[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"fbeee5a53462579995bd6dbe1db31668b87acc4fafa967ff2b9ce2c3384ca8a0","record_version_id":"cf9cb83732d667848d698c423f0a341c64d9681c87814aba92d0c84eae7dc26a","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"99311faa4f9577d1ebd0862f352723d32558131e80371c66d9933dfee39568b9","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and satisfied Quantitative Reasoning (QR) A\",\"id\":\"root\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"satisfied Quantitative Reasoning (QR) A\",\"course\":null,\"evidence\":\"satisfied Quantitative Reasoning (QR) A\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"fbeee5a53462579995bd6dbe1db31668b87acc4fafa967ff2b9ce2c3384ca8a0","record_version_id":"cf9cb83732d667848d698c423f0a341c64d9681c87814aba92d0c84eae7dc26a","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"99311faa4f9577d1ebd0862f352723d32558131e80371c66d9933dfee39568b9","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"Instruction will include hands-on experience with popular visualization software platforms to develop visualizations and presentations.\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"label\":\"presentations\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Explain how and why visualization can be an effective tool for summarizing, analyzing and communicating about data\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"data storytelling with visualization\",\"effective data visualization tools\",\"limitations of data visualizations\",\"bias in data visualization\",\"planning visualization types\",\"visualization software platforms\",\"communicating about data\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Identify and choose appropriate software for creating visualizations\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Identify and choose appropriate software for creating visualizations\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Choose appropriate visualization types based on source data, audience, and goal\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Choose appropriate visualization types based on source data, audience, and goal\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"official_learning_outcomes\",\"outcome_index\":7,\"quote\":\"Critically analyze visualizations created by others for effectiveness and bias\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Critically analyze visualizations created by others for effectiveness and bias\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Design and develop informative and persuasive visualizations\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Design and develop informative and persuasive visualizations\"}],\"summary\":{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"title\",\"quote\":\"DATA STORYTELLING WITH VISUALIZATION\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"},{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"Introduction to data visualization including how and why visualization can be an effective tool for summarizing, analyzing and communicating about data\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Introduction to data visualization covering effective tools for summarizing and analyzing data, limitations, and planning visualizations using software platforms.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"limitations and challenges in using data visualizations, including misrepresentation and bias\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Limitations and challenges in using data visualizations, including misrepresentation and bias\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"planning appropriate types of visualization(s) based on source data, audience, and goals\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Planning appropriate types of visualization based on source data, audience, and goals\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"hands-on experience with popular visualization software platforms\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Hands-on experience with popular visualization software platforms\"}]}","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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"fbeee5a53462579995bd6dbe1db31668b87acc4fafa967ff2b9ce2c3384ca8a0","record_version_id":"cf9cb83732d667848d698c423f0a341c64d9681c87814aba92d0c84eae7dc26a","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"99311faa4f9577d1ebd0862f352723d32558131e80371c66d9933dfee39568b9","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Jeff was awesome, good lectures and info for the class. A little repetitive when it came to assigned readings but the projects were unique and fun. Good class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-06-19 20:12:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"faaeebff81f02b109c602ffa\",\"instructor_id\":\"rmp:3108909\",\"instructor_name\":\"Jeffrey Kritzman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNDQ3NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3108909\"}],\"evidence_count\":1,\"review_ids\":[\"faaeebff81f02b109c602ffa\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3108909\",\"name\":\"Jeffrey Kritzman\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:3108909\",\"summary\":\"Cited reviews praise Jeffrey Kritzman for good lectures and unique projects.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Good prof overall. His lectures weren't amazing or anything, but they got the job done. Would stay after class to help students/answer questions basically every time. Seems like a nice guy. Class was easy if you do your HW on time.L\",\"course_id\":\"LIS 407\",\"date\":\"2025-07-23 17:46:06 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"94d87a838ef4faf4bcedb28e\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"},{\"comment\":\"Xiang is a overall good teacher. You can tell he cares about the material learn and I actually learned a lot. You do have to put in some effort to really understand and get the concepts but the quizzes and assignments are easy if you go to class and follow the demonstrations in class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-12-11 23:13:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f03d02120bae1832076635fb\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"}],\"evidence_count\":2,\"review_ids\":[\"94d87a838ef4faf4bcedb28e\",\"f03d02120bae1832076635fb\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3112044\",\"name\":\"Xiang Zheng\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:3112044\",\"summary\":\"Cited reviews describe Xiang Zheng as a good teacher who helps students and ensures they learn concepts.