:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b27f94aa64004a65cca683c9\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4MDkxMzc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Alberto knows what he is talking about. All of his slides come straight from the text book, but he somehow makes it more confusing than the textbook. Reading the textbook is easier than understanding his lectures. Midterms were not difficult but final was ridiculously difficult. Told us it had the same format as midterms but did not. \",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-12-18 00:05:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"62d663f8a0d0d111ef47bbfd\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMzUzNDUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"}],\"evidence_count\":12,\"review_ids\":[\"a7ca2052d27efe4db518fc19\",\"c0a0f37af7fa9e798b39bcc6\",\"67815953c850148b287bfc1b\",\"26e47ddc06d0002495fe5742\",\"d84590ca39b4ae2f58c84915\",\"29143b2b12bbdc7d9b68fe1f\",\"6bed447e5ce923718da8c3ac\",\"32fa9a44a7d9fbe76213227f\",\"8ce6195ee88edcb46c1953b5\",\"a493dbb87defa1fde5f2f01d\",\"b27f94aa64004a65cca683c9\",\"62d663f8a0d0d111ef47bbfd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1876532\",\"name\":\"Jesse Holzer\"},{\"id\":\"rmp:1895834\",\"name\":\"Stephen Wright\"},{\"id\":\"rmp:2490725\",\"name\":\"Alberto Del Pia\"},{\"id\":\"rmp:512492\",\"name\":\"Shi Jin\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor effectiveness varies significantly. Some are praised for clarity, accessibility, and real-world examples, while others are criticized for confusing lectures, dry delivery, and poor explanation of complex proofs.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"His class is so tough. The homework is long and there are so many proof questions that make it a pure math class. The project is interesting and easy though. The problem is final, because the final is way too hard, and he expects the average to be 50-60. On the bright side, he's easy to talk with and explain problems clearly.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-19 17:58:03 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d4e6be602f99081cf582ec3d\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2NjE5MDQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Changed the start time of the class from the official one so that he could cancel some lectures and offer us the same amount of instruction. Lectures are relatively clear but can be confusing at times, especially in the middle of a proof. Exams are quite difficult, and the textbook is not well written.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-24 15:32:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"2454815cc16f5d3e9e33a165\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI2NjQ0ODI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Really nice to students. Clearly interested in the topic as it's heavily related to her research. Knows the content inside and out. Homeworks were extremely hard at times though, but there were only eight of them.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2018-05-05 13:47:02 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b6627fccbcc4b01467d779dc\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI5OTk1NDQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Nice guy, but stay far, far, away from his classes if you don't like doing mathematical proofs.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2019-12-07 20:29:39 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"990345dc243669faeee6032d\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMyNTYwNjA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"},{\"comment\":\"You need a deep understanding of the proofs and homework to do well since you aren't allowed a note sheet or textbook access during exams, which make up 60% of your grade. With that being said Professor Michini seems to care about student success and encourages students to ask questions or attend office hours if they ever don't understand something\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2022-12-28 20:42:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"cfa1be657fbb7e122f6f604b\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3MjU2Mjkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Very difficult class. I think Prof. Alberto is great and he is very passionate about the topics. The class is just too hard and there is a lot to remember and understand. Exams were not too difficult. I barely spend anytime on this class and was able to get an AB. HWs were very difficult and I would recommend spend a lot of time studying.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2023-12-28 03:24:55 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4be327dc63c97263484ae17f\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4ODAyNTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"},{\"comment\":\"An extremely difficult course. 70% of your grade depends on your exam. The professor is nice tho\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-03-22 14:44:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a654cf6802004a8ee65dc328\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDc2Mzcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Great professor. Courses were kind of boring because of its content but Carla tried her best to explain those concepts. She knows optimization a lot although with some accent. Anyway if you want to take this course she might be the best choice.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-05-10 23:16:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a91c61b6e6e006a10f963da5\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDM0ODY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Super sweet and kind professor! 525 is very challenging, but she makes the slides clear and logical. Even if it may be hard to get an A due to the (potential) department restriction, you can gain a lot!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2026-04-10 16:14:09 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c3c8850a6506d2462fdeb529\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODEyNTM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":9,\"review_ids\":[\"d4e6be602f99081cf582ec3d\",\"2454815cc16f5d3e9e33a165\",\"b6627fccbcc4b01467d779dc\",\"990345dc243669faeee6032d\",\"cfa1be657fbb7e122f6f604b\",\"4be327dc63c97263484ae17f\",\"a654cf6802004a8ee65dc328\",\"a91c61b6e6e006a10f963da5\",\"c3c8850a6506d2462fdeb529\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"},{\"id\":\"rmp:2490725\",\"name\":\"Alberto Del Pia\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2016\"},\"sentiment\":\"negative\",\"summary\":\"The course is widely regarded as extremely difficult with a heavy workload. Homework is described as very hard and time-consuming, and exams are often considered disproportionately difficult.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"He is a bad teacher.. Can't teach even to save his own life.. In the initial part of the course, when things were easy, he followed the book page by page. When things started to get complex, he started teaching his own material. In the final exam, he gave questions worth 64 points on subject matter he had taught in the very last week (3 classes)..\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-01-21 23:02:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"6bed447e5ce923718da8c3ac\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyNzc5NTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"His class is so tough. The homework is long and there are so many proof questions that make it a pure math class. The project is interesting and easy though. The problem is final, because the final is way too hard, and he expects the average to be 50-60. On the bright side, he's easy to talk with and explain problems clearly.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-19 17:58:03 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d4e6be602f99081cf582ec3d\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2NjE5MDQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Changed the start time of the class from the official one so that he could cancel some lectures and offer us the same amount of instruction. Lectures are relatively clear but can be confusing at times, especially in the middle of a proof. Exams are quite difficult, and the textbook is not well written.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-24 15:32:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"2454815cc16f5d3e9e33a165\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI2NjQ0ODI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"You need a deep understanding of the proofs and homework to do well since you aren't allowed a note sheet or textbook access during exams, which make up 60% of your grade. With that being said Professor Michini seems to care about student success and encourages students to ask questions or attend office hours if they ever don't understand something\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2022-12-28 20:42:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"cfa1be657fbb7e122f6f604b\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3MjU2Mjkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Very difficult class. I think Prof. Alberto is great and he is very passionate about the topics. The class is just too hard and there is a lot to remember and understand. Exams were not too difficult. I barely spend anytime on this class and was able to get an AB. HWs were very difficult and I would recommend spend a lot of time studying.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2023-12-28 03:24:55 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4be327dc63c97263484ae17f\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4ODAyNTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"},{\"comment\":\"An extremely difficult course. 70% of your grade depends on your exam. The professor is nice tho\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-03-22 14:44:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a654cf6802004a8ee65dc328\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDc2Mzcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Alberto knows what he is talking about. All of his slides come straight from the text book, but he somehow makes it more confusing than the textbook. Reading the textbook is easier than understanding his lectures. Midterms were not difficult but final was ridiculously difficult. Told us it had the same format as midterms but did not. \",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-12-18 00:05:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"62d663f8a0d0d111ef47bbfd\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMzUzNDUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"}],\"evidence_count\":7,\"review_ids\":[\"6bed447e5ce923718da8c3ac\",\"d4e6be602f99081cf582ec3d\",\"2454815cc16f5d3e9e33a165\",\"cfa1be657fbb7e122f6f604b\",\"4be327dc63c97263484ae17f\",\"a654cf6802004a8ee65dc328\",\"62d663f8a0d0d111ef47bbfd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1876532\",\"name\":\"Jesse Holzer\"},{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"},{\"id\":\"rmp:2490725\",\"name\":\"Alberto Del Pia\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"summary\":\"Assessments are a major pain point. Exams carry a high weight (60-70%) and are often described as 'ridiculously difficult' or 'too hard,' with some students feeling the final exam format was misleading or covered material taught late.