[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"fa204817431e3cc172678f7389fecaeeabb0bb5aabe9ee028a3a004fc46062fd","record_version_id":"6dfb729ce3bb8ed4fc187ddee109735872944fe199ea477cf1b86e10bc4e6b82","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"5c98b99dffafd9dd76d193ba3eb4b36363d8dd1155d7d9f7b9a58fa14b413a74","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"req-course-330\",\"req-standing\",\"req-guest\"],\"condition\":null,\"course\":null,\"evidence\":\"CIV ENGR/G L E 330, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"root-any\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":330,\"minimum_grade\":null,\"subjects\":[\"CIVENGR\",\"GLE\"],\"timing\":\"prior\"},\"evidence\":\"CIV ENGR/G L E 330\",\"id\":\"req-course-330\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"req-standing\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"req-guest\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root-any\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"fa204817431e3cc172678f7389fecaeeabb0bb5aabe9ee028a3a004fc46062fd","record_version_id":"6dfb729ce3bb8ed4fc187ddee109735872944fe199ea477cf1b86e10bc4e6b82","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"5c98b99dffafd9dd76d193ba3eb4b36363d8dd1155d7d9f7b9a58fa14b413a74","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Analysis and design of footings, mats, piers and piles, and related fill and excavation operations\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"label\":\"data-analysis\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Use soil moduli in the application of a laterally loaded deep-foundation system using an appropriate software program with a hand-calculated backcheck\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Prepare a bid sheet, plan set, and set of specifications for a successful foundation design\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"label\":\"writing\"}],\"assumed_background\":[],\"search_phrases\":[\"shallow and deep foundations\",\"footing and pile design\",\"consolidation settlement analysis\",\"soil bearing capacity\",\"foundation investigation scope\",\"spread foundation design\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Analysis and design of footings, mats, piers and piles, and related fill and excavation operations\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"text\":\"Analysis and design of shallow and deep foundation systems including footings, mats, piers, and piles.\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Consolidation settlement, time rate of settlement, stress distribution, elastic (immediate) settlement, load bearing capacity; methods to reduce settlements and increase shear strength; the selection of a foundation system.\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"text\":\"Evaluating settlement types, stress distribution, and load-bearing capacity to select appropriate foundation systems.\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Scope and Prepare a Foundation Investigation, including the equipment and standards used for subsurface exploration and the advantages/disadvantages therein\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"text\":\"Scoping and preparing foundation investigations using subsurface exploration equipment and standards.\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Use soil moduli in the application of a laterally loaded deep-foundation system using an appropriate software program with a hand-calculated backcheck\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"text\":\"Applying soil moduli to laterally loaded deep foundations using software programs with hand-calculated verification.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"title\",\"quote\":\"FOUNDATIONS\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"},{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Shallow and deep foundations. Analysis and design of footings, mats, piers and piles, and related fill and excavation operations.\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"text\":\"This course covers the analysis and design of shallow and deep foundations, including footings, mats, piers, piles, fill, and excavation operations.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Shallow and deep foundations.\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"text\":\"Shallow and deep foundation systems.\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Consolidation settlement, time rate of settlement, stress distribution, elastic (immediate) settlement, load bearing capacity\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"text\":\"Settlement analysis, stress distribution, and load-bearing capacity.\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Provide examples of when and where to consider shallow foundation systems in lieu of deep foundation systems and where stone columns or rammed aggregate piers are appropriate\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"text\":\"Selection criteria for shallow vs. deep foundations, including stone columns and rammed aggregate piers.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"fa204817431e3cc172678f7389fecaeeabb0bb5aabe9ee028a3a004fc46062fd","record_version_id":"6dfb729ce3bb8ed4fc187ddee109735872944fe199ea477cf1b86e10bc4e6b82","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"5c98b99dffafd9dd76d193ba3eb4b36363d8dd1155d7d9f7b9a58fa14b413a74","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"I'm in my 7th semester of engineering here at Madison and Tinjum is one of the hardest professors I've had yet. His lectures are impossible to follow and his hw has absolutely no directions or expectations stated. I spend about 20 hours per hw assignment and still am barely passing this class. Do NOT take his class unless you absolutely have to.\",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2020-12-12 20:41:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"caf372f48f2a7881bdadc89f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"},{\"comment\":\"This class was beyond difficult. No homework was graded before the first in person exam, the lectures packed with information, and for the first 2 months of class he would not do math examples as they \\\"would take too long in class\\\". Don't take this class unless you already know all the information. Last exam is online & open note so that is good. \",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2022-12-21 19:19:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e74703ec37ffdc570c40443f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"}],\"evidence_count\":2,\"review_ids\":[\"caf372f48f2a7881bdadc89f\",\"e74703ec37ffdc570c40443f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1548812\",\"name\":\"James Tinjum\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1548812\",\"summary\":\"Cited reviews criticize James Tinjum for unclear lectures and lack of homework guidance.