[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_d41113cbb4bfe94fd421ebf1","course_id":"SOC 752","catalog_version_id":"3ca7c19f39d9662b1b9597ffac0e8728abf290f37868b6ec3d7603d1adc4ba46","record_version_id":"d32d043e097587ba94c5a87063442600c867725c1cbb6e244d7443699456228e","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"5be272d2a286bbbf46be15982edc257272bb1d9f193e95e112efb50e6dafa7ef","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"req-1\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req-1\",\"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_d41113cbb4bfe94fd421ebf1","course_id":"SOC 752","catalog_version_id":"3ca7c19f39d9662b1b9597ffac0e8728abf290f37868b6ec3d7603d1adc4ba46","record_version_id":"d32d043e097587ba94c5a87063442600c867725c1cbb6e244d7443699456228e","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"5be272d2a286bbbf46be15982edc257272bb1d9f193e95e112efb50e6dafa7ef","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Analysis and presentation of survey results through contingency table analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"label\":\"data-analysis\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Practical application of material to a specific research problem through research reports and other exercises involving data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"label\":\"writing\"}],\"assumed_background\":[],\"search_phrases\":[\"survey research methods\",\"contingency table analysis\",\"questionnaire design\",\"survey data quality assessment\",\"social science measurement\",\"research report writing\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Analysis and presentation of survey results through contingency table analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"text\":\"Contingency table analysis for survey results\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Techniques for assessing the quality of data produced by survey methods.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"text\":\"Assessing the quality of survey data\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Practical application of material to a specific research problem through research reports and other exercises involving data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"text\":\"Applying survey analysis to research problems via reports\"}],\"summary\":{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"title\",\"quote\":\"MEASUREMENT AND QUESTIONNAIRES FOR SURVEY RESEARCH\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"},{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Analysis and presentation of survey results through contingency table analysis. Techniques for assessing the quality of data produced by survey methods. Practical application of material to a specific research problem through research reports and other exercises involving data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"text\":\"Covers measurement and questionnaires for survey research, focusing on contingency table analysis, data quality assessment, and practical application through research reports.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"title\",\"quote\":\"MEASUREMENT AND QUESTIONNAIRES FOR SURVEY RESEARCH\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"text\":\"Measurement and questionnaire design in survey research\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Analysis and presentation of survey results through contingency table analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"text\":\"Contingency table analysis of survey results\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Techniques for assessing the quality of data produced by survey methods.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"text\":\"Assessing data quality from survey methods\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Practical application of material to a specific research problem through research reports and other exercises involving data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"text\":\"Practical application to specific research problems\"}]}","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_d41113cbb4bfe94fd421ebf1","course_id":"SOC 752","catalog_version_id":"3ca7c19f39d9662b1b9597ffac0e8728abf290f37868b6ec3d7603d1adc4ba46","record_version_id":"d32d043e097587ba94c5a87063442600c867725c1cbb6e244d7443699456228e","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"5be272d2a286bbbf46be15982edc257272bb1d9f193e95e112efb50e6dafa7ef","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_d41113cbb4bfe94fd421ebf1","course_id":"SOC 752","catalog_version_id":"3ca7c19f39d9662b1b9597ffac0e8728abf290f37868b6ec3d7603d1adc4ba46","record_version_id":"d32d043e097587ba94c5a87063442600c867725c1cbb6e244d7443699456228e","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"5be272d2a286bbbf46be15982edc257272bb1d9f193e95e112efb50e6dafa7ef","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"eb4ea4da6961aefbd59dae3f5f6b7678f1b9e3d5a7ab1dfa831ba31c709546dd\",\"course_id\":\"SOC 752\",\"current_instructors\":[{\"instructor_uid\":\"instructor_72143aa8d11f7f6aa512cd2e\",\"message\":\"No course-specific reviews available\",\"name\":\"Jennifer