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Prof. Del Pia is amazing at teaching and really cares about his students! This course is incredibly organized and well-structured. Would highly recommend!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2026-01-23 01:59:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d84590ca39b4ae2f58c84915\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTM5MzE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"},{\"comment\":\"Prof. Carla is an wonderful professor and have a very strong grasp in the field of linear optimization.The class, was super interesting because of her amazing content delivery and profound insights in the field of optimization. She appreciates student participation and always invites questions during and after class and during office hours.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-05-20 19:09:31 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"676d21ce17477e3094173da4\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDk3ODUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Changed the start time of the class from the official one so that he could cancel some lectures and offer us the same amount of instruction. Lectures are relatively clear but can be confusing at times, especially in the middle of a proof. Exams are quite difficult, and the textbook is not well written.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-24 15:32:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"2454815cc16f5d3e9e33a165\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI2NjQ0ODI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Alberto knows what he is talking about. All of his slides come straight from the text book, but he somehow makes it more confusing than the textbook. Reading the textbook is easier than understanding his lectures. Midterms were not difficult but final was ridiculously difficult. Told us it had the same format as midterms but did not. \",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-12-18 00:05:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"62d663f8a0d0d111ef47bbfd\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMzUzNDUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"}],\"evidence_count\":4,\"review_ids\":[\"d84590ca39b4ae2f58c84915\",\"676d21ce17477e3094173da4\",\"2454815cc16f5d3e9e33a165\",\"62d663f8a0d0d111ef47bbfd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"},{\"id\":\"rmp:2490725\",\"name\":\"Alberto Del Pia\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2016\"},\"sentiment\":\"mixed\",\"summary\":\"Course organization varies by instructor. Some find the structure logical and well-planned, while others report confusing lectures, last-minute schedule changes, and poor textbook quality.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"His class is so tough. The homework is long and there are so many proof questions that make it a pure math class. The project is interesting and easy though. The problem is final, because the final is way too hard, and he expects the average to be 50-60. On the bright side, he's easy to talk with and explain problems clearly.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-19 17:58:03 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d4e6be602f99081cf582ec3d\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2NjE5MDQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Good at splitting up theory with examples, wrote the textbook, great accent. I took this class for fun and was pleased. Plus the final project is really fun!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2017-05-07 22:41:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"26e47ddc06d0002495fe5742\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4MjQxNzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"}],\"evidence_count\":2,\"review_ids\":[\"d4e6be602f99081cf582ec3d\",\"26e47ddc06d0002495fe5742\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1895834\",\"name\":\"Stephen Wright\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"summary\":\"The final project is frequently cited as a highlight, described as interesting, fun, and relatively easy compared to the exams and homework.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_a04e8d794b24e3b81b984774","course_id":"COMPSCI/ISYE/MATH/STAT 525","catalog_version_id":"e2176c290091ba9b2960587899ae37910570dca538d27b5d0973d4293c1b1edf","record_version_id":"b93f377431494ba06e268eaa36e930808175e920206dcb5e5be1503cbba18081","job_id":"enrich-789789da373eecc1ff75f626","output_id":"10c2b24a02c4701a41c1a4aa311d728a6986019fc2ab99c972addd957eddf580","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\",\"n5\",\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 320,340,341,375, or443or graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 320\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":341,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"341\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":375,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"375\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":443,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"443\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n6\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n7\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_a04e8d794b24e3b81b984774","course_id":"COMPSCI/ISYE/MATH/STAT 525","catalog_version_id":"e2176c290091ba9b2960587899ae37910570dca538d27b5d0973d4293c1b1edf","record_version_id":"b93f377431494ba06e268eaa36e930808175e920206dcb5e5be1503cbba18081","job_id":"enrich-789789da373eecc1ff75f626","output_id":"10c2b24a02c4701a41c1a4aa311d728a6986019fc2ab99c972addd957eddf580","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra and differential equations with emphasis on the relationship between the theory of linear algebra and analytical and numerical techniques for solving differential equations. Linear algebra topics include linear systems, matrices and their algebra, vector spaces and linear transformations, eigenvalues and eigenvectors.\"},{\"course_id\":\"MATH 340\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra. Topics include matrix algebra, linear systems of equations, vector spaces, sub-spaces, linear dependence, span, basis, rank of matrices, determinants, linear transformations, coordinate representations, kernel, range, eigenvalues and eigenvectors, diagonalization, inner products and orthogonal vectors, symmetric matrices.\"},{\"course_id\":\"MATH 341\",\"field\":\"description\",\"quote\":\"The theory of linear algebra with an introduction to proofs and proof writing. Topics include vector spaces, linear dependence, span, basis, linear transformations, kernel, image, inner products and inner product spaces, geometry, eigenvalues, eigenvectors, standard matrix factorizations.\"},{\"course_id\":\"MATH 375\",\"field\":\"description\",\"quote\":\"Vector spaces and linear transformations, differential calculus of scalar and vector fields, determinants, eigenvalues and eigenvectors, multiple integrals, line integrals, and surface integrals.\"}],\"text\":\"Linear algebra and multivariable calculus fundamentals, including vector spaces, matrix operations, eigenvalues, and proof techniques.\"},{\"evidence\":[{\"course_id\":\"MATH 443\",\"field\":\"requirements_text\",\"quote\":\"(MATH 320,340,341,345, or375), graduate/professional standing, or declared in Mathematics VISP (undergraduate or graduate)\"}],\"text\":\"Graduate/professional standing or membership in the Pre-Masters Mathematics (Visiting International) Program.\"}],\"search_phrases\":[\"linear optimization simplex method\",\"linear inequalities constraints\",\"duality theory optimization\",\"linear algebra proofs\",\"MATH 320 MATH 340 MATH 341 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Develops geometric and algebraic insights into the structure of the problem, with an emphasis on formal proofs.\"}],\"text\":\"Developing geometric and algebraic insights into optimization problem structures.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Presents the theory behind the simplex method, the main algorithm used to solve linear optimization problems.\"}],\"text\":\"Understanding the theory behind the simplex method.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Explores duality theory and theorems of the alternatives.\"}],\"text\":\"Exploring duality theory and theorems of the alternatives.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Introduces optimization problems whose constraints are expressed by linear inequalities. Develops geometric and algebraic insights into the structure of the problem, with an emphasis on formal proofs. Presents the theory behind the simplex method, the main algorithm used to solve linear optimization problems. Explores duality theory and theorems of the alternatives.\"}],\"text\":\"Introduces linear optimization problems, emphasizing formal proofs, the simplex method, duality theory, and theorems of the alternatives.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"optimization problems whose constraints are expressed by linear inequalities\"}],\"text\":\"Linear inequality constraints\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"geometric and algebraic insights into the structure of the problem\"}],\"text\":\"Geometric and algebraic problem structure\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"formal proofs\"}],\"text\":\"Formal proofs\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"theory behind the simplex method\"}],\"text\":\"Simplex method theory\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"duality theory and theorems of the alternatives\"}],\"text\":\"Duality theory and theorems of the alternatives\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_a04e8d794b24e3b81b984774","course_id":"COMPSCI/ISYE/MATH/STAT 525","catalog_version_id":"e2176c290091ba9b2960587899ae37910570dca538d27b5d0973d4293c1b1edf","record_version_id":"b93f377431494ba06e268eaa36e930808175e920206dcb5e5be1503cbba18081","job_id":"enrich-789789da373eecc1ff75f626","output_id":"10c2b24a02c4701a41c1a4aa311d728a6986019fc2ab99c972addd957eddf580","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a04e8d794b24e3b81b984774","course_id":"COMPSCI/ISYE/MATH/STAT 525","catalog_version_id":"e2176c290091ba9b2960587899ae37910570dca538d27b5d0973d4293c1b1edf","record_version_id":"b93f377431494ba06e268eaa36e930808175e920206dcb5e5be1503cbba18081","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"37aa767eef315f4886436012a7ad25f075e31da211e373246001940645ab3d05","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\",\"n5\",\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 320,340,341,375, or443or graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 320\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":341,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"341\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":375,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"375\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":443,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"443\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n6\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n7\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a04e8d794b24e3b81b984774","course_id":"COMPSCI/ISYE/MATH/STAT 525","catalog_version_id":"e2176c290091ba9b2960587899ae37910570dca538d27b5d0973d4293c1b1edf","record_version_id":"b93f377431494ba06e268eaa36e930808175e920206dcb5e5be1503cbba18081","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"37aa767eef315f4886436012a7ad25f075e31da211e373246001940645ab3d05","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra and differential equations with emphasis on the relationship between the theory of linear algebra and analytical and numerical techniques for solving differential equations. Linear algebra topics include linear systems, matrices and their algebra, vector spaces and linear transformations, eigenvalues and eigenvectors.