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"I'm in my 7th semester of engineering here at Madison and Tinjum is one of the hardest professors I've had yet. His lectures are impossible to follow and his hw has absolutely no directions or expectations stated. I spend about 20 hours per hw assignment and still am barely passing this class. Do NOT take his class unless you absolutely have to.\",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2020-12-12 20:41:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"caf372f48f2a7881bdadc89f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"},{\"comment\":\"This class was beyond difficult. No homework was graded before the first in person exam, the lectures packed with information, and for the first 2 months of class he would not do math examples as they \\\"would take too long in class\\\". Don't take this class unless you already know all the information. Last exam is online & open note so that is good. \",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2022-12-21 19:19:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e74703ec37ffdc570c40443f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"}],\"evidence_count\":2,\"review_ids\":[\"caf372f48f2a7881bdadc89f\",\"e74703ec37ffdc570c40443f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1548812\",\"name\":\"James Tinjum\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1548812\",\"summary\":\"Reviewers describe James Tinjum's course as extremely difficult with high time demands per assignment.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"fa204817431e3cc172678f7389fecaeeabb0bb5aabe9ee028a3a004fc46062fd","record_version_id":"6dfb729ce3bb8ed4fc187ddee109735872944fe199ea477cf1b86e10bc4e6b82","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"5c98b99dffafd9dd76d193ba3eb4b36363d8dd1155d7d9f7b9a58fa14b413a74","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"22165e5e74afb3d14c7999ada2b15470bcc7b2e345af9f87901671f690cbf6b1\",\"course_id\":\"CIVENGR/GLE 532\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"James Tinjum\",\"review_date\":\"2020-12-12 20:41:05 +0000 UTC\",\"review_id\":\"caf372f48f2a7881bdadc89f\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1548812\",\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"One student reported spending approximately 20 hours per homework assignment while still barely passing the class.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":false,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"James Tinjum\",\"review_date\":\"2020-12-12 20:41:05 +0000 UTC\",\"review_id\":\"caf372f48f2a7881bdadc89f\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1548812\",\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\",\"type\":\"review\"},{\"instructor_name\":\"James Tinjum\",\"review_date\":\"2022-12-21 19:19:00 +0000 UTC\",\"review_id\":\"e74703ec37ffdc570c40443f\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1548812\",\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students described the course as extremely challenging, with lectures that were difficult to follow and homework lacking clear direction.\"},{\"citations\":[{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2020: 3.27 GPA, 54.3% A/AB (n=35 letter grades); Fall 2022: 3.54 GPA, 91.2% A/AB (n=34 letter grades); Fall 2024: 3.62 GPA, 84.0% A/AB (n=25 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"James Tinjum\",\"review_date\":\"2022-12-21 19:19:00 +0000 UTC\",\"review_id\":\"e74703ec37ffdc570c40443f\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1548812\",\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"A student noted that no homework was graded before the first in-person exam and that the instructor avoided in-class math examples for two months.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"JAMES TINJUM is recorded teaching in Fall 2020, Fall 2022. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1274\",\"term_name\":\"2027 Sprng\",\"version\":3}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"7cc0d9cc00254493dbcbbfc372f04d7b2e13aeec7f43495bd6d803141b672b71","record_version_id":"132a7d2a18c381d162e37ad3a928bc7fe65302d9153854cd94ba49bf9e3aaae7","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"57c6b5802de1ebafc5206581ee32f158c5d784ce41e1ec1df5dab26f56424248","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"CIV ENGR/G L E 330, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":330,\"minimum_grade\":null,\"subjects\":[\"CIVENGR\",\"GLE\"],\"timing\":\"prior\"},\"evidence\":\"CIV ENGR/G L E 330\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing, or member of Engineering Guest Students\",\"course\":null,\"evidence\":\"graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n2\",\"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_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"7cc0d9cc00254493dbcbbfc372f04d7b2e13aeec7f43495bd6d803141b672b71","record_version_id":"132a7d2a18c381d162e37ad3a928bc7fe65302d9153854cd94ba49bf9e3aaae7","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"57c6b5802de1ebafc5206581ee32f158c5d784ce41e1ec1df5dab26f56424248","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 330\",\"field\":\"description\",\"quote\":\"Basic principles of soil mechanics and fundamentals of application in engineering practice\"}],\"text\":\"Soil mechanics fundamentals\"}],\"search_phrases\":[\"foundation design\",\"soil settlement analysis\",\"geotechnical engineering\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Analysis and design of footings, mats, piers and piles\"}],\"text\":\"Foundation system design\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Consolidation settlement, time rate of settlement, stress distribution, elastic (immediate) settlement, load bearing capacity\"}],\"text\":\"Settlement and bearing capacity analysis\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"title\",\"quote\":\"FOUNDATIONS\"},{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Shallow and deep foundations. Analysis and design of footings, mats, piers and piles\"}],\"text\":\"CIVENGR/GLE 532 teaches the analysis and design of shallow and deep foundation systems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Shallow and deep foundations\"}],\"text\":\"Foundation types\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"footings, mats, piers and piles\"}],\"text\":\"Specific foundation elements\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"related fill and excavation operations\"}],\"text\":\"Excavation and fill operations\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"methods to reduce settlements and increase shear strength\"}],\"text\":\"Soil improvement