Dykema\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"SOC 752\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"source_record\":{\"entity_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"SOC 752\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"source_record\":{\"entity_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"SOC 752\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"source_record\":{\"entity_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2021: 3.91 GPA, 95.7% A/AB (n=23 letter grades); Spring 2024: 4.00 GPA, 100.0% A/AB (n=12 letter grades); Fall 2024: 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\":\"SOC 752\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"SOC 752\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"SOC 752\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2021: 3.91 GPA, 95.7% A/AB (n=23 letter grades); Spring 2024: 4.00 GPA, 100.0% A/AB (n=12 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=19 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"SOC 752\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"source_record\":{\"entity_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"SOC 752\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"source_record\":{\"entity_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"SOC 752\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"source_record\":{\"entity_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"JENNIFER DYKEMA is recorded teaching in Fall 2021, Spring 2024, Fall 2024. 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_d41113cbb4bfe94fd421ebf1","course_id":"SOC 752","catalog_version_id":"3ca7c19f39d9662b1b9597ffac0e8728abf290f37868b6ec3d7603d1adc4ba46","record_version_id":"714fdbcdd4d729ccc9e07aa6761d759430877f50302321d6a7f1d586c9193a07","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"a6f680a55f8680f469cdb07e37586cc290629b4e420ea330d7ecedf751b3b370","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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_d41113cbb4bfe94fd421ebf1","course_id":"SOC 752","catalog_version_id":"3ca7c19f39d9662b1b9597ffac0e8728abf290f37868b6ec3d7603d1adc4ba46","record_version_id":"714fdbcdd4d729ccc9e07aa6761d759430877f50302321d6a7f1d586c9193a07","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"a6f680a55f8680f469cdb07e37586cc290629b4e420ea330d7ecedf751b3b370","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"SOC 752 survey research\",\"contingency table analysis\",\"survey data quality assessment\",\"questionnaire design graduate\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Analysis and presentation of survey results through contingency table analysis\"}],\"text\":\"Contingency table analysis\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Techniques for assessing the quality of data produced by survey methods\"}],\"text\":\"Assessing survey data quality\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Practical application of material to a specific research problem through research reports\"}],\"text\":\"Research report writing\"}],\"summary\":{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"title\",\"quote\":\"MEASUREMENT AND QUESTIONNAIRES FOR SURVEY RESEARCH\"},{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Analysis and presentation of survey results through contingency table analysis\"}],\"text\":\"SOC 752 teaches survey measurement, contingency table analysis, and data quality assessment for research reports.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"title\",\"quote\":\"MEASUREMENT AND QUESTIONNAIRES FOR SURVEY RESEARCH\"}],\"text\":\"Survey measurement and questionnaires\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"contingency table analysis\"}],\"text\":\"Contingency table analysis\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"assessing the quality of data produced by survey methods\"}],\"text\":\"Survey data quality\"}]}","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_d41113cbb4bfe94fd421ebf1","course_id":"SOC 752","catalog_version_id":"3ca7c19f39d9662b1b9597ffac0e8728abf290f37868b6ec3d7603d1adc4ba46","record_version_id":"714fdbcdd4d729ccc9e07aa6761d759430877f50302321d6a7f1d586c9193a07","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"a6f680a55f8680f469cdb07e37586cc290629b4e420ea330d7ecedf751b3b370","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_d41113cbb4bfe94fd421ebf1","course_id":"SOC 752","catalog_version_id":"3ca7c19f39d9662b1b9597ffac0e8728abf290f37868b6ec3d7603d1adc4ba46","record_version_id":"714fdbcdd4d729ccc9e07aa6761d759430877f50302321d6a7f1d586c9193a07","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"b064e5843bd6cb1febed445f32e7b156373182d119a395a5b624998d438f6233","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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_d41113cbb4bfe94fd421ebf1","course_id":"SOC 752","catalog_version_id":"3ca7c19f39d9662b1b9597ffac0e8728abf290f37868b6ec3d7603d1adc4ba46","record_version_id":"714fdbcdd4d729ccc9e07aa6761d759430877f50302321d6a7f1d586c9193a07","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"b064e5843bd6cb1febed445f32e7b156373182d119a395a5b624998d438f6233","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"SOC 