\"},{\"course_id\":\"MATH 340\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra. Topics include matrix algebra, linear systems of equations, vector spaces, sub-spaces, linear dependence, span, basis, rank of matrices, determinants, linear transformations, coordinate representations, kernel, range, eigenvalues and eigenvectors, diagonalization, inner products and orthogonal vectors, symmetric matrices.\"},{\"course_id\":\"MATH 341\",\"field\":\"description\",\"quote\":\"The theory of linear algebra with an introduction to proofs and proof writing. Topics include vector spaces, linear dependence, span, basis, linear transformations, kernel, image, inner products and inner product spaces, geometry, eigenvalues, eigenvectors, standard matrix factorizations.\"},{\"course_id\":\"MATH 375\",\"field\":\"description\",\"quote\":\"Vector spaces and linear transformations, differential calculus of scalar and vector fields, determinants, eigenvalues and eigenvectors, multiple integrals, line integrals, and surface integrals.\"}],\"text\":\"Linear algebra and multivariable calculus fundamentals, including vector spaces, matrix operations, eigenvalues, and proof techniques.\"},{\"evidence\":[{\"course_id\":\"MATH 443\",\"field\":\"requirements_text\",\"quote\":\"(MATH 320,340,341,345, or375), graduate/professional standing, or declared in Mathematics VISP (undergraduate or graduate)\"}],\"text\":\"Graduate/professional standing or membership in the Pre-Masters Mathematics (Visiting International) Program.\"}],\"search_phrases\":[\"linear optimization simplex method\",\"linear inequalities constraints\",\"duality theory optimization\",\"linear algebra proofs\",\"MATH 320 MATH 340 MATH 341 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Develops geometric and algebraic insights into the structure of the problem, with an emphasis on formal proofs.\"}],\"text\":\"Developing geometric and algebraic insights into optimization problem structures.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Presents the theory behind the simplex method, the main algorithm used to solve linear optimization problems.\"}],\"text\":\"Understanding the theory behind the simplex method.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Explores duality theory and theorems of the alternatives.\"}],\"text\":\"Exploring duality theory and theorems of the alternatives.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Introduces optimization problems whose constraints are expressed by linear inequalities. Develops geometric and algebraic insights into the structure of the problem, with an emphasis on formal proofs. Presents the theory behind the simplex method, the main algorithm used to solve linear optimization problems. Explores duality theory and theorems of the alternatives.\"}],\"text\":\"Introduces linear optimization problems, emphasizing formal proofs, the simplex method, duality theory, and theorems of the alternatives.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"optimization problems whose constraints are expressed by linear inequalities\"}],\"text\":\"Linear inequality constraints\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"geometric and algebraic insights into the structure of the problem\"}],\"text\":\"Geometric and algebraic problem structure\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"formal proofs\"}],\"text\":\"Formal proofs\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"theory behind the simplex method\"}],\"text\":\"Simplex method theory\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"duality theory and theorems of the alternatives\"}],\"text\":\"Duality theory and theorems of the alternatives\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a04e8d794b24e3b81b984774","course_id":"COMPSCI/ISYE/MATH/STAT 525","catalog_version_id":"e2176c290091ba9b2960587899ae37910570dca538d27b5d0973d4293c1b1edf","record_version_id":"b93f377431494ba06e268eaa36e930808175e920206dcb5e5be1503cbba18081","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"37aa767eef315f4886436012a7ad25f075e31da211e373246001940645ab3d05","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Excellent professor and a very informative class. Prof. Holzer always made himself available to meet outside of class to clarify material. Overall, very fun and taught well.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-03-18 14:10:46 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"a7ca2052d27efe4db518fc19\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyOTIxMTc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"I liked the examples he used to be clear in explaining tough concepts. Maybe because he is a graduate student,but he was definitely more down to earth and accessible during office hours. This made the learning experience much easier for me as A. I am not a computer science student B. I suck at math.. Very satisfied with what I've achieved.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-03-19 15:16:19 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c0a0f37af7fa9e798b39bcc6\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyOTI1NDk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"Professor Wright did a good job conveying the principles of linear programming. You need prior linear algebra knowledge. His midterm was easy so everyone did well and it was tough to get a distribution so he made the final more difficult, although it wasn't bad. Be ready for semi tough proofs.  Go to his office hours. He's very helpful.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-08-05 10:36:33 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"67815953c850148b287bfc1b\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIzNTAwNjUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Good at splitting up theory with examples, wrote the textbook, great accent. I took this class for fun and was pleased. Plus the final project is really fun!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2017-05-07 22:41:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"26e47ddc06d0002495fe5742\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4MjQxNzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Prof. Del Pia is amazing at teaching and really cares about his students! This course is incredibly organized and well-structured. Would highly recommend!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2026-01-23 01:59:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d84590ca39b4ae2f58c84915\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTM5MzE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"},{\"comment\":\"he just could not clarify anything.. continually making mistakes in class and instruction is like reading textbook out loud. even though he does not speak loud enough. he was like showing something all by himself and no interactions. too many homework with careless grading coming a month later.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-01-21 22:46:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"29143b2b12bbdc7d9b68fe1f\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNzc5NDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"He is a bad teacher.. Can't teach even to save his own life.. In the initial part of the course, when things were easy, he followed the book page by page. When things started to get complex, he started teaching his own material. In the final exam, he gave questions worth 64 points on subject matter he had taught in the very last week (3 classes)..\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-01-21 23:02:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"6bed447e5ce923718da8c3ac\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyNzc5NTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"Most confusing Professor I have dealt with. Poor grading. No idea what he is doing\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2015-05-14 17:48:04 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"32fa9a44a7d9fbe76213227f\",\"instructor_id\":\"rmp:512492\",\"instructor_name\":\"Shi Jin\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI0ODMyOTYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/512492\"},{\"comment\":\"He made so many mistakes it was almost unbelievable. I was convinced at least half the class new the material better than him. He taught straight from the textbook, so I benefited from skipping classes and teaching myself from the book (even though the book is really bad, too.) Homework was reasonable and the exams were easy. But still, avoid him.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2015-05-15 00:14:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"8ce6195ee88edcb46c1953b5\",\"instructor_id\":\"rmp:512492\",\"instructor_name\":\"Shi Jin\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI0ODM2NTU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/512492\"},{\"comment\":\"really bad lecturer,giving confusing lectures. I learnt all material by myself. The homework was not supposed to be so hard if he could give some information on lecture. Stay Away from him!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-10-12 18:25:32 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a493dbb87defa1fde5f2f01d\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI3MDMyNjQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"He seems to be some kind of genius and is quite thorough in covering material. Has a bad tendency to go over time routinely, so I wouldn't recommend having another class right after though. Also, very dry lectures in an Australian accent make me want to fall asleep. Get coffee or tea before class.