methods\"}]}","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_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"7cc0d9cc00254493dbcbbfc372f04d7b2e13aeec7f43495bd6d803141b672b71","record_version_id":"132a7d2a18c381d162e37ad3a928bc7fe65302d9153854cd94ba49bf9e3aaae7","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"57c6b5802de1ebafc5206581ee32f158c5d784ce41e1ec1df5dab26f56424248","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_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"7cc0d9cc00254493dbcbbfc372f04d7b2e13aeec7f43495bd6d803141b672b71","record_version_id":"132a7d2a18c381d162e37ad3a928bc7fe65302d9153854cd94ba49bf9e3aaae7","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"e11e7487c996d3e0d4e01d0d2779718ffd6a57d64a80846b09f79cea2e1dc805","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"CIV ENGR/G L E 330, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":330,\"minimum_grade\":null,\"subjects\":[\"CIVENGR\",\"GLE\"],\"timing\":\"prior\"},\"evidence\":\"CIV ENGR/G L E 330\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing, or member of Engineering Guest Students\",\"course\":null,\"evidence\":\"graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n2\",\"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":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"7cc0d9cc00254493dbcbbfc372f04d7b2e13aeec7f43495bd6d803141b672b71","record_version_id":"132a7d2a18c381d162e37ad3a928bc7fe65302d9153854cd94ba49bf9e3aaae7","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"e11e7487c996d3e0d4e01d0d2779718ffd6a57d64a80846b09f79cea2e1dc805","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 330\",\"field\":\"description\",\"quote\":\"Basic principles of soil mechanics and fundamentals of application in engineering practice\"}],\"text\":\"Soil mechanics fundamentals\"}],\"search_phrases\":[\"foundation design\",\"soil settlement analysis\",\"geotechnical engineering\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Analysis and design of footings, mats, piers and piles\"}],\"text\":\"Foundation system design\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Consolidation settlement, time rate of settlement, stress distribution, elastic (immediate) settlement, load bearing capacity\"}],\"text\":\"Settlement and bearing capacity analysis\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"title\",\"quote\":\"FOUNDATIONS\"},{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Shallow and deep foundations. Analysis and design of footings, mats, piers and piles\"}],\"text\":\"CIVENGR/GLE 532 teaches the analysis and design of shallow and deep foundation systems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Shallow and deep foundations\"}],\"text\":\"Foundation types\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"footings, mats, piers and piles\"}],\"text\":\"Specific foundation elements\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"related fill and excavation operations\"}],\"text\":\"Excavation and fill operations\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"methods to reduce settlements and increase shear strength\"}],\"text\":\"Soil improvement methods\"}]}","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_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"7cc0d9cc00254493dbcbbfc372f04d7b2e13aeec7f43495bd6d803141b672b71","record_version_id":"132a7d2a18c381d162e37ad3a928bc7fe65302d9153854cd94ba49bf9e3aaae7","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"e11e7487c996d3e0d4e01d0d2779718ffd6a57d64a80846b09f79cea2e1dc805","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"I'm in my 7th semester of engineering here at Madison and Tinjum is one of the hardest professors I've had yet. His lectures are impossible to follow and his hw has absolutely no directions or expectations stated. I spend about 20 hours per hw assignment and still am barely passing this class. Do NOT take his class unless you absolutely have to.\",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2020-12-12 20:41:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"caf372f48f2a7881bdadc89f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"},{\"comment\":\"This class was beyond difficult. No homework was graded before the first in person exam, the lectures packed with information, and for the first 2 months of class he would not do math examples as they \\\"would take too long in class\\\". Don't take this class unless you already know all the information. Last exam is online & open note so that is good. \",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2022-12-21 19:19:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e74703ec37ffdc570c40443f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"}],\"evidence_count\":2,\"review_ids\":[\"caf372f48f2a7881bdadc89f\",\"e74703ec37ffdc570c40443f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1548812\",\"name\":\"James Tinjum\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"Lectures are described as impossible to follow and packed with information without adequate examples.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"I'm in my 7th semester of engineering here at Madison and Tinjum is one of the hardest professors I've had yet. His lectures are impossible to follow and his hw has absolutely no directions or expectations stated. I spend about 20 hours per hw assignment and still am barely passing this class. Do NOT take his class unless you absolutely have to.\",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2020-12-12 20:41:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"caf372f48f2a7881bdadc89f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"}],\"evidence_count\":1,\"review_ids\":[\"caf372f48f2a7881bdadc89f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1548812\",\"name\":\"James Tinjum\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"Students report spending approximately 20 hours per homework assignment with little progress.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"I'm in my 7th semester of engineering here at Madison and Tinjum is one of the hardest professors I've had yet. His lectures are impossible to follow and his hw has absolutely no directions or expectations stated. I spend about 20 hours per hw assignment and still am barely passing this class. Do NOT take his class unless you absolutely have to.\",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2020-12-12 20:41:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"caf372f48f2a7881bdadc89f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"},{\"comment\":\"This class was beyond difficult. No homework was graded before the first in person exam, the lectures packed with information, and for the first 2 months of class he would not do math examples as they \\\"would take too long in class\\\". Don't take this class unless you already know all the information. Last exam is online & open note so that is good. \",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2022-12-21 19:19:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e74703ec37ffdc570c40443f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"}],\"evidence_count\":2,\"review_ids\":[\"caf372f48f2a7881bdadc89f\",\"e74703ec37ffdc570c40443f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1548812\",\"name\":\"James Tinjum\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"Homework lacks clear directions or expectations, and no homework is graded before the first exam.