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Good prof overall. His lectures weren't amazing or anything, but they got the job done. Would stay after class to help students/answer questions basically every time. Seems like a nice guy. Class was easy if you do your HW on time.L\",\"course_id\":\"LIS 407\",\"date\":\"2025-07-23 17:46:06 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"94d87a838ef4faf4bcedb28e\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"},{\"comment\":\"Xiang is a overall good teacher. You can tell he cares about the material learn and I actually learned a lot. You do have to put in some effort to really understand and get the concepts but the quizzes and assignments are easy if you go to class and follow the demonstrations in class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-12-11 23:13:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f03d02120bae1832076635fb\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"}],\"evidence_count\":2,\"review_ids\":[\"94d87a838ef4faf4bcedb28e\",\"f03d02120bae1832076635fb\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3112044\",\"name\":\"Xiang Zheng\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"neutral\",\"subject_instructor_id\":\"rmp:3112044\",\"summary\":\"Cited reviews note that the class with Xiang Zheng is easy if homework is done on time and quizzes are easy if students attend class.\"}]}","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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"fbeee5a53462579995bd6dbe1db31668b87acc4fafa967ff2b9ce2c3384ca8a0","record_version_id":"cf9cb83732d667848d698c423f0a341c64d9681c87814aba92d0c84eae7dc26a","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"99311faa4f9577d1ebd0862f352723d32558131e80371c66d9933dfee39568b9","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"a2ac8fbccda0a22b04686f408eff71dcf84484821546a7e0e45f37bd87a81339\",\"course_id\":\"LIS 407\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Xiang Zheng\",\"review_date\":\"2025-12-11 23:13:30 +0000 UTC\",\"review_id\":\"f03d02120bae1832076635fb\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3112044\",\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students noted that understanding the concepts required some effort, but quizzes and assignments were easy if you attended class and followed the demonstrations.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Jeffrey Kritzman\",\"review_date\":\"2025-06-19 20:12:31 +0000 UTC\",\"review_id\":\"faaeebff81f02b109c602ffa\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3108909\",\"source_review_id\":\"UmF0aW5nLTQxNDQ3NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3108909\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Jeffrey Kritzman delivered engaging lectures and unique, fun projects, though assigned readings were somewhat repetitive.\"},{\"citations\":[{\"course_id\":\"LIS 407\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.64 GPA, 82.0% A/AB (n=128 letter grades); Fall 2025: 3.57 GPA, 82.1% A/AB (n=156 letter grades); Spring 2026: 3.43 GPA, 73.6% A/AB (n=121 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Xiang Zheng\",\"review_date\":\"2025-07-23 17:46:06 +0000 UTC\",\"review_id\":\"94d87a838ef4faf4bcedb28e\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3112044\",\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Xiang Zheng was available after class to help students and answer questions, contributing to a supportive learning environment.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"LIS 407\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"JEFF KRITZMAN is recorded teaching in Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"LIS 407\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"XIANG ZHENG is recorded teaching in Fall 2024, Spring 2025, Fall 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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f","record_version_id":"ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"cab424350e4cef829e609b3824619028d54d9d987ca28469646fef0deac41e7f","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and satisfied Quantitative Reasoning (QR) A\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"satisfied Quantitative Reasoning (QR) A\",\"course\":null,\"evidence\":\"satisfied Quantitative Reasoning (QR) A\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Non-course conditions must preserve verbatim source text","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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f","record_version_id":"ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"cab424350e4cef829e609b3824619028d54d9d987ca28469646fef0deac41e7f","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"requirements_text\",\"quote\":\"Sophomore standing\"}],\"text\":\"Students must have reached sophomore standing.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"requirements_text\",\"quote\":\"satisfied Quantitative Reasoning (QR) A\"}],\"text\":\"Students must have satisfied the Quantitative Reasoning A requirement.\"}],\"search_phrases\":[\"data visualization\",\"data storytelling\",\"visualization software\",\"data analysis\",\"communication skills\",\"bias in data\",\"misrepresentation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"summarizing, analyzing and communicating about data\"}],\"text\":\"Summarizing, analyzing, and communicating data.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"hands-on experience with popular visualization software platforms\"}],\"text\":\"Using visualization software platforms.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"planning appropriate types of visualization(s) based on source data, audience, and goals\"}],\"text\":\"Planning visualizations based on data, audience, and goals.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"limitations and challenges in using data visualizations, including misrepresentation and bias\"}],\"text\":\"Identifying limitations, misrepresentation, and bias in visualizations.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"title\",\"quote\":\"DATA STORYTELLING WITH VISUALIZATION\"},{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"Introduction to data visualization including how and why visualization can be an effective tool for summarizing, analyzing and communicating about data\"}],\"text\":\"LIS 407 introduces data storytelling through visualization, teaching students to summarize, analyze, and communicate data effectively using software tools while addressing bias and limitations.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"data visualization\"}],\"text\":\"Data visualization.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"limitations and challenges in using data visualizations\"}],\"text\":\"Challenges and limitations of data visualizations.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"misrepresentation and bias\"}],\"text\":\"Misrepresentation and bias in data.