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2017-04-20 17:04:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b27f94aa64004a65cca683c9\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4MDkxMzc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Alberto knows what he is talking about. All of his slides come straight from the text book, but he somehow makes it more confusing than the textbook. Reading the textbook is easier than understanding his lectures. Midterms were not difficult but final was ridiculously difficult. Told us it had the same format as midterms but did not. \",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-12-18 00:05:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"62d663f8a0d0d111ef47bbfd\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMzUzNDUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"}],\"evidence_count\":12,\"review_ids\":[\"a7ca2052d27efe4db518fc19\",\"c0a0f37af7fa9e798b39bcc6\",\"67815953c850148b287bfc1b\",\"26e47ddc06d0002495fe5742\",\"d84590ca39b4ae2f58c84915\",\"29143b2b12bbdc7d9b68fe1f\",\"6bed447e5ce923718da8c3ac\",\"32fa9a44a7d9fbe76213227f\",\"8ce6195ee88edcb46c1953b5\",\"a493dbb87defa1fde5f2f01d\",\"b27f94aa64004a65cca683c9\",\"62d663f8a0d0d111ef47bbfd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1876532\",\"name\":\"Jesse Holzer\"},{\"id\":\"rmp:1895834\",\"name\":\"Stephen Wright\"},{\"id\":\"rmp:2490725\",\"name\":\"Alberto Del Pia\"},{\"id\":\"rmp:512492\",\"name\":\"Shi Jin\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor effectiveness varies significantly. Some are praised for clarity, accessibility, and real-world examples, while others are criticized for confusing lectures, dry delivery, and poor explanation of complex proofs.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"His class is so tough. The homework is long and there are so many proof questions that make it a pure math class. The project is interesting and easy though. The problem is final, because the final is way too hard, and he expects the average to be 50-60. On the bright side, he's easy to talk with and explain problems clearly.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-19 17:58:03 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d4e6be602f99081cf582ec3d\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2NjE5MDQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Changed the start time of the class from the official one so that he could cancel some lectures and offer us the same amount of instruction. Lectures are relatively clear but can be confusing at times, especially in the middle of a proof. Exams are quite difficult, and the textbook is not well written.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-24 15:32:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"2454815cc16f5d3e9e33a165\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI2NjQ0ODI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Really nice to students. Clearly interested in the topic as it's heavily related to her research. Knows the content inside and out. Homeworks were extremely hard at times though, but there were only eight of them.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2018-05-05 13:47:02 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b6627fccbcc4b01467d779dc\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI5OTk1NDQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Nice guy, but stay far, far, away from his classes if you don't like doing mathematical proofs.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2019-12-07 20:29:39 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"990345dc243669faeee6032d\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMyNTYwNjA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"},{\"comment\":\"You need a deep understanding of the proofs and homework to do well since you aren't allowed a note sheet or textbook access during exams, which make up 60% of your grade. With that being said Professor Michini seems to care about student success and encourages students to ask questions or attend office hours if they ever don't understand something\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2022-12-28 20:42:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"cfa1be657fbb7e122f6f604b\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3MjU2Mjkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Very difficult class. I think Prof. Alberto is great and he is very passionate about the topics. The class is just too hard and there is a lot to remember and understand. Exams were not too difficult. I barely spend anytime on this class and was able to get an AB. HWs were very difficult and I would recommend spend a lot of time studying.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2023-12-28 03:24:55 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4be327dc63c97263484ae17f\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4ODAyNTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"},{\"comment\":\"An extremely difficult course. 70% of your grade depends on your exam. The professor is nice tho\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-03-22 14:44:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a654cf6802004a8ee65dc328\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDc2Mzcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Great professor. Courses were kind of boring because of its content but Carla tried her best to explain those concepts. She knows optimization a lot although with some accent. Anyway if you want to take this course she might be the best choice.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-05-10 23:16:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a91c61b6e6e006a10f963da5\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDM0ODY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Super sweet and kind professor! 525 is very challenging, but she makes the slides clear and logical. Even if it may be hard to get an A due to the (potential) department restriction, you can gain a lot!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2026-04-10 16:14:09 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c3c8850a6506d2462fdeb529\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODEyNTM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":9,\"review_ids\":[\"d4e6be602f99081cf582ec3d\",\"2454815cc16f5d3e9e33a165\",\"b6627fccbcc4b01467d779dc\",\"990345dc243669faeee6032d\",\"cfa1be657fbb7e122f6f604b\",\"4be327dc63c97263484ae17f\",\"a654cf6802004a8ee65dc328\",\"a91c61b6e6e006a10f963da5\",\"c3c8850a6506d2462fdeb529\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"},{\"id\":\"rmp:2490725\",\"name\":\"Alberto Del Pia\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2016\"},\"sentiment\":\"negative\",\"summary\":\"The course is widely regarded as extremely difficult with a heavy workload. Homework is described as very hard and time-consuming, and exams are often considered disproportionately difficult.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"He is a bad teacher.. Can't teach even to save his own life.. In the initial part of the course, when things were easy, he followed the book page by page. When things started to get complex, he started teaching his own material. In the final exam, he gave questions worth 64 points on subject matter he had taught in the very last week (3 classes)..\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-01-21 23:02:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"6bed447e5ce923718da8c3ac\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyNzc5NTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"His class is so tough. The homework is long and there are so many proof questions that make it a pure math class. The project is interesting and easy though. The problem is final, because the final is way too hard, and he expects the average to be 50-60. On the bright side, he's easy to talk with and explain problems clearly.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-19 17:58:03 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d4e6be602f99081cf582ec3d\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2NjE5MDQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Changed the start time of the class from the official one so that he could cancel some lectures and offer us the same amount of instruction. Lectures are relatively clear but can be confusing at times, especially in the middle of a proof. Exams are quite difficult, and the textbook is not well written.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-24 15:32:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"2454815cc16f5d3e9e33a165\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI2NjQ0ODI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"You need a deep understanding of the proofs and homework to do well since you aren't allowed a note sheet or textbook access during exams, which make up 60% of your grade. With that being said Professor Michini seems to care about student success and encourages students to ask questions or attend office hours if they ever don't understand something\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2022-12-28 20:42:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"cfa1be657fbb7e122f6f604b\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3MjU2Mjkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Very difficult class. I think Prof. Alberto is great and he is very passionate about the topics. The class is just too hard and there is a lot to remember and understand. Exams were not too difficult. I barely spend anytime on this class and was able to get an AB. HWs were very difficult and I would recommend spend a lot of time studying.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2023-12-28 03:24:55 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4be327dc63c97263484ae17f\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4ODAyNTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"},{\"comment\":\"An extremely difficult course. 70% of your grade depends on your exam. The professor is nice tho\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-03-22 14:44:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a654cf6802004a8ee65dc328\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDc2Mzcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Alberto knows what he is talking about. All of his slides come straight from the text book, but he somehow makes it more confusing than the textbook. Reading the textbook is easier than understanding his lectures. Midterms were not difficult but final was ridiculously difficult. Told us it had the same format as midterms but did not. \",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-12-18 00:05:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"62d663f8a0d0d111ef47bbfd\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMzUzNDUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"}],\"evidence_count\":7,\"review_ids\":[\"6bed447e5ce923718da8c3ac\",\"d4e6be602f99081cf582ec3d\",\"2454815cc16f5d3e9e33a165\",\"cfa1be657fbb7e122f6f604b\",\"4be327dc63c97263484ae17f\",\"a654cf6802004a8ee65dc328\",\"62d663f8a0d0d111ef47bbfd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1876532\",\"name\":\"Jesse Holzer\"},{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"},{\"id\":\"rmp:2490725\",\"name\":\"Alberto Del Pia\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"summary\":\"Assessments are a major pain point. Exams carry a high weight (60-70%) and are often described as 'ridiculously difficult' or 'too hard,' with some students feeling the final exam format was misleading or covered material taught late.