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"I'm in my 7th semester of engineering here at Madison and Tinjum is one of the hardest professors I've had yet. His lectures are impossible to follow and his hw has absolutely no directions or expectations stated. I spend about 20 hours per hw assignment and still am barely passing this class. Do NOT take his class unless you absolutely have to.\",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2020-12-12 20:41:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"caf372f48f2a7881bdadc89f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"},{\"comment\":\"This class was beyond difficult. No homework was graded before the first in person exam, the lectures packed with information, and for the first 2 months of class he would not do math examples as they \\\"would take too long in class\\\". Don't take this class unless you already know all the information. Last exam is online & open note so that is good. \",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2022-12-21 19:19:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e74703ec37ffdc570c40443f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"}],\"evidence_count\":2,\"review_ids\":[\"caf372f48f2a7881bdadc89f\",\"e74703ec37ffdc570c40443f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1548812\",\"name\":\"James Tinjum\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"The course is considered one of the hardest, with a recommendation to avoid it unless absolutely necessary.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"fa204817431e3cc172678f7389fecaeeabb0bb5aabe9ee028a3a004fc46062fd","record_version_id":"6dfb729ce3bb8ed4fc187ddee109735872944fe199ea477cf1b86e10bc4e6b82","job_id":"enrich-6556a505c10f448d98d02466","output_id":"143e4a91530196429cbc9292a550a9e0a61001079698e6d6d0a4d2c8237da8c1","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"req-course-330\",\"req-standing\",\"req-guest\"],\"condition\":null,\"course\":null,\"evidence\":\"CIV ENGR/G L E 330, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"root-any\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":330,\"minimum_grade\":null,\"subjects\":[\"CIVENGR\",\"GLE\"],\"timing\":\"prior\"},\"evidence\":\"CIV ENGR/G L E 330\",\"id\":\"req-course-330\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"req-standing\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"req-guest\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root-any\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"fa204817431e3cc172678f7389fecaeeabb0bb5aabe9ee028a3a004fc46062fd","record_version_id":"6dfb729ce3bb8ed4fc187ddee109735872944fe199ea477cf1b86e10bc4e6b82","job_id":"enrich-6556a505c10f448d98d02466","output_id":"143e4a91530196429cbc9292a550a9e0a61001079698e6d6d0a4d2c8237da8c1","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Analysis and design of footings, mats, piers and piles, and related fill and excavation operations\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"label\":\"data-analysis\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Use soil moduli in the application of a laterally loaded deep-foundation system using an appropriate software program with a hand-calculated backcheck\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Prepare a bid sheet, plan set, and set of specifications for a successful foundation design\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"label\":\"writing\"}],\"assumed_background\":[],\"search_phrases\":[\"shallow and deep foundations\",\"footing and pile design\",\"consolidation settlement analysis\",\"soil bearing capacity\",\"foundation investigation scope\",\"spread foundation design\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Analysis and design of footings, mats, piers and piles, and related fill and excavation operations\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"text\":\"Analysis and design of shallow and deep foundation systems including footings, mats, piers, and piles.\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Consolidation settlement, time rate of settlement, stress distribution, elastic (immediate) settlement, load bearing capacity; methods to reduce settlements and increase shear strength; the selection of a foundation system.\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"text\":\"Evaluating settlement types, stress distribution, and load-bearing capacity to select appropriate foundation systems.\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Scope and Prepare a Foundation Investigation, including the equipment and standards used for subsurface exploration and the advantages/disadvantages therein\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"text\":\"Scoping and preparing foundation investigations using subsurface exploration equipment and standards.\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Use soil moduli in the application of a laterally loaded deep-foundation system using an appropriate software program with a hand-calculated backcheck\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"text\":\"Applying soil moduli to laterally loaded deep foundations using software programs with hand-calculated verification.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"title\",\"quote\":\"FOUNDATIONS\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"},{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Shallow and deep foundations. Analysis and design of footings, mats, piers and piles, and related fill and excavation operations.\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"text\":\"This course covers the analysis and design of shallow and deep foundations, including footings, mats, piers, piles, fill, and excavation operations.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Shallow and deep foundations.\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"text\":\"Shallow and deep foundation systems.\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Consolidation settlement, time rate of settlement, stress distribution, elastic (immediate) settlement, load bearing capacity\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"text\":\"Settlement analysis, stress distribution, and load-bearing capacity.