752 survey research\",\"contingency table analysis\",\"survey data quality assessment\",\"questionnaire design graduate\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Analysis and presentation of survey results through contingency table analysis\"}],\"text\":\"Contingency table analysis\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Techniques for assessing the quality of data produced by survey methods\"}],\"text\":\"Assessing survey data quality\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Practical application of material to a specific research problem through research reports\"}],\"text\":\"Research report writing\"}],\"summary\":{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"title\",\"quote\":\"MEASUREMENT AND QUESTIONNAIRES FOR SURVEY RESEARCH\"},{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Analysis and presentation of survey results through contingency table analysis\"}],\"text\":\"SOC 752 teaches survey measurement, contingency table analysis, and data quality assessment for research reports.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"title\",\"quote\":\"MEASUREMENT AND QUESTIONNAIRES FOR SURVEY RESEARCH\"}],\"text\":\"Survey measurement and questionnaires\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"contingency table analysis\"}],\"text\":\"Contingency table analysis\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"assessing the quality of data produced by survey methods\"}],\"text\":\"Survey data quality\"}]}","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_d41113cbb4bfe94fd421ebf1","course_id":"SOC 752","catalog_version_id":"3ca7c19f39d9662b1b9597ffac0e8728abf290f37868b6ec3d7603d1adc4ba46","record_version_id":"714fdbcdd4d729ccc9e07aa6761d759430877f50302321d6a7f1d586c9193a07","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"b064e5843bd6cb1febed445f32e7b156373182d119a395a5b624998d438f6233","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_d41113cbb4bfe94fd421ebf1","course_id":"SOC 752","catalog_version_id":"3ca7c19f39d9662b1b9597ffac0e8728abf290f37868b6ec3d7603d1adc4ba46","record_version_id":"d32d043e097587ba94c5a87063442600c867725c1cbb6e244d7443699456228e","job_id":"enrich-6556a505c10f448d98d02466","output_id":"0032cb168196492c571f6c528d0781d45a6905f64a4958c6c5da4d6798186af1","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"req-1\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req-1\",\"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_d41113cbb4bfe94fd421ebf1","course_id":"SOC 752","catalog_version_id":"3ca7c19f39d9662b1b9597ffac0e8728abf290f37868b6ec3d7603d1adc4ba46","record_version_id":"d32d043e097587ba94c5a87063442600c867725c1cbb6e244d7443699456228e","job_id":"enrich-6556a505c10f448d98d02466","output_id":"0032cb168196492c571f6c528d0781d45a6905f64a4958c6c5da4d6798186af1","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Analysis and presentation of survey results through contingency table analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"label\":\"data-analysis\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Practical application of material to a specific research problem through research reports and other exercises involving data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"label\":\"writing\"}],\"assumed_background\":[],\"search_phrases\":[\"survey research methods\",\"contingency table analysis\",\"questionnaire design\",\"survey data quality assessment\",\"social science measurement\",\"research report writing\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Analysis and presentation of survey results through contingency table analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"text\":\"Contingency table analysis for survey results\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Techniques for assessing the quality of data produced by survey methods.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"text\":\"Assessing the quality of survey data\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Practical application of material to a specific research problem through research reports and other exercises involving data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"text\":\"Applying survey analysis to research problems via reports\"}],\"summary\":{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"title\",\"quote\":\"MEASUREMENT AND QUESTIONNAIRES FOR SURVEY RESEARCH\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"},{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Analysis and presentation of survey results through contingency table analysis. Techniques for assessing the quality of data produced by survey methods. Practical application of material to a specific research problem through research reports and other exercises involving data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"text\":\"Covers measurement and questionnaires for survey research, focusing on contingency table analysis, data quality assessment, and practical application through research reports.