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Prof. Del Pia is amazing at teaching and really cares about his students! This course is incredibly organized and well-structured. Would highly recommend!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2026-01-23 01:59:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d84590ca39b4ae2f58c84915\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTM5MzE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"},{\"comment\":\"Prof. Carla is an wonderful professor and have a very strong grasp in the field of linear optimization.The class, was super interesting because of her amazing content delivery and profound insights in the field of optimization. She appreciates student participation and always invites questions during and after class and during office hours.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-05-20 19:09:31 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"676d21ce17477e3094173da4\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDk3ODUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Changed the start time of the class from the official one so that he could cancel some lectures and offer us the same amount of instruction. Lectures are relatively clear but can be confusing at times, especially in the middle of a proof. Exams are quite difficult, and the textbook is not well written.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-24 15:32:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"2454815cc16f5d3e9e33a165\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI2NjQ0ODI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Alberto knows what he is talking about. All of his slides come straight from the text book, but he somehow makes it more confusing than the textbook. Reading the textbook is easier than understanding his lectures. Midterms were not difficult but final was ridiculously difficult. Told us it had the same format as midterms but did not. \",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-12-18 00:05:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"62d663f8a0d0d111ef47bbfd\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMzUzNDUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"}],\"evidence_count\":4,\"review_ids\":[\"d84590ca39b4ae2f58c84915\",\"676d21ce17477e3094173da4\",\"2454815cc16f5d3e9e33a165\",\"62d663f8a0d0d111ef47bbfd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"},{\"id\":\"rmp:2490725\",\"name\":\"Alberto Del Pia\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2016\"},\"sentiment\":\"mixed\",\"summary\":\"Course organization varies by instructor. Some find the structure logical and well-planned, while others report confusing lectures, last-minute schedule changes, and poor textbook quality.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"His class is so tough. The homework is long and there are so many proof questions that make it a pure math class. The project is interesting and easy though. The problem is final, because the final is way too hard, and he expects the average to be 50-60. On the bright side, he's easy to talk with and explain problems clearly.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-19 17:58:03 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d4e6be602f99081cf582ec3d\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2NjE5MDQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Good at splitting up theory with examples, wrote the textbook, great accent. I took this class for fun and was pleased. Plus the final project is really fun!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2017-05-07 22:41:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"26e47ddc06d0002495fe5742\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4MjQxNzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"}],\"evidence_count\":2,\"review_ids\":[\"d4e6be602f99081cf582ec3d\",\"26e47ddc06d0002495fe5742\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1895834\",\"name\":\"Stephen Wright\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"summary\":\"The final project is frequently cited as a highlight, described as interesting, fun, and relatively easy compared to the exams and homework.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a04e8d794b24e3b81b984774","course_id":"COMPSCI/ISYE/MATH/STAT 525","catalog_version_id":"e2176c290091ba9b2960587899ae37910570dca538d27b5d0973d4293c1b1edf","record_version_id":"b93f377431494ba06e268eaa36e930808175e920206dcb5e5be1503cbba18081","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"37aa767eef315f4886436012a7ad25f075e31da211e373246001940645ab3d05","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"808438b29c5b1320f9ac86d610a4aca9eae22bc6f33ae3456b9ade203eec56b8\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"current_instructors\":[{\"instructor_uid\":\"instructor_1ff77094c39644d04495ec4e\",\"message\":\"Summary generation failed\",\"name\":\"Alberto Del Pia\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2490725\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 2.80 GPA, 47.0% A/AB (n=66 letter grades); Fall 2024: 2.97 GPA, 41.3% A/AB (n=63 letter grades); Fall 2025: 2.90 GPA, 39.1% A/AB (n=64 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_1ff77094c39644d04495ec4e\",\"mode\":\"professor\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.02 GPA, 43.2% A/AB (n=74 letter grades); Fall 2025: 2.90 GPA, 39.1% A/AB (n=64 letter grades); Spring 2026: 3.12 GPA, 46.2% A/AB (n=52 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"ALBERTO DEL PIA is recorded teaching in Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"CARLA MICHINI is recorded teaching in Spring 2018, Spring 2019, Spring 2020, Spring 2022, Fall 2022, Spring 2023, Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"}],\"text\":\"JESSE THOMAS HOLZER is recorded teaching in Fall 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"MICHAEL FERRIS is recorded teaching in Fall 2006, Fall 2007, Fall 2008, Spring 2010, Spring 2012, Spring 2013, Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"}],\"text\":\"SHI JIN is recorded teaching in Spring 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"STEPHEN WRIGHT is recorded teaching in Spring 2008, Spring 2009, Fall 2009, Fall 2010, Fall 2012, Spring 2014, Fall 2014, Fall 2015, Spring 2017. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"professor\", \"instructor_uid\": \"instructor_1ff77094c39644d04495ec4e\", \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a04e8d794b24e3b81b984774","course_id":"COMPSCI/ISYE/MATH/STAT 525","catalog_version_id":"e2176c290091ba9b2960587899ae37910570dca538d27b5d0973d4293c1b1edf","record_version_id":"b93f377431494ba06e268eaa36e930808175e920206dcb5e5be1503cbba18081","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"363136421555bef5000e17618be7418a28f411ff5999b41f88c1bbf27807108e","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\",\"n5\",\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 320,340,341,375, or443or graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 320\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":341,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"341\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":375,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"375\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":443,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"443\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n6\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n7\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a04e8d794b24e3b81b984774","course_id":"COMPSCI/ISYE/MATH/STAT 525","catalog_version_id":"e2176c290091ba9b2960587899ae37910570dca538d27b5d0973d4293c1b1edf","record_version_id":"b93f377431494ba06e268eaa36e930808175e920206dcb5e5be1503cbba18081","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"363136421555bef5000e17618be7418a28f411ff5999b41f88c1bbf27807108e","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra and differential equations with emphasis on the relationship between the theory of linear algebra and analytical and numerical techniques for solving differential equations. Linear algebra topics include linear systems, matrices and their algebra, vector spaces and linear transformations, eigenvalues and eigenvectors.\"},{\"course_id\":\"MATH 340\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra. Topics include matrix algebra, linear systems of equations, vector spaces, sub-spaces, linear dependence, span, basis, rank of matrices, determinants, linear transformations, coordinate representations, kernel, range, eigenvalues and eigenvectors, diagonalization, inner products and orthogonal vectors, symmetric matrices.\"},{\"course_id\":\"MATH 341\",\"field\":\"description\",\"quote\":\"The theory of linear algebra with an introduction to proofs and proof writing. Topics include vector spaces, linear dependence, span, basis, linear transformations, kernel, image, inner products and inner product spaces, geometry, eigenvalues, eigenvectors, standard matrix factorizations.\"},{\"course_id\":\"MATH 375\",\"field\":\"description\",\"quote\":\"Vector spaces and linear transformations, differential calculus of scalar and vector fields, determinants, eigenvalues and eigenvectors, multiple integrals, line integrals, and surface integrals.\"}],\"text\":\"Linear algebra and multivariable calculus fundamentals, including vector spaces, matrix operations, eigenvalues, and proof techniques.\"},{\"evidence\":[{\"course_id\":\"MATH 443\",\"field\":\"requirements_text\",\"quote\":\"(MATH 320,340,341,345, or375), graduate/professional standing, or declared in Mathematics VISP (undergraduate or graduate)\"}],\"text\":\"Graduate/professional standing or membership in the Pre-Masters Mathematics (Visiting International) Program.\"}],\"search_phrases\":[\"linear optimization simplex method\",\"linear inequalities constraints\",\"duality theory optimization\",\"linear algebra proofs\",\"MATH 320 MATH 340 MATH 341 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Develops geometric and algebraic insights into the structure of the problem, with an emphasis on formal proofs.\"}],\"text\":\"Developing geometric and algebraic insights into optimization problem structures.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Presents the theory behind the simplex method, the main algorithm used to solve linear optimization problems.\"}],\"text\":\"Understanding the theory behind the simplex method.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Explores duality theory and theorems of the alternatives.\"}],\"text\":\"Exploring duality theory and theorems of the alternatives.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"Introduces optimization problems whose constraints are expressed by linear inequalities. Develops geometric and algebraic insights into the structure of the problem, with an emphasis on formal proofs. Presents the theory behind the simplex method, the main algorithm used to solve linear optimization problems. Explores duality theory and theorems of the alternatives.\"}],\"text\":\"Introduces linear optimization problems, emphasizing formal proofs, the simplex method, duality theory, and theorems of the alternatives.