\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Provide examples of when and where to consider shallow foundation systems in lieu of deep foundation systems and where stone columns or rammed aggregate piers are appropriate\",\"source_url\":\"https://guide.wisc.edu/courses/civ_engr/\"}],\"text\":\"Selection criteria for shallow vs. deep foundations, including stone columns and rammed aggregate piers.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"fa204817431e3cc172678f7389fecaeeabb0bb5aabe9ee028a3a004fc46062fd","record_version_id":"6dfb729ce3bb8ed4fc187ddee109735872944fe199ea477cf1b86e10bc4e6b82","job_id":"enrich-6556a505c10f448d98d02466","output_id":"143e4a91530196429cbc9292a550a9e0a61001079698e6d6d0a4d2c8237da8c1","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"I'm in my 7th semester of engineering here at Madison and Tinjum is one of the hardest professors I've had yet. His lectures are impossible to follow and his hw has absolutely no directions or expectations stated. I spend about 20 hours per hw assignment and still am barely passing this class. Do NOT take his class unless you absolutely have to.\",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2020-12-12 20:41:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"caf372f48f2a7881bdadc89f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"},{\"comment\":\"This class was beyond difficult. No homework was graded before the first in person exam, the lectures packed with information, and for the first 2 months of class he would not do math examples as they \\\"would take too long in class\\\". Don't take this class unless you already know all the information. Last exam is online & open note so that is good. \",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2022-12-21 19:19:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e74703ec37ffdc570c40443f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"}],\"evidence_count\":2,\"review_ids\":[\"caf372f48f2a7881bdadc89f\",\"e74703ec37ffdc570c40443f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1548812\",\"name\":\"James Tinjum\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1548812\",\"summary\":\"Cited reviews criticize James Tinjum for unclear lectures and lack of homework guidance.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"I'm in my 7th semester of engineering here at Madison and Tinjum is one of the hardest professors I've had yet. His lectures are impossible to follow and his hw has absolutely no directions or expectations stated. I spend about 20 hours per hw assignment and still am barely passing this class. Do NOT take his class unless you absolutely have to.\",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2020-12-12 20:41:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"caf372f48f2a7881bdadc89f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"},{\"comment\":\"This class was beyond difficult. No homework was graded before the first in person exam, the lectures packed with information, and for the first 2 months of class he would not do math examples as they \\\"would take too long in class\\\". Don't take this class unless you already know all the information. Last exam is online & open note so that is good. \",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2022-12-21 19:19:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e74703ec37ffdc570c40443f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"}],\"evidence_count\":2,\"review_ids\":[\"caf372f48f2a7881bdadc89f\",\"e74703ec37ffdc570c40443f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1548812\",\"name\":\"James Tinjum\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1548812\",\"summary\":\"Reviewers describe James Tinjum's course as extremely difficult with high time demands per assignment.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"7cc0d9cc00254493dbcbbfc372f04d7b2e13aeec7f43495bd6d803141b672b71","record_version_id":"132a7d2a18c381d162e37ad3a928bc7fe65302d9153854cd94ba49bf9e3aaae7","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"999abb08e119cae0617e7209271d4d9f71901c44f6aa7eec35bf077f2199f003","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"CIV ENGR/G L E 330, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":330,\"minimum_grade\":null,\"subjects\":[\"CIVENGR\",\"GLE\"],\"timing\":\"prior\"},\"evidence\":\"CIV ENGR/G L E 330\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing, or member of Engineering Guest Students\",\"course\":null,\"evidence\":\"graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n2\",\"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":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"7cc0d9cc00254493dbcbbfc372f04d7b2e13aeec7f43495bd6d803141b672b71","record_version_id":"132a7d2a18c381d162e37ad3a928bc7fe65302d9153854cd94ba49bf9e3aaae7","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"999abb08e119cae0617e7209271d4d9f71901c44f6aa7eec35bf077f2199f003","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 330\",\"field\":\"description\",\"quote\":\"Basic principles of soil mechanics and fundamentals of application in engineering practice\"}],\"text\":\"Soil mechanics fundamentals\"}],\"search_phrases\":[\"foundation design\",\"soil settlement analysis\",\"geotechnical engineering\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Analysis and design of footings, mats, piers and piles\"}],\"text\":\"Foundation system design\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Consolidation settlement, time rate of settlement, stress distribution, elastic (immediate) settlement, load bearing capacity\"}],\"text\":\"Settlement and bearing capacity analysis\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"title\",\"quote\":\"FOUNDATIONS\"},{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Shallow and deep foundations. Analysis and design of footings, mats, piers and piles\"}],\"text\":\"CIVENGR/GLE 532 teaches the analysis and design of shallow and deep foundation systems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Shallow and deep foundations\"}],\"text\":\"Foundation types\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"footings, mats, piers and piles\"}],\"text\":\"Specific foundation elements\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"related fill and excavation operations\"}],\"text\":\"Excavation and fill operations\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"methods to reduce settlements and increase shear strength\"}],\"text\":\"Soil improvement methods\"}]}","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_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"7cc0d9cc00254493dbcbbfc372f04d7b2e13aeec7f43495bd6d803141b672b71","record_version_id":"132a7d2a18c381d162e37ad3a928bc7fe65302d9153854cd94ba49bf9e3aaae7","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"999abb08e119cae0617e7209271d4d9f71901c44f6aa7eec35bf077f2199f003","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"I'm in my 7th semester of engineering here at Madison and Tinjum is one of the hardest professors I've had yet. His lectures are impossible to follow and his hw has absolutely no directions or expectations stated. I spend about 20 hours per hw assignment and still am barely passing this class. Do NOT take his class unless you absolutely have to.