[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"b735eca7d5c7f3afbbcd9803c0c170d6da8eb8b54eafb866bc9b17e89d794a84","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"d010ed8978e59d59efee7fec8b2d264be3e4eb8ee0c686de1d1eeddea9c325fd","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"standing\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"standing\",\"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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"b735eca7d5c7f3afbbcd9803c0c170d6da8eb8b54eafb866bc9b17e89d794a84","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"d010ed8978e59d59efee7fec8b2d264be3e4eb8ee0c686de1d1eeddea9c325fd","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Utilize the concepts and methods of quantitative social science research to conduct research on education issues.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"},{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Topics include hypothesis testing, statistical inference, point estimates, graphic and numerical data displays, correlation and regression.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"quantitative inquiry in education\",\"hypothesis testing\",\"statistical inference\",\"correlation and regression\",\"education research methods\",\"point estimates\",\"graphic and numerical data displays\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Utilize the concepts and methods of quantitative social science research to conduct research on education issues.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Conducting research on education issues using quantitative social science methods\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Topics include hypothesis testing, statistical inference, point estimates, graphic and numerical data displays, correlation and regression.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Applying hypothesis testing, statistical inference, point estimates, and correlation/regression\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Topics include hypothesis testing, statistical inference, point estimates, graphic and numerical data displays, correlation and regression.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Creating graphic and numerical data displays\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO QUANTITATIVE INQUIRY IN EDUCATION\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"},{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Utilize the concepts and methods of quantitative social science research to conduct research on education issues. Topics include hypothesis testing, statistical inference, point estimates, graphic and numerical data displays, correlation and regression.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Introduction to quantitative inquiry in education covering hypothesis testing, statistical inference, point estimates, data displays, correlation, and regression.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Topics include hypothesis testing, statistical inference, point estimates, graphic and numerical data displays, correlation and regression.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Hypothesis testing and statistical inference\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Topics include hypothesis testing, statistical inference, point estimates, graphic and numerical data displays, correlation and regression.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Point estimates and data displays\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Topics include hypothesis testing, statistical inference, point estimates, graphic and numerical data displays, correlation and regression.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Correlation and regression\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Utilize the concepts and methods of quantitative social science research to conduct research on education issues.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Quantitative social science research methods applied to education\"}]}","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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"b735eca7d5c7f3afbbcd9803c0c170d6da8eb8b54eafb866bc9b17e89d794a84","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"d010ed8978e59d59efee7fec8b2d264be3e4eb8ee0c686de1d1eeddea9c325fd","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"b735eca7d5c7f3afbbcd9803c0c170d6da8eb8b54eafb866bc9b17e89d794a84","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"d010ed8978e59d59efee7fec8b2d264be3e4eb8ee0c686de1d1eeddea9c325fd","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"ec933ff23de10568341f59d238c649912f52d9b8101ad6d7fe2a0dd110d7f1b7\",\"course_id\":\"EDPSYCH/ELPA 822\",\"current_instructors\":[{\"instructor_uid\":\"instructor_6e7d34507a82ad4ed9b1666e\",\"message\":\"No course-specific reviews available\",\"name\":\"Krystal Williams\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"source_record\":{\"entity_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 4.00 GPA, 100.0% A/AB (n=19 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH/ELPA 822\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH/ELPA 822\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.97 GPA, 100.0% A/AB (n=18 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=8 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=19 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"source_record\":{\"entity_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH/ELPA 822\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"source_record\":{\"entity_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"KRYSTAL WILLIAMS is recorded teaching in Spring 2025, Spring 2026. 