[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"2af9ccfc5a73abba7958a6d55b369ed8930ad943dcf0d6289145895502a11a73","record_version_id":"b56e1e6fc7fc0972d6cf0d9836f291db6006fb3d154f49968d601aec0de5761b","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"ae60f276aae58aab11bf84edcc52b0e3af1f31ed12bc04e87e81920d24e9efd0","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"(ACT SCI 640,GEN BUS 656,STAT 333, or340), or declared in undergraduate Business Exchange program\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[\"c640\",\"c656\",\"c333\",\"c340\"],\"condition\":null,\"course\":null,\"evidence\":\"ACT SCI 640,GEN BUS 656,STAT 333, or340\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"declared in undergraduate Business Exchange program\",\"course\":null,\"evidence\":\"declared in undergraduate Business Exchange program\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":640,\"minimum_grade\":null,\"subjects\":[\"ACTSCI\"],\"timing\":\"prior\"},\"evidence\":\"ACT SCI 640\",\"id\":\"c640\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":656,\"minimum_grade\":null,\"subjects\":[\"GENBUS\"],\"timing\":\"prior\"},\"evidence\":\"GEN BUS 656\",\"id\":\"c656\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":333,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 333\",\"id\":\"c333\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"or340\",\"id\":\"c340\",\"kind\":\"course\"}],\"notes\":[\"Interpreted 'or340' as STAT 340 based on linked_courses and context of STAT 333.\",\"Treated comma-separated course list within parentheses as alternatives (OR) given the final 'or' connector structure.\"],\"root\":\"root\",\"status\":\"needs_review\"}","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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"2af9ccfc5a73abba7958a6d55b369ed8930ad943dcf0d6289145895502a11a73","record_version_id":"b56e1e6fc7fc0972d6cf0d9836f291db6006fb3d154f49968d601aec0de5761b","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"ae60f276aae58aab11bf84edcc52b0e3af1f31ed12bc04e87e81920d24e9efd0","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Complete hands-on tutorials and exercises using linear regression and time series models relevant for actuarial practice.\",\"source_url\":\"https://guide.wisc.edu/courses/act_sci/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"multiple regression for actuaries\",\"time series analysis business applications\",\"statistical software model estimation\",\"residual analysis and model assumptions\",\"actuarial science regression models\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Utilize statistical software to estimate model parameters for regression models in business applications.\",\"source_url\":\"https://guide.wisc.edu/courses/act_sci/\"}],\"text\":\"Estimating regression model parameters using statistical software\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Explain the importance of checking model assumptions and conducting residual analyses in business applications.\",\"source_url\":\"https://guide.wisc.edu/courses/act_sci/\"}],\"text\":\"Checking model assumptions and conducting residual analyses\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Explain the impact of choices of explanatory variables and incorporate these variables in the model.\",\"source_url\":\"https://guide.wisc.edu/courses/act_sci/\"}],\"text\":\"Selecting and incorporating explanatory variables into regression models\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business. Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/act_sci/\"},{\"course_id\":\"ACTSCI 654\",\"field\":\"title\",\"quote\":\"REGRESSION AND TIME SERIES FOR ACTUARIES\",\"source_url\":\"https://guide.wisc.edu/courses/act_sci/\"}],\"text\":\"Regression and Time Series for Actuaries covers multiple regression and time series analysis with a business focus, training students to critically consume related reports.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\",\"source_url\":\"https://guide.wisc.edu/courses/act_sci/\"}],\"text\":\"Multiple regression and time series analysis\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Integrate regression concepts to other actuarial science courses including loss models, actuarial mathematics, and use of simulation.\",\"source_url\":\"https://guide.wisc.edu/courses/act_sci/\"}],\"text\":\"Integration of regression with loss models, actuarial mathematics, and simulation\"}]}","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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"2af9ccfc5a73abba7958a6d55b369ed8930ad943dcf0d6289145895502a11a73","record_version_id":"b56e1e6fc7fc0972d6cf0d9836f291db6006fb3d154f49968d601aec0de5761b","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"ae60f276aae58aab11bf84edcc52b0e3af1f31ed12bc04e87e81920d24e9efd0","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Prof Shi is a very likable, humorous, and down-to-earth professor. The material was actually quite difficult and theoretical (a lot of it just went right over my head), but he makes the exams manageable. I highly recommend him.\",\"course_id\":\"ACTSCI 654\",\"date\":\"2014-01-24 12:29:44 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"57b37083420fd6cd09ac27e3\",\"instructor_id\":\"rmp:1877077\",\"instructor_name\":\"Peng Shi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\"}],\"evidence_count\":1,\"review_ids\":[\"57b37083420fd6cd09ac27e3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1877077\",\"name\":\"Peng Shi\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1877077\",\"summary\":\"Cited reviews praise Peng Shi for being likable and humorous, noting he makes exams manageable despite difficult material.