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"optimization problems whose constraints are expressed by linear inequalities\"}],\"text\":\"Linear inequality constraints\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"geometric and algebraic insights into the structure of the problem\"}],\"text\":\"Geometric and algebraic problem structure\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"formal proofs\"}],\"text\":\"Formal proofs\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"theory behind the simplex method\"}],\"text\":\"Simplex method theory\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"field\":\"description\",\"quote\":\"duality theory and theorems of the alternatives\"}],\"text\":\"Duality theory and theorems of the alternatives\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a04e8d794b24e3b81b984774","course_id":"COMPSCI/ISYE/MATH/STAT 525","catalog_version_id":"e2176c290091ba9b2960587899ae37910570dca538d27b5d0973d4293c1b1edf","record_version_id":"b93f377431494ba06e268eaa36e930808175e920206dcb5e5be1503cbba18081","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"363136421555bef5000e17618be7418a28f411ff5999b41f88c1bbf27807108e","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Excellent professor and a very informative class. Prof. Holzer always made himself available to meet outside of class to clarify material. Overall, very fun and taught well.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-03-18 14:10:46 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"a7ca2052d27efe4db518fc19\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyOTIxMTc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"I liked the examples he used to be clear in explaining tough concepts. Maybe because he is a graduate student,but he was definitely more down to earth and accessible during office hours. This made the learning experience much easier for me as A. I am not a computer science student B. I suck at math.. Very satisfied with what I've achieved.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-03-19 15:16:19 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c0a0f37af7fa9e798b39bcc6\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyOTI1NDk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"Professor Wright did a good job conveying the principles of linear programming. You need prior linear algebra knowledge. His midterm was easy so everyone did well and it was tough to get a distribution so he made the final more difficult, although it wasn't bad. Be ready for semi tough proofs.  Go to his office hours. He's very helpful.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-08-05 10:36:33 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"67815953c850148b287bfc1b\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIzNTAwNjUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Good at splitting up theory with examples, wrote the textbook, great accent. I took this class for fun and was pleased. Plus the final project is really fun!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2017-05-07 22:41:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"26e47ddc06d0002495fe5742\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4MjQxNzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Prof. Del Pia is amazing at teaching and really cares about his students! This course is incredibly organized and well-structured. Would highly recommend!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2026-01-23 01:59:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d84590ca39b4ae2f58c84915\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTM5MzE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"},{\"comment\":\"he just could not clarify anything.. continually making mistakes in class and instruction is like reading textbook out loud. even though he does not speak loud enough. he was like showing something all by himself and no interactions. too many homework with careless grading coming a month later.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-01-21 22:46:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"29143b2b12bbdc7d9b68fe1f\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNzc5NDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"He is a bad teacher.. Can't teach even to save his own life.. In the initial part of the course, when things were easy, he followed the book page by page. When things started to get complex, he started teaching his own material. In the final exam, he gave questions worth 64 points on subject matter he had taught in the very last week (3 classes)..\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-01-21 23:02:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"6bed447e5ce923718da8c3ac\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyNzc5NTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"Most confusing Professor I have dealt with. Poor grading. No idea what he is doing\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2015-05-14 17:48:04 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"32fa9a44a7d9fbe76213227f\",\"instructor_id\":\"rmp:512492\",\"instructor_name\":\"Shi Jin\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI0ODMyOTYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/512492\"},{\"comment\":\"He made so many mistakes it was almost unbelievable. I was convinced at least half the class new the material better than him. He taught straight from the textbook, so I benefited from skipping classes and teaching myself from the book (even though the book is really bad, too.) Homework was reasonable and the exams were easy. But still, avoid him.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2015-05-15 00:14:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"8ce6195ee88edcb46c1953b5\",\"instructor_id\":\"rmp:512492\",\"instructor_name\":\"Shi Jin\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI0ODM2NTU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/512492\"},{\"comment\":\"really bad lecturer,giving confusing lectures. I learnt all material by myself. The homework was not supposed to be so hard if he could give some information on lecture. Stay Away from him!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-10-12 18:25:32 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a493dbb87defa1fde5f2f01d\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI3MDMyNjQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"He seems to be some kind of genius and is quite thorough in covering material. Has a bad tendency to go over time routinely, so I wouldn't recommend having another class right after though. Also, very dry lectures in an Australian accent make me want to fall asleep. Get coffee or tea before class.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2017-04-20 17:04:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b27f94aa64004a65cca683c9\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4MDkxMzc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Alberto knows what he is talking about. All of his slides come straight from the text book, but he somehow makes it more confusing than the textbook. Reading the textbook is easier than understanding his lectures. Midterms were not difficult but final was ridiculously difficult. Told us it had the same format as midterms but did not. \",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-12-18 00:05:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"62d663f8a0d0d111ef47bbfd\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMzUzNDUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"}],\"evidence_count\":12,\"review_ids\":[\"a7ca2052d27efe4db518fc19\",\"c0a0f37af7fa9e798b39bcc6\",\"67815953c850148b287bfc1b\",\"26e47ddc06d0002495fe5742\",\"d84590ca39b4ae2f58c84915\",\"29143b2b12bbdc7d9b68fe1f\",\"6bed447e5ce923718da8c3ac\",\"32fa9a44a7d9fbe76213227f\",\"8ce6195ee88edcb46c1953b5\",\"a493dbb87defa1fde5f2f01d\",\"b27f94aa64004a65cca683c9\",\"62d663f8a0d0d111ef47bbfd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1876532\",\"name\":\"Jesse Holzer\"},{\"id\":\"rmp:1895834\",\"name\":\"Stephen Wright\"},{\"id\":\"rmp:2490725\",\"name\":\"Alberto Del Pia\"},{\"id\":\"rmp:512492\",\"name\":\"Shi Jin\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor effectiveness varies significantly. Some are praised for clarity, accessibility, and real-world examples, while others are criticized for confusing lectures, dry delivery, and poor explanation of complex proofs.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"His class is so tough. The homework is long and there are so many proof questions that make it a pure math class. The project is interesting and easy though. The problem is final, because the final is way too hard, and he expects the average to be 50-60. On the bright side, he's easy to talk with and explain problems clearly.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-19 17:58:03 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d4e6be602f99081cf582ec3d\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2NjE5MDQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Changed the start time of the class from the official one so that he could cancel some lectures and offer us the same amount of instruction. Lectures are relatively clear but can be confusing at times, especially in the middle of a proof. Exams are quite difficult, and the textbook is not well written.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-24 15:32:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"2454815cc16f5d3e9e33a165\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI2NjQ0ODI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Really nice to students. Clearly interested in the topic as it's heavily related to her research. Knows the content inside and out. Homeworks were extremely hard at times though, but there were only eight of them.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2018-05-05 13:47:02 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b6627fccbcc4b01467d779dc\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI5OTk1NDQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Nice guy, but stay far, far, away from his classes if you don't like doing mathematical proofs.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2019-12-07 20:29:39 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"990345dc243669faeee6032d\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMyNTYwNjA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"},{\"comment\":\"You need a deep understanding of the proofs and homework to do well since you aren't allowed a note sheet or textbook access during exams, which make up 60% of your grade. With that being said Professor Michini seems to care about student success and encourages students to ask questions or attend office hours if they ever don't understand something\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2022-12-28 20:42:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"cfa1be657fbb7e122f6f604b\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3MjU2Mjkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Very difficult class. I think Prof. Alberto is great and he is very passionate about the topics. The class is just too hard and there is a lot to remember and understand. Exams were not too difficult. I barely spend anytime on this class and was able to get an AB. HWs were very difficult and I would recommend spend a lot of time studying.