\",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2020-12-12 20:41:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"caf372f48f2a7881bdadc89f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"},{\"comment\":\"This class was beyond difficult. No homework was graded before the first in person exam, the lectures packed with information, and for the first 2 months of class he would not do math examples as they \\\"would take too long in class\\\". Don't take this class unless you already know all the information. Last exam is online & open note so that is good. \",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2022-12-21 19:19:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e74703ec37ffdc570c40443f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"}],\"evidence_count\":2,\"review_ids\":[\"caf372f48f2a7881bdadc89f\",\"e74703ec37ffdc570c40443f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1548812\",\"name\":\"James Tinjum\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"Lectures are described as impossible to follow and packed with information without adequate examples.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"I'm in my 7th semester of engineering here at Madison and Tinjum is one of the hardest professors I've had yet. His lectures are impossible to follow and his hw has absolutely no directions or expectations stated. I spend about 20 hours per hw assignment and still am barely passing this class. Do NOT take his class unless you absolutely have to.\",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2020-12-12 20:41:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"caf372f48f2a7881bdadc89f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"}],\"evidence_count\":1,\"review_ids\":[\"caf372f48f2a7881bdadc89f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1548812\",\"name\":\"James Tinjum\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"Students report spending approximately 20 hours per homework assignment with little progress.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"I'm in my 7th semester of engineering here at Madison and Tinjum is one of the hardest professors I've had yet. His lectures are impossible to follow and his hw has absolutely no directions or expectations stated. I spend about 20 hours per hw assignment and still am barely passing this class. Do NOT take his class unless you absolutely have to.\",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2020-12-12 20:41:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"caf372f48f2a7881bdadc89f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"},{\"comment\":\"This class was beyond difficult. No homework was graded before the first in person exam, the lectures packed with information, and for the first 2 months of class he would not do math examples as they \\\"would take too long in class\\\". Don't take this class unless you already know all the information. Last exam is online & open note so that is good. \",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2022-12-21 19:19:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e74703ec37ffdc570c40443f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"}],\"evidence_count\":2,\"review_ids\":[\"caf372f48f2a7881bdadc89f\",\"e74703ec37ffdc570c40443f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1548812\",\"name\":\"James Tinjum\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"Homework lacks clear directions or expectations, and no homework is graded before the first exam.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"I'm in my 7th semester of engineering here at Madison and Tinjum is one of the hardest professors I've had yet. His lectures are impossible to follow and his hw has absolutely no directions or expectations stated. I spend about 20 hours per hw assignment and still am barely passing this class. Do NOT take his class unless you absolutely have to.\",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2020-12-12 20:41:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"caf372f48f2a7881bdadc89f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"},{\"comment\":\"This class was beyond difficult. No homework was graded before the first in person exam, the lectures packed with information, and for the first 2 months of class he would not do math examples as they \\\"would take too long in class\\\". Don't take this class unless you already know all the information. Last exam is online & open note so that is good. \",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2022-12-21 19:19:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e74703ec37ffdc570c40443f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"}],\"evidence_count\":2,\"review_ids\":[\"caf372f48f2a7881bdadc89f\",\"e74703ec37ffdc570c40443f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1548812\",\"name\":\"James Tinjum\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"The course is considered one of the hardest, with a recommendation to avoid it unless absolutely necessary.\"}]}","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_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"7cc0d9cc00254493dbcbbfc372f04d7b2e13aeec7f43495bd6d803141b672b71","record_version_id":"132a7d2a18c381d162e37ad3a928bc7fe65302d9153854cd94ba49bf9e3aaae7","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"999abb08e119cae0617e7209271d4d9f71901c44f6aa7eec35bf077f2199f003","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"71f8f902fe26af534a5174a64b06c87442fa700e7d66ddf386d6bf65b3b3d2e1\",\"course_id\":\"CIVENGR/GLE 532\",\"current_instructors\":[{\"instructor_uid\":\"instructor_f6da49ca3696aab67db96e95\",\"message\":\"No course-specific reviews available\",\"name\":\"Dante Fratta\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:1136170\",\"summary\":[{\"citations\":[{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2014: 3.44 GPA, 62.5% A/AB (n=32 letter grades); Fall 2016: 3.12 GPA, 50.0% A/AB (n=36 letter grades); Fall 2024: 3.62 GPA, 84.0% A/AB (n=25 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"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\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2020: 3.27 GPA, 54.3% A/AB (n=35 letter grades); Fall 2022: 3.54 GPA, 91.2% A/AB (n=34 letter grades); Fall 2024: 3.62 GPA, 84.0% A/AB (n=25 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"DANTE FRATTA is recorded teaching in Fall 2014, Fall 2016, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"JAMES TINJUM is recorded teaching in Fall 2020, Fall 2022. 