\"}]}","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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"2af9ccfc5a73abba7958a6d55b369ed8930ad943dcf0d6289145895502a11a73","record_version_id":"b56e1e6fc7fc0972d6cf0d9836f291db6006fb3d154f49968d601aec0de5761b","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"ae60f276aae58aab11bf84edcc52b0e3af1f31ed12bc04e87e81920d24e9efd0","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"ab572539a3bdb05f0e8086aa9fc367effe6bae20d216d5b02d546b8f29d94f08\",\"course_id\":\"ACTSCI 654\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Peng Shi\",\"review_date\":\"2014-01-24 12:29:44 +0000 UTC\",\"review_id\":\"57b37083420fd6cd09ac27e3\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1877077\",\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"The content was described as quite difficult and theoretical, with much of it being challenging to grasp initially.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":false,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Peng Shi\",\"review_date\":\"2014-01-24 12:29:44 +0000 UTC\",\"review_id\":\"57b37083420fd6cd09ac27e3\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1877077\",\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"The course covered theoretical material that was quite difficult, but Professor Shi's teaching style made the experience manageable and engaging.\"},{\"citations\":[{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.15 GPA, 38.5% A/AB (n=26 letter grades); Spring 2024: 3.23 GPA, 42.9% A/AB (n=28 letter grades); Spring 2025: 3.58 GPA, 83.3% A/AB (n=12 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Peng Shi\",\"review_date\":\"2014-01-24 12:29:44 +0000 UTC\",\"review_id\":\"57b37083420fd6cd09ac27e3\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1877077\",\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students found Professor Shi to be likable, humorous, and down-to-earth, and noted that he made the exams manageable.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"PENG SHI is recorded teaching in Fall 2013, Spring 2014, Fall 2014, Fall 2015, Fall 2017, Spring 2018. 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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4","record_version_id":"89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"74ae5715f04d36aaf374fd7a3f6ef052f46278a8106417c041f8cb6e9815304b","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n0\",\"n1\"],\"condition\":null,\"course\":null,\"evidence\":\"(ACT SCI 640,GEN BUS 656,STAT 333, or340), or declared in undergraduate Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":640,\"minimum_grade\":null,\"subjects\":[\"ACTSCI\"],\"timing\":\"prior\"},\"evidence\":\"ACT SCI 640\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":656,\"minimum_grade\":null,\"subjects\":[\"GENBUS\"],\"timing\":\"prior\"},\"evidence\":\"GEN BUS 656\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"STAT 333, or340\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":333,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 333\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in undergraduate Business Exchange program\",\"course\":null,\"evidence\":\"declared in undergraduate Business Exchange program\",\"id\":\"n6\",\"kind\":\"condition\"}],\"notes\":[\"STAT 333 and STAT 340 are referenced in requirements_text but linked_courses only provides STAT 333 and STAT 340 as separate entries. The parser treats 'STAT 333, or340' as an any node containing course nodes for 333 and 340. Note: The node\"],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Node n0 references itself; remove the self-reference.\nNode n3 references itself; remove the self-reference.\nCycle reaches node n0; requirement graphs must be trees.\nUnreachable nodes: n2, n3, n4, n5, n6; 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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4","record_version_id":"89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"74ae5715f04d36aaf374fd7a3f6ef052f46278a8106417c041f8cb6e9815304b","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"A foundational understanding of linear regression and how it is used for prediction, feature selection and interpretation.\"},{\"course_id\":\"STAT 340\",\"field\":\"description\",\"quote\":\"Teaches how to explore, model, and analyze data using R. Topics include basic probability models; the central limit theorem; Monte Carlo simulation; one- and two-sample hypothesis testing; Bayesian inference; linear and logistic regression; ANOVA; the bootstrap; random forests and cross-validation.\"},{\"course_id\":\"ACTSCI 640\",\"field\":\"description\",\"quote\":\"Introduction to statistical learning theory and methods for analyzing and modeling risks in actuarial applications. Topics include linear and nonlinear models; diagnostics and assessment of predictive models; variable and model selection; and non-supervised learning techniques.\"},{\"course_id\":\"GENBUS 656\",\"field\":\"description\",\"quote\":\"An introduction to predictive modeling for business applications beginning with some of the foundations. Leads to development of linear regression and classification models, and discussion of building models for prediction.\"}],\"text\":\"Prerequisites in regression, statistical learning, and R-based data analysis from STAT 333, STAT 340, ACTSCI 640, or GENBUS 656.\"}],\"search_phrases\":[\"regression analysis business\",\"time series analysis actuaries\",\"statistical learning predictive modeling\",\"ACTSCI 654 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"},{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis.\"}],\"text\":\"Multiple regression and time series analysis for business contexts.\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis.\"}],\"text\":\"Critical consumption of regression and time series reports.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"title\",\"quote\":\"REGRESSION AND TIME SERIES FOR ACTUARIES\"},{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"}],\"text\":\"ACTSCI 654 teaches multiple regression and time series analysis with a business focus, enabling students to critically consume related reports.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"}],\"text\":\"Multiple regression\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"}],\"text\":\"Time series analysis\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis.\"}],\"text\":\"Report consumption and interpretation\"}]}","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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4","record_version_id":"89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"74ae5715f04d36aaf374fd7a3f6ef052f46278a8106417c041f8cb6e9815304b","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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4","record_version_id":"89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"7788741b3860e14b49677411e12a6914ce635ee0a702e09b01e4c03efbd7ef2b","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(ACT SCI 640,GEN BUS 656,STAT 333, or340), or declared in undergraduate Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":640,\"minimum_grade\":null,\"subjects\":[\"ACTSCI\"],\"timing\":\"prior\"},\"evidence\":\"ACT SCI 640\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":656,\"minimum_grade\":null,\"subjects\":[\"GENBUS\"],\"timing\":\"prior\"},\"evidence\":\"GEN BUS 656\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"STAT 333, or340\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":333,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 333\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in undergraduate Business Exchange program\",\"course\":null,\"evidence\":\"declared in undergraduate Business Exchange program\",\"id\":\"n6\",\"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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4","record_version_id":"89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"7788741b3860e14b49677411e12a6914ce635ee0a702e09b01e4c03efbd7ef2b","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"A foundational understanding of linear regression and how it is used for prediction, feature selection and interpretation.\"},{\"course_id\":\"STAT 340\",\"field\":\"description\",\"quote\":\"Teaches how to explore, model, and analyze data using R. Topics include basic probability models; the central limit theorem; Monte Carlo simulation; one- and two-sample hypothesis testing; Bayesian inference; linear and logistic regression; ANOVA; the bootstrap; random forests and cross-validation.\"},{\"course_id\":\"ACTSCI 640\",\"field\":\"description\",\"quote\":\"Introduction to statistical learning theory and methods for analyzing and modeling risks in actuarial applications. Topics include linear and nonlinear models; diagnostics and assessment of predictive models; variable and model selection; and non-supervised learning techniques.\"},{\"course_id\":\"GENBUS 656\",\"field\":\"description\",\"quote\":\"An introduction to predictive modeling for business applications beginning with some of the foundations. Leads to development of linear regression and classification models, and discussion of building models for prediction.\"}],\"text\":\"Prerequisites in regression, statistical learning, and R-based data analysis from STAT 333, STAT 340, ACTSCI 640, or GENBUS 656.\"}],\"search_phrases\":[\"regression analysis business\",\"time series analysis actuaries\",\"statistical learning predictive modeling\",\"ACTSCI 654 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"},{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis.\"}],\"text\":\"Multiple regression and time series analysis for business contexts.\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis.\"}],\"text\":\"Critical consumption of regression and time series reports.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"title\",\"quote\":\"REGRESSION AND TIME SERIES FOR ACTUARIES\"},{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"}],\"text\":\"ACTSCI 654 teaches multiple regression and time series analysis with a business focus, enabling students to critically consume related reports.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"}],\"text\":\"Multiple regression\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"}],\"text\":\"Time series analysis\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis.\"}],\"text\":\"Report consumption and interpretation\"}]}","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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4","record_version_id":"89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"7788741b3860e14b49677411e12a6914ce635ee0a702e09b01e4c03efbd7ef2b","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof Shi is a very likable, humorous, and down-to-earth professor. The material was actually quite difficult and theoretical (a lot of it just went right over my head), but he makes the exams manageable. I highly recommend him.\",\"course_id\":\"ACTSCI 654\",\"date\":\"2014-01-24 12:29:44 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"57b37083420fd6cd09ac27e3\",\"instructor_id\":\"rmp:1877077\",\"instructor_name\":\"Peng Shi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\"}],\"evidence_count\":1,\"review_ids\":[\"57b37083420fd6cd09ac27e3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1877077\",\"name\":\"Peng Shi\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"positive\",\"summary\":\"Professor Shi is described as likable, humorous, and down-to-earth, making the material accessible despite its difficulty.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Prof Shi is a very likable, humorous, and down-to-earth professor. The material was actually quite difficult and theoretical (a lot of it just went right over my head), but he makes the exams manageable. I highly recommend him.\",\"course_id\":\"ACTSCI 654\",\"date\":\"2014-01-24 12:29:44 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"57b37083420fd6cd09ac27e3\",\"instructor_id\":\"rmp:1877077\",\"instructor_name\":\"Peng Shi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\"}],\"evidence_count\":1,\"review_ids\":[\"57b37083420fd6cd09ac27e3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1877077\",\"name\":\"Peng Shi\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"positive\",\"summary\":\"Although the material is difficult and theoretical, the professor makes the exams manageable.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Prof Shi is a very likable, humorous, and down-to-earth professor. The material was actually quite difficult and theoretical (a lot of it just went right over my head), but he makes the exams manageable. I highly recommend him.