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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"387a18033ec1ed6b0a4d0388736e8ee418ec81ea94945fca8ccbff3cb4029175","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"288b1e6df3384ea2c22bb61960305ffa1d9ac2d4f78bbe7c2f266957831a0249","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":0,\"minimum_grade\":null,\"subjects\":[\"GRADUATE\"],\"timing\":\"prior\"},\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"The condition 'Graduate/professional standing' is a standing requirement, not a specific course. It is represented as a verbatim condition leaf.\"],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Only course nodes may carry course references","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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"387a18033ec1ed6b0a4d0388736e8ee418ec81ea94945fca8ccbff3cb4029175","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"288b1e6df3384ea2c22bb61960305ffa1d9ac2d4f78bbe7c2f266957831a0249","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"requirements_text\",\"quote\":\"Graduate/professional standing\"}],\"text\":\"Graduate or professional student standing\"}],\"search_phrases\":[\"quantitative research methods education\",\"statistical inference hypothesis testing\",\"regression analysis education research\",\"graduate quantitative inquiry\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Utilize the concepts and methods of quantitative social science research to conduct research on education issues\"}],\"text\":\"Conduct quantitative social science research\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"hypothesis testing, statistical inference, point estimates\"}],\"text\":\"Perform statistical inference and hypothesis testing\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"graphic and numerical data displays\"}],\"text\":\"Create graphic and numerical data displays\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"correlation and regression\"}],\"text\":\"Analyze correlation and regression\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO QUANTITATIVE INQUIRY IN EDUCATION\"},{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Utilize the concepts and methods of quantitative social science research to conduct research on education issues\"}],\"text\":\"Introduction to quantitative inquiry in education, teaching research methods, statistical inference, and regression analysis.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"hypothesis testing, statistical inference, point estimates\"}],\"text\":\"Hypothesis testing and statistical inference\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"graphic and numerical data displays\"}],\"text\":\"Data displays\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"correlation and regression\"}],\"text\":\"Correlation and regression\"}]}","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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"387a18033ec1ed6b0a4d0388736e8ee418ec81ea94945fca8ccbff3cb4029175","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"288b1e6df3384ea2c22bb61960305ffa1d9ac2d4f78bbe7c2f266957831a0249","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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"387a18033ec1ed6b0a4d0388736e8ee418ec81ea94945fca8ccbff3cb4029175","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"d0c2278b0260ab36c0fc3c0ccd9ce2266e560a3a0f377bb2eb1f3d590314d7ab","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"The requirement is a standing requirement (Graduate/professional standing), not a specific course prerequisite.\"],\"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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"387a18033ec1ed6b0a4d0388736e8ee418ec81ea94945fca8ccbff3cb4029175","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"d0c2278b0260ab36c0fc3c0ccd9ce2266e560a3a0f377bb2eb1f3d590314d7ab","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"requirements_text\",\"quote\":\"Graduate/professional standing\"}],\"text\":\"Graduate or professional student standing\"}],\"search_phrases\":[\"quantitative research methods education\",\"statistical inference hypothesis testing\",\"regression analysis education research\",\"graduate quantitative inquiry\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Utilize the concepts and methods of quantitative social science research to conduct research on education issues\"}],\"text\":\"Conduct quantitative social science research\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"hypothesis testing, statistical inference, point estimates\"}],\"text\":\"Perform statistical inference and hypothesis testing\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"graphic and numerical data displays\"}],\"text\":\"Create graphic and numerical data displays\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"correlation and regression\"}],\"text\":\"Analyze correlation and regression\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO QUANTITATIVE INQUIRY IN EDUCATION\"},{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Utilize the concepts and methods of quantitative social science research to conduct research on education issues\"}],\"text\":\"Introduction to quantitative inquiry in education, teaching research methods, statistical inference, and regression analysis.