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\": \"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":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"7cc0d9cc00254493dbcbbfc372f04d7b2e13aeec7f43495bd6d803141b672b71","record_version_id":"132a7d2a18c381d162e37ad3a928bc7fe65302d9153854cd94ba49bf9e3aaae7","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"995473de35ed3a58a6a333d9b3b4264a80dd57eff42df70c3a45115af28c1b25","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"CIV ENGR/G L E 330, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":330,\"minimum_grade\":null,\"subjects\":[\"CIVENGR\",\"GLE\"],\"timing\":\"prior\"},\"evidence\":\"CIV ENGR/G L E 330\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing, or member of Engineering Guest Students\",\"course\":null,\"evidence\":\"graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n2\",\"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":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"7cc0d9cc00254493dbcbbfc372f04d7b2e13aeec7f43495bd6d803141b672b71","record_version_id":"132a7d2a18c381d162e37ad3a928bc7fe65302d9153854cd94ba49bf9e3aaae7","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"995473de35ed3a58a6a333d9b3b4264a80dd57eff42df70c3a45115af28c1b25","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 330\",\"field\":\"description\",\"quote\":\"Basic principles of soil mechanics and fundamentals of application in engineering practice\"}],\"text\":\"Soil mechanics fundamentals\"}],\"search_phrases\":[\"foundation design\",\"soil settlement analysis\",\"geotechnical engineering\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Analysis and design of footings, mats, piers and piles\"}],\"text\":\"Foundation system design\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Consolidation settlement, time rate of settlement, stress distribution, elastic (immediate) settlement, load bearing capacity\"}],\"text\":\"Settlement and bearing capacity analysis\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"title\",\"quote\":\"FOUNDATIONS\"},{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Shallow and deep foundations. Analysis and design of footings, mats, piers and piles\"}],\"text\":\"CIVENGR/GLE 532 teaches the analysis and design of shallow and deep foundation systems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"Shallow and deep foundations\"}],\"text\":\"Foundation types\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"footings, mats, piers and piles\"}],\"text\":\"Specific foundation elements\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"related fill and excavation operations\"}],\"text\":\"Excavation and fill operations\"},{\"evidence\":[{\"course_id\":\"CIVENGR/GLE 532\",\"field\":\"description\",\"quote\":\"methods to reduce settlements and increase shear strength\"}],\"text\":\"Soil improvement methods\"}]}","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_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"7cc0d9cc00254493dbcbbfc372f04d7b2e13aeec7f43495bd6d803141b672b71","record_version_id":"132a7d2a18c381d162e37ad3a928bc7fe65302d9153854cd94ba49bf9e3aaae7","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"995473de35ed3a58a6a333d9b3b4264a80dd57eff42df70c3a45115af28c1b25","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"I'm in my 7th semester of engineering here at Madison and Tinjum is one of the hardest professors I've had yet. His lectures are impossible to follow and his hw has absolutely no directions or expectations stated. I spend about 20 hours per hw assignment and still am barely passing this class. Do NOT take his class unless you absolutely have to.\",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2020-12-12 20:41:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"caf372f48f2a7881bdadc89f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"},{\"comment\":\"This class was beyond difficult. No homework was graded before the first in person exam, the lectures packed with information, and for the first 2 months of class he would not do math examples as they \\\"would take too long in class\\\". Don't take this class unless you already know all the information. Last exam is online & open note so that is good. \",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2022-12-21 19:19:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e74703ec37ffdc570c40443f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"}],\"evidence_count\":2,\"review_ids\":[\"caf372f48f2a7881bdadc89f\",\"e74703ec37ffdc570c40443f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1548812\",\"name\":\"James Tinjum\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"Lectures are described as impossible to follow and packed with information without adequate examples.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"I'm in my 7th semester of engineering here at Madison and Tinjum is one of the hardest professors I've had yet. His lectures are impossible to follow and his hw has absolutely no directions or expectations stated. I spend about 20 hours per hw assignment and still am barely passing this class. Do NOT take his class unless you absolutely have to.\",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2020-12-12 20:41:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"caf372f48f2a7881bdadc89f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"}],\"evidence_count\":1,\"review_ids\":[\"caf372f48f2a7881bdadc89f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1548812\",\"name\":\"James Tinjum\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"Students report spending approximately 20 hours per homework assignment with little progress.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"I'm in my 7th semester of engineering here at Madison and Tinjum is one of the hardest professors I've had yet. His lectures are impossible to follow and his hw has absolutely no directions or expectations stated. I spend about 20 hours per hw assignment and still am barely passing this class. Do NOT take his class unless you absolutely have to.\",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2020-12-12 20:41:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"caf372f48f2a7881bdadc89f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"},{\"comment\":\"This class was beyond difficult. No homework was graded before the first in person exam, the lectures packed with information, and for the first 2 months of class he would not do math examples as they \\\"would take too long in class\\\". Don't take this class unless you already know all the information. Last exam is online & open note so that is good. \",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2022-12-21 19:19:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e74703ec37ffdc570c40443f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"}],\"evidence_count\":2,\"review_ids\":[\"caf372f48f2a7881bdadc89f\",\"e74703ec37ffdc570c40443f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1548812\",\"name\":\"James Tinjum\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"Homework lacks clear directions or expectations, and no homework is graded before the first exam.