\",\"course_id\":\"ACTSCI 654\",\"date\":\"2014-01-24 12:29:44 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"57b37083420fd6cd09ac27e3\",\"instructor_id\":\"rmp:1877077\",\"instructor_name\":\"Peng Shi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\"}],\"evidence_count\":1,\"review_ids\":[\"57b37083420fd6cd09ac27e3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1877077\",\"name\":\"Peng Shi\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"positive\",\"summary\":\"The professor is highly recommended despite the challenging nature of the course content.\"}]}","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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"2af9ccfc5a73abba7958a6d55b369ed8930ad943dcf0d6289145895502a11a73","record_version_id":"b56e1e6fc7fc0972d6cf0d9836f291db6006fb3d154f49968d601aec0de5761b","job_id":"enrich-6556a505c10f448d98d02466","output_id":"75472f6c87961197276d2e227183652a0a3e3b5aa23c752477ca5bdc172c8576","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"(ACT SCI 640,GEN BUS 656,STAT 333, or340), or declared in undergraduate Business Exchange program\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[\"c640\",\"c656\",\"c333\",\"c340\"],\"condition\":null,\"course\":null,\"evidence\":\"ACT SCI 640,GEN BUS 656,STAT 333, or340\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"declared in undergraduate Business Exchange program\",\"course\":null,\"evidence\":\"declared in undergraduate Business Exchange program\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":640,\"minimum_grade\":null,\"subjects\":[\"ACTSCI\"],\"timing\":\"prior\"},\"evidence\":\"ACT SCI 640\",\"id\":\"c640\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":656,\"minimum_grade\":null,\"subjects\":[\"GENBUS\"],\"timing\":\"prior\"},\"evidence\":\"GEN BUS 656\",\"id\":\"c656\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":333,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 333\",\"id\":\"c333\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"or340\",\"id\":\"c340\",\"kind\":\"course\"}],\"notes\":[\"Interpreted 'or340' as STAT 340 based on linked_courses and context of STAT 333.\",\"Treated comma-separated course list within parentheses as alternatives (OR) given the final 'or' connector structure.\"],\"root\":\"root\",\"status\":\"needs_review\"}","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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"2af9ccfc5a73abba7958a6d55b369ed8930ad943dcf0d6289145895502a11a73","record_version_id":"b56e1e6fc7fc0972d6cf0d9836f291db6006fb3d154f49968d601aec0de5761b","job_id":"enrich-6556a505c10f448d98d02466","output_id":"75472f6c87961197276d2e227183652a0a3e3b5aa23c752477ca5bdc172c8576","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Complete hands-on tutorials and exercises using linear regression and time series models relevant for actuarial practice.\",\"source_url\":\"https://guide.wisc.edu/courses/act_sci/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"multiple regression for actuaries\",\"time series analysis business applications\",\"statistical software model estimation\",\"residual analysis and model assumptions\",\"actuarial science regression models\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Utilize statistical software to estimate model parameters for regression models in business applications.\",\"source_url\":\"https://guide.wisc.edu/courses/act_sci/\"}],\"text\":\"Estimating regression model parameters using statistical software\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Explain the importance of checking model assumptions and conducting residual analyses in business applications.\",\"source_url\":\"https://guide.wisc.edu/courses/act_sci/\"}],\"text\":\"Checking model assumptions and conducting residual analyses\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Explain the impact of choices of explanatory variables and incorporate these variables in the model.\",\"source_url\":\"https://guide.wisc.edu/courses/act_sci/\"}],\"text\":\"Selecting and incorporating explanatory variables into regression models\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business. Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/act_sci/\"},{\"course_id\":\"ACTSCI 654\",\"field\":\"title\",\"quote\":\"REGRESSION AND TIME SERIES FOR ACTUARIES\",\"source_url\":\"https://guide.wisc.edu/courses/act_sci/\"}],\"text\":\"Regression and Time Series for Actuaries covers multiple regression and time series analysis with a business focus, training students to critically consume related reports.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\",\"source_url\":\"https://guide.wisc.edu/courses/act_sci/\"}],\"text\":\"Multiple regression and time series analysis\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Integrate regression concepts to other actuarial science courses including loss models, actuarial mathematics, and use of simulation.\",\"source_url\":\"https://guide.wisc.edu/courses/act_sci/\"}],\"text\":\"Integration of regression with loss models, actuarial mathematics, and simulation\"}]}","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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"2af9ccfc5a73abba7958a6d55b369ed8930ad943dcf0d6289145895502a11a73","record_version_id":"b56e1e6fc7fc0972d6cf0d9836f291db6006fb3d154f49968d601aec0de5761b","job_id":"enrich-6556a505c10f448d98d02466","output_id":"75472f6c87961197276d2e227183652a0a3e3b5aa23c752477ca5bdc172c8576","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Prof Shi is a very likable, humorous, and down-to-earth professor. The material was actually quite difficult and theoretical (a lot of it just went right over my head), but he makes the exams manageable. I highly recommend him.\",\"course_id\":\"ACTSCI 654\",\"date\":\"2014-01-24 12:29:44 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"57b37083420fd6cd09ac27e3\",\"instructor_id\":\"rmp:1877077\",\"instructor_name\":\"Peng Shi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\"}],\"evidence_count\":1,\"review_ids\":[\"57b37083420fd6cd09ac27e3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1877077\",\"name\":\"Peng Shi\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1877077\",\"summary\":\"Cited reviews praise Peng Shi for being likable and humorous, noting he makes exams manageable despite difficult material.