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"title\",\"quote\":\"MEASUREMENT AND QUESTIONNAIRES FOR SURVEY RESEARCH\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"text\":\"Measurement and questionnaire design in survey research\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Analysis and presentation of survey results through contingency table analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"text\":\"Contingency table analysis of survey results\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Techniques for assessing the quality of data produced by survey methods.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"text\":\"Assessing data quality from survey methods\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Practical application of material to a specific research problem through research reports and other exercises involving data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/soc/\"}],\"text\":\"Practical application to specific research problems\"}]}","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_d41113cbb4bfe94fd421ebf1","course_id":"SOC 752","catalog_version_id":"3ca7c19f39d9662b1b9597ffac0e8728abf290f37868b6ec3d7603d1adc4ba46","record_version_id":"d32d043e097587ba94c5a87063442600c867725c1cbb6e244d7443699456228e","job_id":"enrich-6556a505c10f448d98d02466","output_id":"0032cb168196492c571f6c528d0781d45a6905f64a4958c6c5da4d6798186af1","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":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_d41113cbb4bfe94fd421ebf1","course_id":"SOC 752","catalog_version_id":"3ca7c19f39d9662b1b9597ffac0e8728abf290f37868b6ec3d7603d1adc4ba46","record_version_id":"714fdbcdd4d729ccc9e07aa6761d759430877f50302321d6a7f1d586c9193a07","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"d97eae8224782508eefe8f300bf83c419a276ef2c4989ff556b4c320ea33a4c0","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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_d41113cbb4bfe94fd421ebf1","course_id":"SOC 752","catalog_version_id":"3ca7c19f39d9662b1b9597ffac0e8728abf290f37868b6ec3d7603d1adc4ba46","record_version_id":"714fdbcdd4d729ccc9e07aa6761d759430877f50302321d6a7f1d586c9193a07","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"d97eae8224782508eefe8f300bf83c419a276ef2c4989ff556b4c320ea33a4c0","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"SOC 752 survey research\",\"contingency table analysis\",\"survey data quality assessment\",\"questionnaire design graduate\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Analysis and presentation of survey results through contingency table analysis\"}],\"text\":\"Contingency table analysis\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Techniques for assessing the quality of data produced by survey methods\"}],\"text\":\"Assessing survey data quality\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Practical application of material to a specific research problem through research reports\"}],\"text\":\"Research report writing\"}],\"summary\":{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"title\",\"quote\":\"MEASUREMENT AND QUESTIONNAIRES FOR SURVEY RESEARCH\"},{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"Analysis and presentation of survey results through contingency table analysis\"}],\"text\":\"SOC 752 teaches survey measurement, contingency table analysis, and data quality assessment for research reports.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"title\",\"quote\":\"MEASUREMENT AND QUESTIONNAIRES FOR SURVEY RESEARCH\"}],\"text\":\"Survey measurement and questionnaires\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"contingency table analysis\"}],\"text\":\"Contingency table analysis\"},{\"evidence\":[{\"course_id\":\"SOC 752\",\"field\":\"description\",\"quote\":\"assessing the quality of data produced by survey methods\"}],\"text\":\"Survey data quality\"}]}","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_d41113cbb4bfe94fd421ebf1","course_id":"SOC 752","catalog_version_id":"3ca7c19f39d9662b1b9597ffac0e8728abf290f37868b6ec3d7603d1adc4ba46","record_version_id":"714fdbcdd4d729ccc9e07aa6761d759430877f50302321d6a7f1d586c9193a07","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"d97eae8224782508eefe8f300bf83c419a276ef2c4989ff556b4c320ea33a4c0","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_d41113cbb4bfe94fd421ebf1","course_id":"SOC 752","catalog_version_id":"3ca7c19f39d9662b1b9597ffac0e8728abf290f37868b6ec3d7603d1adc4ba46","record_version_id":"714fdbcdd4d729ccc9e07aa6761d759430877f50302321d6a7f1d586c9193a07","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"d97eae8224782508eefe8f300bf83c419a276ef2c4989ff556b4c320ea33a4c0","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"c154207306b8edf92bd348db05eb09077a87d44c2c1d411244e13ad63ba9cfb5\",\"course_id\":\"SOC 752\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"SOC 752\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"SOC 752\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"SOC 752\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d2156dd6-485a-3d81-aa36-1f7e13c20daf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2021: 3.91 GPA, 95.7% A/AB (n=23 letter grades); Spring 2024: 4.00 GPA, 100.0% A/AB (n=12 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=19 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[],\"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}]