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"I'm in my 7th semester of engineering here at Madison and Tinjum is one of the hardest professors I've had yet. His lectures are impossible to follow and his hw has absolutely no directions or expectations stated. I spend about 20 hours per hw assignment and still am barely passing this class. Do NOT take his class unless you absolutely have to.\",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2020-12-12 20:41:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"caf372f48f2a7881bdadc89f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"},{\"comment\":\"This class was beyond difficult. No homework was graded before the first in person exam, the lectures packed with information, and for the first 2 months of class he would not do math examples as they \\\"would take too long in class\\\". Don't take this class unless you already know all the information. Last exam is online & open note so that is good. \",\"course_id\":\"CIVENGR/GLE 532\",\"date\":\"2022-12-21 19:19:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e74703ec37ffdc570c40443f\",\"instructor_id\":\"rmp:1548812\",\"instructor_name\":\"James Tinjum\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\"}],\"evidence_count\":2,\"review_ids\":[\"caf372f48f2a7881bdadc89f\",\"e74703ec37ffdc570c40443f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1548812\",\"name\":\"James Tinjum\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"The course is considered one of the hardest, with a recommendation to avoid it unless absolutely necessary.\"}]}","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_d9ab3bd5552f8b77e327ff47","course_id":"CIVENGR/GLE 532","catalog_version_id":"7cc0d9cc00254493dbcbbfc372f04d7b2e13aeec7f43495bd6d803141b672b71","record_version_id":"132a7d2a18c381d162e37ad3a928bc7fe65302d9153854cd94ba49bf9e3aaae7","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"995473de35ed3a58a6a333d9b3b4264a80dd57eff42df70c3a45115af28c1b25","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"71f8f902fe26af534a5174a64b06c87442fa700e7d66ddf386d6bf65b3b3d2e1\",\"course_id\":\"CIVENGR/GLE 532\",\"current_instructors\":[{\"instructor_uid\":\"instructor_f6da49ca3696aab67db96e95\",\"message\":\"No course-specific reviews available\",\"name\":\"Dante Fratta\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:1136170\",\"summary\":[{\"citations\":[{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2014: 3.44 GPA, 62.5% A/AB (n=32 letter grades); Fall 2016: 3.12 GPA, 50.0% A/AB (n=36 letter grades); Fall 2024: 3.62 GPA, 84.0% A/AB (n=25 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"James Tinjum\",\"review_date\":\"2020-12-12 20:41:05 +0000 UTC\",\"review_id\":\"caf372f48f2a7881bdadc89f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1548812\",\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\",\"type\":\"review\"},{\"instructor_name\":\"James Tinjum\",\"review_date\":\"2022-12-21 19:19:00 +0000 UTC\",\"review_id\":\"e74703ec37ffdc570c40443f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1548812\",\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\",\"type\":\"review\"}],\"text\":\"Historical reviews of James Tinjum: Reviewers report lectures are hard to follow and packed with information, while homework assignments lack clear directions and require excessive time to complete.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"James Tinjum\",\"review_date\":\"2020-12-12 20:41:05 +0000 UTC\",\"review_id\":\"caf372f48f2a7881bdadc89f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1548812\",\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\",\"type\":\"review\"},{\"instructor_name\":\"James Tinjum\",\"review_date\":\"2022-12-21 19:19:00 +0000 UTC\",\"review_id\":\"e74703ec37ffdc570c40443f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1548812\",\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\",\"type\":\"review\"}],\"text\":\"Historical reviews of James Tinjum: Dante Fratta is the current instructor, but reviews for James Tinjum describe his lectures as impossible to follow and packed with information without math examples. Reviewers report that homework assignments lack clear directions, requiring excessive time and effort with little guidance.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"James Tinjum\",\"review_date\":\"2020-12-12 20:41:05 +0000 UTC\",\"review_id\":\"caf372f48f2a7881bdadc89f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1548812\",\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\",\"type\":\"review\"},{\"instructor_name\":\"James Tinjum\",\"review_date\":\"2022-12-21 19:19:00 +0000 UTC\",\"review_id\":\"e74703ec37ffdc570c40443f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1548812\",\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\",\"type\":\"review\"}],\"text\":\"Historical reviews for James Tinjum describe the course as extremely difficult with unhelpful instruction, though one reviewer noted the final exam was open-note.\"},{\"citations\":[{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2020: 3.27 GPA, 54.3% A/AB (n=35 letter grades); Fall 2022: 3.54 GPA, 91.2% A/AB (n=34 letter grades); Fall 2024: 3.62 GPA, 84.0% A/AB (n=25 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"James Tinjum\",\"review_date\":\"2020-12-12 20:41:05 +0000 UTC\",\"review_id\":\"caf372f48f2a7881bdadc89f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1548812\",\"source_review_id\":\"UmF0aW5nLTM0MDQ3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\",\"type\":\"review\"},{\"instructor_name\":\"James Tinjum\",\"review_date\":\"2022-12-21 19:19:00 +0000 UTC\",\"review_id\":\"e74703ec37ffdc570c40443f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1548812\",\"source_review_id\":\"UmF0aW5nLTM3MjE2Mjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1548812\",\"type\":\"review\"}],\"text\":\"Historical reviews of James Tinjum: Students found the lack of graded homework before exams and the absence of in-class math examples frustrating, advising others to only take the class if they already know the material.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"DANTE FRATTA is recorded teaching in Fall 2014, Fall 2016, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR/GLE 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"source_record\":{\"entity_id\":\"91694ac2-f611-306a-8b42-ffb2e10f81c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"JAMES TINJUM is recorded teaching in Fall 2020, Fall 2022. 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":false}]