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4","record_version_id":"89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f","job_id":"enrich-789789da373eecc1ff75f626","output_id":"94dc34be52b01cc560a203fa0f4740900347ac069792a9c2eaee103cea2e75d3","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(ACT SCI 640,GEN BUS 656,STAT 333, or340), or declared in undergraduate Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":640,\"minimum_grade\":null,\"subjects\":[\"ACTSCI\"],\"timing\":\"prior\"},\"evidence\":\"ACT SCI 640\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":656,\"minimum_grade\":null,\"subjects\":[\"GENBUS\"],\"timing\":\"prior\"},\"evidence\":\"GEN BUS 656\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"STAT 333, or340\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":333,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 333\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in undergraduate Business Exchange program\",\"course\":null,\"evidence\":\"declared in undergraduate Business Exchange program\",\"id\":\"n6\",\"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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4","record_version_id":"89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f","job_id":"enrich-789789da373eecc1ff75f626","output_id":"94dc34be52b01cc560a203fa0f4740900347ac069792a9c2eaee103cea2e75d3","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"A foundational understanding of linear regression and how it is used for prediction, feature selection and interpretation.\"},{\"course_id\":\"STAT 340\",\"field\":\"description\",\"quote\":\"Teaches how to explore, model, and analyze data using R. Topics include basic probability models; the central limit theorem; Monte Carlo simulation; one- and two-sample hypothesis testing; Bayesian inference; linear and logistic regression; ANOVA; the bootstrap; random forests and cross-validation.\"},{\"course_id\":\"ACTSCI 640\",\"field\":\"description\",\"quote\":\"Introduction to statistical learning theory and methods for analyzing and modeling risks in actuarial applications. Topics include linear and nonlinear models; diagnostics and assessment of predictive models; variable and model selection; and non-supervised learning techniques.\"},{\"course_id\":\"GENBUS 656\",\"field\":\"description\",\"quote\":\"An introduction to predictive modeling for business applications beginning with some of the foundations. Leads to development of linear regression and classification models, and discussion of building models for prediction.\"}],\"text\":\"Prerequisites in regression, statistical learning, and R-based data analysis from STAT 333, STAT 340, ACTSCI 640, or GENBUS 656.\"}],\"search_phrases\":[\"regression analysis business\",\"time series analysis actuaries\",\"statistical learning predictive modeling\",\"ACTSCI 654 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"},{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis.\"}],\"text\":\"Multiple regression and time series analysis for business contexts.\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis.\"}],\"text\":\"Critical consumption of regression and time series reports.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"title\",\"quote\":\"REGRESSION AND TIME SERIES FOR ACTUARIES\"},{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"}],\"text\":\"ACTSCI 654 teaches multiple regression and time series analysis with a business focus, enabling students to critically consume related reports.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"}],\"text\":\"Multiple regression\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"}],\"text\":\"Time series analysis\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis.\"}],\"text\":\"Report consumption and interpretation\"}]}","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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4","record_version_id":"89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f","job_id":"enrich-789789da373eecc1ff75f626","output_id":"94dc34be52b01cc560a203fa0f4740900347ac069792a9c2eaee103cea2e75d3","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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4","record_version_id":"89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"4bc38dc760baf800d76e65062232f0170cac6189300928e7be99954260e618de","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(ACT SCI 640,GEN BUS 656,STAT 333, or340), or declared in undergraduate Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":640,\"minimum_grade\":null,\"subjects\":[\"ACTSCI\"],\"timing\":\"prior\"},\"evidence\":\"ACT SCI 640\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":656,\"minimum_grade\":null,\"subjects\":[\"GENBUS\"],\"timing\":\"prior\"},\"evidence\":\"GEN BUS 656\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"STAT 333, or340\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":333,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 333\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in undergraduate Business Exchange program\",\"course\":null,\"evidence\":\"declared in undergraduate Business Exchange program\",\"id\":\"n6\",\"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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4","record_version_id":"89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"4bc38dc760baf800d76e65062232f0170cac6189300928e7be99954260e618de","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"A foundational understanding of linear regression and how it is used for prediction, feature selection and interpretation.\"},{\"course_id\":\"STAT 340\",\"field\":\"description\",\"quote\":\"Teaches how to explore, model, and analyze data using R. Topics include basic probability models; the central limit theorem; Monte Carlo simulation; one- and two-sample hypothesis testing; Bayesian inference; linear and logistic regression; ANOVA; the bootstrap; random forests and cross-validation.