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2023-12-28 03:24:55 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4be327dc63c97263484ae17f\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4ODAyNTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"},{\"comment\":\"An extremely difficult course. 70% of your grade depends on your exam. The professor is nice tho\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-03-22 14:44:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a654cf6802004a8ee65dc328\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDc2Mzcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Great professor. Courses were kind of boring because of its content but Carla tried her best to explain those concepts. She knows optimization a lot although with some accent. Anyway if you want to take this course she might be the best choice.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-05-10 23:16:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a91c61b6e6e006a10f963da5\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDM0ODY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Super sweet and kind professor! 525 is very challenging, but she makes the slides clear and logical. Even if it may be hard to get an A due to the (potential) department restriction, you can gain a lot!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2026-04-10 16:14:09 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c3c8850a6506d2462fdeb529\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODEyNTM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"}],\"evidence_count\":9,\"review_ids\":[\"d4e6be602f99081cf582ec3d\",\"2454815cc16f5d3e9e33a165\",\"b6627fccbcc4b01467d779dc\",\"990345dc243669faeee6032d\",\"cfa1be657fbb7e122f6f604b\",\"4be327dc63c97263484ae17f\",\"a654cf6802004a8ee65dc328\",\"a91c61b6e6e006a10f963da5\",\"c3c8850a6506d2462fdeb529\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"},{\"id\":\"rmp:2490725\",\"name\":\"Alberto Del Pia\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2016\"},\"sentiment\":\"negative\",\"summary\":\"The course is widely regarded as extremely difficult with a heavy workload. Homework is described as very hard and time-consuming, and exams are often considered disproportionately difficult.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"He is a bad teacher.. Can't teach even to save his own life.. In the initial part of the course, when things were easy, he followed the book page by page. When things started to get complex, he started teaching his own material. In the final exam, he gave questions worth 64 points on subject matter he had taught in the very last week (3 classes)..\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2014-01-21 23:02:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"6bed447e5ce923718da8c3ac\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyNzc5NTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"His class is so tough. The homework is long and there are so many proof questions that make it a pure math class. The project is interesting and easy though. The problem is final, because the final is way too hard, and he expects the average to be 50-60. On the bright side, he's easy to talk with and explain problems clearly.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-19 17:58:03 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d4e6be602f99081cf582ec3d\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2NjE5MDQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Changed the start time of the class from the official one so that he could cancel some lectures and offer us the same amount of instruction. Lectures are relatively clear but can be confusing at times, especially in the middle of a proof. Exams are quite difficult, and the textbook is not well written.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-24 15:32:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"2454815cc16f5d3e9e33a165\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI2NjQ0ODI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"You need a deep understanding of the proofs and homework to do well since you aren't allowed a note sheet or textbook access during exams, which make up 60% of your grade. With that being said Professor Michini seems to care about student success and encourages students to ask questions or attend office hours if they ever don't understand something\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2022-12-28 20:42:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"cfa1be657fbb7e122f6f604b\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3MjU2Mjkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Very difficult class. I think Prof. Alberto is great and he is very passionate about the topics. The class is just too hard and there is a lot to remember and understand. Exams were not too difficult. I barely spend anytime on this class and was able to get an AB. HWs were very difficult and I would recommend spend a lot of time studying.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2023-12-28 03:24:55 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4be327dc63c97263484ae17f\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4ODAyNTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"},{\"comment\":\"An extremely difficult course. 70% of your grade depends on your exam. The professor is nice tho\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-03-22 14:44:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a654cf6802004a8ee65dc328\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDc2Mzcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Alberto knows what he is talking about. All of his slides come straight from the text book, but he somehow makes it more confusing than the textbook. Reading the textbook is easier than understanding his lectures. Midterms were not difficult but final was ridiculously difficult. Told us it had the same format as midterms but did not. \",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-12-18 00:05:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"62d663f8a0d0d111ef47bbfd\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMzUzNDUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"}],\"evidence_count\":7,\"review_ids\":[\"6bed447e5ce923718da8c3ac\",\"d4e6be602f99081cf582ec3d\",\"2454815cc16f5d3e9e33a165\",\"cfa1be657fbb7e122f6f604b\",\"4be327dc63c97263484ae17f\",\"a654cf6802004a8ee65dc328\",\"62d663f8a0d0d111ef47bbfd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1876532\",\"name\":\"Jesse Holzer\"},{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"},{\"id\":\"rmp:2490725\",\"name\":\"Alberto Del Pia\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"summary\":\"Assessments are a major pain point. Exams carry a high weight (60-70%) and are often described as 'ridiculously difficult' or 'too hard,' with some students feeling the final exam format was misleading or covered material taught late.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Prof. Del Pia is amazing at teaching and really cares about his students! This course is incredibly organized and well-structured. Would highly recommend!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2026-01-23 01:59:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d84590ca39b4ae2f58c84915\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTM5MzE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"},{\"comment\":\"Prof. Carla is an wonderful professor and have a very strong grasp in the field of linear optimization.The class, was super interesting because of her amazing content delivery and profound insights in the field of optimization. She appreciates student participation and always invites questions during and after class and during office hours.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-05-20 19:09:31 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"676d21ce17477e3094173da4\",\"instructor_id\":\"rmp:2371667\",\"instructor_name\":\"Carla Michini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDk3ODUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\"},{\"comment\":\"Changed the start time of the class from the official one so that he could cancel some lectures and offer us the same amount of instruction. Lectures are relatively clear but can be confusing at times, especially in the middle of a proof. Exams are quite difficult, and the textbook is not well written.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-24 15:32:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"2454815cc16f5d3e9e33a165\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI2NjQ0ODI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Alberto knows what he is talking about. All of his slides come straight from the text book, but he somehow makes it more confusing than the textbook. Reading the textbook is easier than understanding his lectures. Midterms were not difficult but final was ridiculously difficult. Told us it had the same format as midterms but did not. \",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2024-12-18 00:05:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"62d663f8a0d0d111ef47bbfd\",\"instructor_id\":\"rmp:2490725\",\"instructor_name\":\"Alberto Del Pia\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMzUzNDUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\"}],\"evidence_count\":4,\"review_ids\":[\"d84590ca39b4ae2f58c84915\",\"676d21ce17477e3094173da4\",\"2454815cc16f5d3e9e33a165\",\"62d663f8a0d0d111ef47bbfd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2371667\",\"name\":\"Carla Michini\"},{\"id\":\"rmp:2490725\",\"name\":\"Alberto Del Pia\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2016\"},\"sentiment\":\"mixed\",\"summary\":\"Course organization varies by instructor. Some find the structure logical and well-planned, while others report confusing lectures, last-minute schedule changes, and poor textbook quality.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"His class is so tough. The homework is long and there are so many proof questions that make it a pure math class. The project is interesting and easy though. The problem is final, because the final is way too hard, and he expects the average to be 50-60. On the bright side, he's easy to talk with and explain problems clearly.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2016-05-19 17:58:03 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d4e6be602f99081cf582ec3d\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2NjE5MDQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Good at splitting up theory with examples, wrote the textbook, great accent. I took this class for fun and was pleased. Plus the final project is really fun!