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"hypothesis testing, statistical inference, point estimates\"}],\"text\":\"Hypothesis testing and statistical inference\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"graphic and numerical data displays\"}],\"text\":\"Data displays\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"correlation and regression\"}],\"text\":\"Correlation and regression\"}]}","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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"387a18033ec1ed6b0a4d0388736e8ee418ec81ea94945fca8ccbff3cb4029175","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"d0c2278b0260ab36c0fc3c0ccd9ce2266e560a3a0f377bb2eb1f3d590314d7ab","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":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"b735eca7d5c7f3afbbcd9803c0c170d6da8eb8b54eafb866bc9b17e89d794a84","job_id":"enrich-6556a505c10f448d98d02466","output_id":"001d3c3446d4230c15c24b80caa680d8cd221b7fe935270026b9ba3252b7ef71","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"standing\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"standing\",\"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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"b735eca7d5c7f3afbbcd9803c0c170d6da8eb8b54eafb866bc9b17e89d794a84","job_id":"enrich-6556a505c10f448d98d02466","output_id":"001d3c3446d4230c15c24b80caa680d8cd221b7fe935270026b9ba3252b7ef71","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Utilize the concepts and methods of quantitative social science research to conduct research on education issues.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"},{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Topics include hypothesis testing, statistical inference, point estimates, graphic and numerical data displays, correlation and regression.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"quantitative inquiry in education\",\"hypothesis testing\",\"statistical inference\",\"correlation and regression\",\"education research methods\",\"point estimates\",\"graphic and numerical data displays\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Utilize the concepts and methods of quantitative social science research to conduct research on education issues.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Conducting research on education issues using quantitative social science methods\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Topics include hypothesis testing, statistical inference, point estimates, graphic and numerical data displays, correlation and regression.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Applying hypothesis testing, statistical inference, point estimates, and correlation/regression\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Topics include hypothesis testing, statistical inference, point estimates, graphic and numerical data displays, correlation and regression.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Creating graphic and numerical data displays\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO QUANTITATIVE INQUIRY IN EDUCATION\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"},{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Utilize the concepts and methods of quantitative social science research to conduct research on education issues. Topics include hypothesis testing, statistical inference, point estimates, graphic and numerical data displays, correlation and regression.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Introduction to quantitative inquiry in education covering hypothesis testing, statistical inference, point estimates, data displays, correlation, and regression.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Topics include hypothesis testing, statistical inference, point estimates, graphic and numerical data displays, correlation and regression.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Hypothesis testing and statistical inference\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Topics include hypothesis testing, statistical inference, point estimates, graphic and numerical data displays, correlation and regression.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Point estimates and data displays\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Topics include hypothesis testing, statistical inference, point estimates, graphic and numerical data displays, correlation and regression.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Correlation and regression\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Utilize the concepts and methods of quantitative social science research to conduct research on education issues.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Quantitative social science research methods applied to education\"}]}","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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"b735eca7d5c7f3afbbcd9803c0c170d6da8eb8b54eafb866bc9b17e89d794a84","job_id":"enrich-6556a505c10f448d98d02466","output_id":"001d3c3446d4230c15c24b80caa680d8cd221b7fe935270026b9ba3252b7ef71","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"387a18033ec1ed6b0a4d0388736e8ee418ec81ea94945fca8ccbff3cb4029175","job_id":"enrich-789789da373eecc1ff75f626","output_id":"04fd70a8e470debb34c81bf2655ebec27c7ab1b96d73ff41bfeffabe090d4e52","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"The requirement is a standing requirement (Graduate/professional standing), not a specific course prerequisite.\"],\"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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"387a18033ec1ed6b0a4d0388736e8ee418ec81ea94945fca8ccbff3cb4029175","job_id":"enrich-789789da373eecc1ff75f626","output_id":"04fd70a8e470debb34c81bf2655ebec27c7ab1b96d73ff41bfeffabe090d4e52","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"requirements_text\",\"quote\":\"Graduate/professional standing\"}],\"text\":\"Graduate or professional student standing\"}],\"search_phrases\":[\"quantitative research methods education\",\"statistical inference hypothesis testing\",\"regression analysis education research\",\"graduate quantitative inquiry\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Utilize the concepts and methods of quantitative social science research to conduct research on education issues\"}],\"text\":\"Conduct quantitative social science research\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"hypothesis testing, statistical inference, point estimates\"}],\"text\":\"Perform statistical inference and hypothesis testing\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"graphic and numerical data displays\"}],\"text\":\"Create graphic and numerical data displays\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"correlation and regression\"}],\"text\":\"Analyze correlation and regression\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO QUANTITATIVE INQUIRY IN EDUCATION\"},{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Utilize the concepts and methods of quantitative social science research to conduct research on education issues\"}],\"text\":\"Introduction to quantitative inquiry in education, teaching research methods, statistical inference, and regression analysis.