\"},{\"course_id\":\"ACTSCI 640\",\"field\":\"description\",\"quote\":\"Introduction to statistical learning theory and methods for analyzing and modeling risks in actuarial applications. Topics include linear and nonlinear models; diagnostics and assessment of predictive models; variable and model selection; and non-supervised learning techniques.\"},{\"course_id\":\"GENBUS 656\",\"field\":\"description\",\"quote\":\"An introduction to predictive modeling for business applications beginning with some of the foundations. Leads to development of linear regression and classification models, and discussion of building models for prediction.\"}],\"text\":\"Prerequisites in regression, statistical learning, and R-based data analysis from STAT 333, STAT 340, ACTSCI 640, or GENBUS 656.\"}],\"search_phrases\":[\"regression analysis business\",\"time series analysis actuaries\",\"statistical learning predictive modeling\",\"ACTSCI 654 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"},{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis.\"}],\"text\":\"Multiple regression and time series analysis for business contexts.\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis.\"}],\"text\":\"Critical consumption of regression and time series reports.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"title\",\"quote\":\"REGRESSION AND TIME SERIES FOR ACTUARIES\"},{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"}],\"text\":\"ACTSCI 654 teaches multiple regression and time series analysis with a business focus, enabling students to critically consume related reports.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"}],\"text\":\"Multiple regression\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"}],\"text\":\"Time series analysis\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis.\"}],\"text\":\"Report consumption and interpretation\"}]}","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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4","record_version_id":"89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"4bc38dc760baf800d76e65062232f0170cac6189300928e7be99954260e618de","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof Shi is a very likable, humorous, and down-to-earth professor. The material was actually quite difficult and theoretical (a lot of it just went right over my head), but he makes the exams manageable. I highly recommend him.\",\"course_id\":\"ACTSCI 654\",\"date\":\"2014-01-24 12:29:44 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"57b37083420fd6cd09ac27e3\",\"instructor_id\":\"rmp:1877077\",\"instructor_name\":\"Peng Shi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\"}],\"evidence_count\":1,\"review_ids\":[\"57b37083420fd6cd09ac27e3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1877077\",\"name\":\"Peng Shi\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"positive\",\"summary\":\"Professor Shi is described as likable, humorous, and down-to-earth, making the material accessible despite its difficulty.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Prof Shi is a very likable, humorous, and down-to-earth professor. The material was actually quite difficult and theoretical (a lot of it just went right over my head), but he makes the exams manageable. I highly recommend him.\",\"course_id\":\"ACTSCI 654\",\"date\":\"2014-01-24 12:29:44 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"57b37083420fd6cd09ac27e3\",\"instructor_id\":\"rmp:1877077\",\"instructor_name\":\"Peng Shi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\"}],\"evidence_count\":1,\"review_ids\":[\"57b37083420fd6cd09ac27e3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1877077\",\"name\":\"Peng Shi\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"positive\",\"summary\":\"Although the material is difficult and theoretical, the professor makes the exams manageable.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Prof Shi is a very likable, humorous, and down-to-earth professor. The material was actually quite difficult and theoretical (a lot of it just went right over my head), but he makes the exams manageable. I highly recommend him.\",\"course_id\":\"ACTSCI 654\",\"date\":\"2014-01-24 12:29:44 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"57b37083420fd6cd09ac27e3\",\"instructor_id\":\"rmp:1877077\",\"instructor_name\":\"Peng Shi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\"}],\"evidence_count\":1,\"review_ids\":[\"57b37083420fd6cd09ac27e3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1877077\",\"name\":\"Peng Shi\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"positive\",\"summary\":\"The professor is highly recommended despite the challenging nature of the course content.\"}]}","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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4","record_version_id":"89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"4bc38dc760baf800d76e65062232f0170cac6189300928e7be99954260e618de","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"4ed4e42881c1a0d290f50edf3799af81a15e78f97a3acc74d07db71cc75c3072\",\"course_id\":\"ACTSCI 654\",\"current_instructors\":[{\"instructor_uid\":\"instructor_6e06ae39fae8244d56297868\",\"message\":\"No course-specific reviews available\",\"name\":\"Yang Wang\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2772141\",\"summary\":[{\"citations\":[{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2020: 3.62 GPA, 85.3% A/AB (n=34 letter grades); Spring 2022: 3.78 GPA, 93.3% A/AB (n=30 letter grades); Spring 2025: 3.58 GPA, 83.3% A/AB (n=12 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Peng Shi\",\"review_date\":\"2014-01-24 12:29:44 +0000 UTC\",\"review_id\":\"57b37083420fd6cd09ac27e3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1877077\",\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\",\"type\":\"review\"}],\"text\":\"Historical reviews of Peng Shi: The material is described as difficult and theoretical, though the professor makes exams manageable.