\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"date\":\"2017-05-07 22:41:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"26e47ddc06d0002495fe5742\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4MjQxNzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"}],\"evidence_count\":2,\"review_ids\":[\"d4e6be602f99081cf582ec3d\",\"26e47ddc06d0002495fe5742\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1895834\",\"name\":\"Stephen Wright\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"summary\":\"The final project is frequently cited as a highlight, described as interesting, fun, and relatively easy compared to the exams and homework.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a04e8d794b24e3b81b984774","course_id":"COMPSCI/ISYE/MATH/STAT 525","catalog_version_id":"e2176c290091ba9b2960587899ae37910570dca538d27b5d0973d4293c1b1edf","record_version_id":"b93f377431494ba06e268eaa36e930808175e920206dcb5e5be1503cbba18081","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"363136421555bef5000e17618be7418a28f411ff5999b41f88c1bbf27807108e","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"808438b29c5b1320f9ac86d610a4aca9eae22bc6f33ae3456b9ade203eec56b8\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"current_instructors\":[{\"instructor_uid\":\"instructor_1ff77094c39644d04495ec4e\",\"message\":null,\"name\":\"Alberto Del Pia\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2490725\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Alberto Del Pia\",\"review_date\":\"2025-12-30 19:23:36 +0000 UTC\",\"review_id\":\"d6f01205b63800bb7cd87b62\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2490725\",\"source_review_id\":\"UmF0aW5nLTQyNDE4MzI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\",\"type\":\"review\"},{\"instructor_name\":\"Alberto Del Pia\",\"review_date\":\"2026-01-23 01:59:54 +0000 UTC\",\"review_id\":\"d84590ca39b4ae2f58c84915\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2490725\",\"source_review_id\":\"UmF0aW5nLTQyNTM5MzE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\",\"type\":\"review\"}],\"text\":\"Alberto Del Pia is described as a nice, caring, and amazing instructor who is passionate about the topics and teaches an organized course. Reviewers highlight his positive attitude and clear structure.\"},{\"citations\":[{\"instructor_name\":\"Alberto Del Pia\",\"review_date\":\"2019-12-07 20:29:39 +0000 UTC\",\"review_id\":\"990345dc243669faeee6032d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2490725\",\"source_review_id\":\"UmF0aW5nLTMyNTYwNjA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\",\"type\":\"review\"},{\"instructor_name\":\"Alberto Del Pia\",\"review_date\":\"2024-12-18 00:05:49 +0000 UTC\",\"review_id\":\"62d663f8a0d0d111ef47bbfd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2490725\",\"source_review_id\":\"UmF0aW5nLTQwMzUzNDUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\",\"type\":\"review\"}],\"text\":\"Some students find the course difficult due to heavy mathematical proofs and confusing lectures that are harder to follow than the textbook. One reviewer noted the final exam format was misleading compared to midterms.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 2.80 GPA, 47.0% A/AB (n=66 letter grades); Fall 2024: 2.97 GPA, 41.3% A/AB (n=63 letter grades); Fall 2025: 2.90 GPA, 39.1% A/AB (n=64 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Alberto Del Pia\",\"review_date\":\"2019-12-07 20:29:39 +0000 UTC\",\"review_id\":\"990345dc243669faeee6032d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2490725\",\"source_review_id\":\"UmF0aW5nLTMyNTYwNjA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\",\"type\":\"review\"},{\"instructor_name\":\"Alberto Del Pia\",\"review_date\":\"2022-01-25 05:21:25 +0000 UTC\",\"review_id\":\"923c2ee2416886be08c9c907\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2490725\",\"source_review_id\":\"UmF0aW5nLTM1NzkzNjYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\",\"type\":\"review\"},{\"instructor_name\":\"Alberto Del Pia\",\"review_date\":\"2023-12-28 03:24:55 +0000 UTC\",\"review_id\":\"4be327dc63c97263484ae17f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2490725\",\"source_review_id\":\"UmF0aW5nLTM4ODAyNTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\",\"type\":\"review\"},{\"instructor_name\":\"Alberto Del Pia\",\"review_date\":\"2024-12-18 00:05:49 +0000 UTC\",\"review_id\":\"62d663f8a0d0d111ef47bbfd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2490725\",\"source_review_id\":\"UmF0aW5nLTQwMzUzNDUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\",\"type\":\"review\"}],\"text\":\"The course is considered very difficult, with hard assignments that require significant study time, though group work is permitted. Exams are reported as easier than homework, although one student found the final exam unexpectedly difficult despite its stated format.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Jesse Holzer\",\"review_date\":\"2014-01-21 22:46:48 +0000 UTC\",\"review_id\":\"29143b2b12bbdc7d9b68fe1f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1876532\",\"source_review_id\":\"UmF0aW5nLTIyNzc5NDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\",\"type\":\"review\"},{\"instructor_name\":\"Jesse Holzer\",\"review_date\":\"2014-03-19 15:16:19 +0000 UTC\",\"review_id\":\"c0a0f37af7fa9e798b39bcc6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1876532\",\"source_review_id\":\"UmF0aW5nLTIyOTI1NDk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\",\"type\":\"review\"},{\"instructor_name\":\"Stephen Wright\",\"review_date\":\"2014-08-05 10:36:33 +0000 UTC\",\"review_id\":\"67815953c850148b287bfc1b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1895834\",\"source_review_id\":\"UmF0aW5nLTIzNTAwNjUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\",\"type\":\"review\"},{\"instructor_name\":\"Shi Jin\",\"review_date\":\"2015-05-14 17:48:04 +0000 UTC\",\"review_id\":\"32fa9a44a7d9fbe76213227f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:512492\",\"source_review_id\":\"UmF0aW5nLTI0ODMyOTYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/512492\",\"type\":\"review\"},{\"instructor_name\":\"Shi Jin\",\"review_date\":\"2015-05-15 00:14:32 +0000 UTC\",\"review_id\":\"8ce6195ee88edcb46c1953b5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:512492\",\"source_review_id\":\"UmF0aW5nLTI0ODM2NTU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/512492\",\"type\":\"review\"},{\"instructor_name\":\"Michael Ferris\",\"review_date\":\"2016-01-12 22:42:29 +0000 UTC\",\"review_id\":\"c0e053c623f36f4022aabce6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:926803\",\"source_review_id\":\"UmF0aW5nLTI1OTMwNzMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\",\"type\":\"review\"},{\"instructor_name\":\"Michael Ferris\",\"review_date\":\"2016-10-12 18:25:32 +0000 UTC\",\"review_id\":\"a493dbb87defa1fde5f2f01d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:926803\",\"source_review_id\":\"UmF0aW5nLTI3MDMyNjQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\",\"type\":\"review\"},{\"instructor_name\":\"Stephen Wright\",\"review_date\":\"2018-03-07 11:28:48 +0000 UTC\",\"review_id\":\"51ee44cac2a58d3cc5c0840d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1895834\",\"source_review_id\":\"UmF0aW5nLTI5NjI5NjU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\",\"type\":\"review\"},{\"instructor_name\":\"Carla Michini\",\"review_date\":\"2018-05-05 13:47:02 +0000 UTC\",\"review_id\":\"b6627fccbcc4b01467d779dc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2371667\",\"source_review_id\":\"UmF0aW5nLTI5OTk1NDQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2371667\",\"type\":\"review\"},{\"instructor_name\":\"Shi Jin\",\"review_date\":\"2021-12-13 05:10:15 +0000 UTC\",\"review_id\":\"691edfb32b1cdd174f49ec6b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:512492\",\"source_review_id\":\"UmF0aW5nLTM1NDkyMDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/512492\",\"type\":\"review\"}],\"text\":\"Alberto Del Pia has no reviews in the provided data. Historical reviews for Jesse Holzer, Shi Jin, and Michael Ferris describe confusing lectures, poor grading, and mistakes. Stephen Wright and Carla Michini received positive feedback for clarity and helpfulness, though Michini's homework was noted as difficult.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Alberto Del Pia\",\"review_date\":\"2025-12-30 19:23:36 +0000 UTC\",\"review_id\":\"d6f01205b63800bb7cd87b62\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2490725\",\"source_review_id\":\"UmF0aW5nLTQyNDE4MzI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\",\"type\":\"review\"},{\"instructor_name\":\"Alberto Del Pia\",\"review_date\":\"2026-01-23 01:59:54 +0000 UTC\",\"review_id\":\"d84590ca39b4ae2f58c84915\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2490725\",\"source_review_id\":\"UmF0aW5nLTQyNTM5MzE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\",\"type\":\"review\"}],\"text\":\"Students describe Alberto Del Pia as a nice, caring, and amazing instructor who teaches an organized and well-structured course. They highly recommend the class for its supportive teaching style.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.02 GPA, 43.2% A/AB (n=74 letter grades); Fall 2025: 2.90 GPA, 39.1% A/AB (n=64 letter grades); Spring 2026: 3.12 GPA, 46.2% A/AB (n=52 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Alberto Del Pia\",\"review_date\":\"2022-01-25 05:21:25 +0000 UTC\",\"review_id\":\"923c2ee2416886be08c9c907\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2490725\",\"source_review_id\":\"UmF0aW5nLTM1NzkzNjYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\",\"type\":\"review\"},{\"instructor_name\":\"Alberto Del Pia\",\"review_date\":\"2024-12-18 00:05:49 +0000 UTC\",\"review_id\":\"62d663f8a0d0d111ef47bbfd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2490725\",\"source_review_id\":\"UmF0aW5nLTQwMzUzNDUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490725\",\"type\":\"review\"}],\"text\":\"Lectures use slides that some find confusing compared to the textbook, with pacing varying between too fast and too slow. While the instructor is knowledgeable, students report that understanding the lectures can be harder than reading the assigned text.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"ALBERTO DEL PIA is recorded teaching in Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"CARLA MICHINI is recorded teaching in Spring 2018, Spring 2019, Spring 2020, Spring 2022, Fall 2022, Spring 2023, Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"}],\"text\":\"JESSE THOMAS HOLZER is recorded teaching in Fall 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"MICHAEL FERRIS is recorded teaching in Fall 2006, Fall 2007, Fall 2008, Spring 2010, Spring 2012, Spring 2013, Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"}],\"text\":\"SHI JIN is recorded teaching in Spring 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 525\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"source_record\":{\"entity_id\":\"4c05436f-19b3-3f06-b99a-c28d268997f5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"STEPHEN WRIGHT is recorded teaching in Spring 2008, Spring 2009, Fall 2009, Fall 2010, Fall 2012, Spring 2014, Fall 2014, Fall 2015, Spring 2017. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]