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"hypothesis testing, statistical inference, point estimates\"}],\"text\":\"Hypothesis testing and statistical inference\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"graphic and numerical data displays\"}],\"text\":\"Data displays\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"correlation and regression\"}],\"text\":\"Correlation and regression\"}]}","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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"387a18033ec1ed6b0a4d0388736e8ee418ec81ea94945fca8ccbff3cb4029175","job_id":"enrich-789789da373eecc1ff75f626","output_id":"04fd70a8e470debb34c81bf2655ebec27c7ab1b96d73ff41bfeffabe090d4e52","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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"387a18033ec1ed6b0a4d0388736e8ee418ec81ea94945fca8ccbff3cb4029175","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"2ddfa8012bdcb7c2d2fbcc7249faf9a428683ab20c9788ccca7459fd2e273759","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"The requirement is a standing requirement (Graduate/professional standing), not a specific course prerequisite.\"],\"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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"387a18033ec1ed6b0a4d0388736e8ee418ec81ea94945fca8ccbff3cb4029175","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"2ddfa8012bdcb7c2d2fbcc7249faf9a428683ab20c9788ccca7459fd2e273759","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"requirements_text\",\"quote\":\"Graduate/professional standing\"}],\"text\":\"Graduate or professional student standing\"}],\"search_phrases\":[\"quantitative research methods education\",\"statistical inference hypothesis testing\",\"regression analysis education research\",\"graduate quantitative inquiry\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Utilize the concepts and methods of quantitative social science research to conduct research on education issues\"}],\"text\":\"Conduct quantitative social science research\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"hypothesis testing, statistical inference, point estimates\"}],\"text\":\"Perform statistical inference and hypothesis testing\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"graphic and numerical data displays\"}],\"text\":\"Create graphic and numerical data displays\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"correlation and regression\"}],\"text\":\"Analyze correlation and regression\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO QUANTITATIVE INQUIRY IN EDUCATION\"},{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"Utilize the concepts and methods of quantitative social science research to conduct research on education issues\"}],\"text\":\"Introduction to quantitative inquiry in education, teaching research methods, statistical inference, and regression analysis.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"hypothesis testing, statistical inference, point estimates\"}],\"text\":\"Hypothesis testing and statistical inference\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"graphic and numerical data displays\"}],\"text\":\"Data displays\"},{\"evidence\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"field\":\"description\",\"quote\":\"correlation and regression\"}],\"text\":\"Correlation and regression\"}]}","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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"387a18033ec1ed6b0a4d0388736e8ee418ec81ea94945fca8ccbff3cb4029175","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"2ddfa8012bdcb7c2d2fbcc7249faf9a428683ab20c9788ccca7459fd2e273759","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_ae0b048c599d1b08b9346e20","course_id":"EDPSYCH/ELPA 822","catalog_version_id":"097e8bc230106b6ad3894c4c5558a2379bf457b3927d1c7352eded288abd35c4","record_version_id":"387a18033ec1ed6b0a4d0388736e8ee418ec81ea94945fca8ccbff3cb4029175","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"2ddfa8012bdcb7c2d2fbcc7249faf9a428683ab20c9788ccca7459fd2e273759","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"949f29b504d98270da797d67c0b4b9ae61438083c35bdeebab6ff66f0d2da87f\",\"course_id\":\"EDPSYCH/ELPA 822\",\"current_instructors\":[{\"instructor_uid\":\"instructor_6e7d34507a82ad4ed9b1666e\",\"message\":\"No course-specific reviews available\",\"name\":\"Krystal Williams\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"source_record\":{\"entity_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 4.00 GPA, 100.0% A/AB (n=19 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH/ELPA 822\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH/ELPA 822\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.97 GPA, 100.0% A/AB (n=18 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=8 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=19 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"EDPSYCH/ELPA 822\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"source_record\":{\"entity_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH/ELPA 822\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"source_record\":{\"entity_id\":\"eaafa09b-d213-3bf1-929b-81da5f2f1ee5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"KRYSTAL WILLIAMS is recorded teaching in Spring 2025, Spring 2026. 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}]