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Peng Shi\",\"review_date\":\"2014-01-24 12:29:44 +0000 UTC\",\"review_id\":\"57b37083420fd6cd09ac27e3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1877077\",\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\",\"type\":\"review\"}],\"text\":\"Yang Wang is the current instructor for ACTSCI 654. No reviews are available for his teaching performance. Historical reviews for Peng Shi describe him as likable and humorous, noting that while the material was difficult, he made exams manageable.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e9285146d8c7e7f90\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Peng Shi\",\"review_date\":\"2014-01-24 12:29:44 +0000 UTC\",\"review_id\":\"57b37083420fd6cd09ac27e3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1877077\",\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\",\"type\":\"review\"}],\"text\":\"Historical reviews for Prof. Shi describe him as likable and humorous, with exams that are manageable despite difficult material.\"},{\"citations\":[{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.15 GPA, 38.5% A/AB (n=26 letter grades); Spring 2024: 3.23 GPA, 42.9% A/AB (n=28 letter grades); Spring 2025: 3.58 GPA, 83.3% A/AB (n=12 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Peng Shi\",\"review_date\":\"2014-01-24 12:29:44 +0000 UTC\",\"review_id\":\"57b37083420fd6cd09ac27e3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1877077\",\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\",\"type\":\"review\"}],\"text\":\"Historical reviews of Peng Shi: Reviewers highly recommend Prof. Shi, noting his down-to-earth nature helps navigate the challenging content.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"PENG SHI is recorded teaching in Fall 2013, Spring 2014, Fall 2014, Fall 2015, Fall 2017, Spring 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"YANG WANG is recorded teaching in Spring 2017, Spring 2018, Fall 2018, Fall 2020, Spring 2022, Spring 2025. 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},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4","record_version_id":"89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"4944d798250746e013c7bfdab400a00d9cec1bdf5d7dee85e518563265286177","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(ACT SCI 640,GEN BUS 656,STAT 333, or340), or declared in undergraduate Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":640,\"minimum_grade\":null,\"subjects\":[\"ACTSCI\"],\"timing\":\"prior\"},\"evidence\":\"ACT SCI 640\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":656,\"minimum_grade\":null,\"subjects\":[\"GENBUS\"],\"timing\":\"prior\"},\"evidence\":\"GEN BUS 656\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"STAT 333, or340\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":333,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 333\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in undergraduate Business Exchange program\",\"course\":null,\"evidence\":\"declared in undergraduate Business Exchange program\",\"id\":\"n6\",\"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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4","record_version_id":"89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"4944d798250746e013c7bfdab400a00d9cec1bdf5d7dee85e518563265286177","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"A foundational understanding of linear regression and how it is used for prediction, feature selection and interpretation.\"},{\"course_id\":\"STAT 340\",\"field\":\"description\",\"quote\":\"Teaches how to explore, model, and analyze data using R. Topics include basic probability models; the central limit theorem; Monte Carlo simulation; one- and two-sample hypothesis testing; Bayesian inference; linear and logistic regression; ANOVA; the bootstrap; random forests and cross-validation.\"},{\"course_id\":\"ACTSCI 640\",\"field\":\"description\",\"quote\":\"Introduction to statistical learning theory and methods for analyzing and modeling risks in actuarial applications. Topics include linear and nonlinear models; diagnostics and assessment of predictive models; variable and model selection; and non-supervised learning techniques.\"},{\"course_id\":\"GENBUS 656\",\"field\":\"description\",\"quote\":\"An introduction to predictive modeling for business applications beginning with some of the foundations. Leads to development of linear regression and classification models, and discussion of building models for prediction.\"}],\"text\":\"Prerequisites in regression, statistical learning, and R-based data analysis from STAT 333, STAT 340, ACTSCI 640, or GENBUS 656.\"}],\"search_phrases\":[\"regression analysis business\",\"time series analysis actuaries\",\"statistical learning predictive modeling\",\"ACTSCI 654 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"},{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis.\"}],\"text\":\"Multiple regression and time series analysis for business contexts.\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis.\"}],\"text\":\"Critical consumption of regression and time series reports.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"title\",\"quote\":\"REGRESSION AND TIME SERIES FOR ACTUARIES\"},{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"}],\"text\":\"ACTSCI 654 teaches multiple regression and time series analysis with a business focus, enabling students to critically consume related reports.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"}],\"text\":\"Multiple regression\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Foundation of multiple regression and time series analysis with focus on business.\"}],\"text\":\"Time series analysis\"},{\"evidence\":[{\"course_id\":\"ACTSCI 654\",\"field\":\"description\",\"quote\":\"Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis.\"}],\"text\":\"Report consumption and interpretation\"}]}","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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4","record_version_id":"89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"4944d798250746e013c7bfdab400a00d9cec1bdf5d7dee85e518563265286177","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof Shi is a very likable, humorous, and down-to-earth professor. The material was actually quite difficult and theoretical (a lot of it just went right over my head), but he makes the exams manageable. I highly recommend him.\",\"course_id\":\"ACTSCI 654\",\"date\":\"2014-01-24 12:29:44 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"57b37083420fd6cd09ac27e3\",\"instructor_id\":\"rmp:1877077\",\"instructor_name\":\"Peng Shi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\"}],\"evidence_count\":1,\"review_ids\":[\"57b37083420fd6cd09ac27e3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1877077\",\"name\":\"Peng Shi\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"positive\",\"summary\":\"Professor Shi is described as likable, humorous, and down-to-earth, making the material accessible despite its difficulty.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Prof Shi is a very likable, humorous, and down-to-earth professor. The material was actually quite difficult and theoretical (a lot of it just went right over my head), but he makes the exams manageable. I highly recommend him.\",\"course_id\":\"ACTSCI 654\",\"date\":\"2014-01-24 12:29:44 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"57b37083420fd6cd09ac27e3\",\"instructor_id\":\"rmp:1877077\",\"instructor_name\":\"Peng Shi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\"}],\"evidence_count\":1,\"review_ids\":[\"57b37083420fd6cd09ac27e3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1877077\",\"name\":\"Peng Shi\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"positive\",\"summary\":\"Although the material is difficult and theoretical, the professor makes the exams manageable.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Prof Shi is a very likable, humorous, and down-to-earth professor. The material was actually quite difficult and theoretical (a lot of it just went right over my head), but he makes the exams manageable. I highly recommend him.\",\"course_id\":\"ACTSCI 654\",\"date\":\"2014-01-24 12:29:44 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"57b37083420fd6cd09ac27e3\",\"instructor_id\":\"rmp:1877077\",\"instructor_name\":\"Peng Shi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\"}],\"evidence_count\":1,\"review_ids\":[\"57b37083420fd6cd09ac27e3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1877077\",\"name\":\"Peng Shi\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"positive\",\"summary\":\"The professor is highly recommended despite the challenging nature of the course content.\"}]}","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_2df2f7477ed071a49c40488a","course_id":"ACTSCI 654","catalog_version_id":"622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4","record_version_id":"89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"4944d798250746e013c7bfdab400a00d9cec1bdf5d7dee85e518563265286177","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"4ed4e42881c1a0d290f50edf3799af81a15e78f97a3acc74d07db71cc75c3072\",\"course_id\":\"ACTSCI 654\",\"current_instructors\":[{\"instructor_uid\":\"instructor_6e06ae39fae8244d56297868\",\"message\":\"No course-specific reviews available\",\"name\":\"Yang Wang\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2772141\",\"summary\":[{\"citations\":[{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2020: 3.62 GPA, 85.3% A/AB (n=34 letter grades); Spring 2022: 3.78 GPA, 93.3% A/AB (n=30 letter grades); Spring 2025: 3.58 GPA, 83.3% A/AB (n=12 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Peng Shi\",\"review_date\":\"2014-01-24 12:29:44 +0000 UTC\",\"review_id\":\"57b37083420fd6cd09ac27e3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1877077\",\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\",\"type\":\"review\"}],\"text\":\"Historical reviews of Peng Shi: The material is described as difficult and theoretical, though the professor makes exams manageable.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Peng Shi\",\"review_date\":\"2014-01-24 12:29:44 +0000 UTC\",\"review_id\":\"57b37083420fd6cd09ac27e3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1877077\",\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\",\"type\":\"review\"}],\"text\":\"Historical reviews for instructor Peng Shi describe the course material as difficult and theoretical, with some content being hard to grasp. However, reviewers note that the professor makes the exams manageable and is likable and humorous.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Peng Shi\",\"review_date\":\"2014-01-24 12:29:44 +0000 UTC\",\"review_id\":\"57b37083420fd6cd09ac27e3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1877077\",\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\",\"type\":\"review\"}],\"text\":\"Historical reviews for Prof. Shi describe him as likable and humorous, with exams that are manageable despite difficult material.\"},{\"citations\":[{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.15 GPA, 38.5% A/AB (n=26 letter grades); Spring 2024: 3.23 GPA, 42.9% A/AB (n=28 letter grades); Spring 2025: 3.58 GPA, 83.3% A/AB (n=12 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Peng Shi\",\"review_date\":\"2014-01-24 12:29:44 +0000 UTC\",\"review_id\":\"57b37083420fd6cd09ac27e3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1877077\",\"source_review_id\":\"UmF0aW5nLTIyNzg5NDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1877077\",\"type\":\"review\"}],\"text\":\"Historical reviews of Peng Shi: Reviewers highly recommend Prof. Shi, noting his down-to-earth nature helps navigate the challenging content.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"PENG SHI is recorded teaching in Fall 2013, Spring 2014, Fall 2014, Fall 2015, Fall 2017, Spring 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ACTSCI 654\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"source_record\":{\"entity_id\":\"09b2e759-804a-39e1-8068-97073774bd8b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"YANG WANG is recorded teaching in Spring 2017, Spring 2018, Fall 2018, Fall 2020, Spring 2022, Spring 2025. 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}]