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"visualization software platforms\"}],\"text\":\"Visualization software platforms.\"}]}","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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f","record_version_id":"ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"cab424350e4cef829e609b3824619028d54d9d987ca28469646fef0deac41e7f","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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f","record_version_id":"ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"120e452e3cca8de788079ea1142bab8c6dbff4ce69d67f228bf1b78eeed52f16","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and satisfied Quantitative Reasoning (QR) A\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"satisfied Quantitative Reasoning (QR) A\",\"course\":null,\"evidence\":\"satisfied Quantitative Reasoning (QR) A\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f","record_version_id":"ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"120e452e3cca8de788079ea1142bab8c6dbff4ce69d67f228bf1b78eeed52f16","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"requirements_text\",\"quote\":\"Sophomore standing\"}],\"text\":\"Students must have reached sophomore standing.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"requirements_text\",\"quote\":\"satisfied Quantitative Reasoning (QR) A\"}],\"text\":\"Students must have satisfied the Quantitative Reasoning A requirement.\"}],\"search_phrases\":[\"data visualization\",\"data storytelling\",\"visualization software\",\"data analysis\",\"communication skills\",\"bias in data\",\"misrepresentation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"summarizing, analyzing and communicating about data\"}],\"text\":\"Summarizing, analyzing, and communicating data.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"hands-on experience with popular visualization software platforms\"}],\"text\":\"Using visualization software platforms.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"planning appropriate types of visualization(s) based on source data, audience, and goals\"}],\"text\":\"Planning visualizations based on data, audience, and goals.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"limitations and challenges in using data visualizations, including misrepresentation and bias\"}],\"text\":\"Identifying limitations, misrepresentation, and bias in visualizations.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"title\",\"quote\":\"DATA STORYTELLING WITH VISUALIZATION\"},{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"Introduction to data visualization including how and why visualization can be an effective tool for summarizing, analyzing and communicating about data\"}],\"text\":\"LIS 407 introduces data storytelling through visualization, teaching students to summarize, analyze, and communicate data effectively using software tools while addressing bias and limitations.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"data visualization\"}],\"text\":\"Data visualization.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"limitations and challenges in using data visualizations\"}],\"text\":\"Challenges and limitations of data visualizations.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"misrepresentation and bias\"}],\"text\":\"Misrepresentation and bias in data.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"visualization software platforms\"}],\"text\":\"Visualization software platforms.\"}]}","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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f","record_version_id":"ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"120e452e3cca8de788079ea1142bab8c6dbff4ce69d67f228bf1b78eeed52f16","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Xiang is a overall good teacher. You can tell he cares about the material learn and I actually learned a lot. You do have to put in some effort to really understand and get the concepts but the quizzes and assignments are easy if you go to class and follow the demonstrations in class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-12-11 23:13:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f03d02120bae1832076635fb\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"},{\"comment\":\"Good prof overall. His lectures weren't amazing or anything, but they got the job done. Would stay after class to help students/answer questions basically every time. Seems like a nice guy. Class was easy if you do your HW on time.L\",\"course_id\":\"LIS 407\",\"date\":\"2025-07-23 17:46:06 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"94d87a838ef4faf4bcedb28e\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"}],\"evidence_count\":2,\"review_ids\":[\"f03d02120bae1832076635fb\",\"94d87a838ef4faf4bcedb28e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3112044\",\"name\":\"Xiang Zheng\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"Instructors are described as caring and effective teachers who explain concepts well.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Xiang is a overall good teacher. You can tell he cares about the material learn and I actually learned a lot. You do have to put in some effort to really understand and get the concepts but the quizzes and assignments are easy if you go to class and follow the demonstrations in class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-12-11 23:13:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f03d02120bae1832076635fb\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"},{\"comment\":\"Good prof overall. His lectures weren't amazing or anything, but they got the job done. Would stay after class to help students/answer questions basically every time. Seems like a nice guy. Class was easy if you do your HW on time.L\",\"course_id\":\"LIS 407\",\"date\":\"2025-07-23 17:46:06 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"94d87a838ef4faf4bcedb28e\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"}],\"evidence_count\":2,\"review_ids\":[\"f03d02120bae1832076635fb\",\"94d87a838ef4faf4bcedb28e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3112044\",\"name\":\"Xiang Zheng\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"Quizzes and assignments are considered easy, especially if students attend class and follow demonstrations.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Good prof overall. His lectures weren't amazing or anything, but they got the job done. Would stay after class to help students/answer questions basically every time. Seems like a nice guy. Class was easy if you do your HW on time.L\",\"course_id\":\"LIS 407\",\"date\":\"2025-07-23 17:46:06 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"94d87a838ef4faf4bcedb28e\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"},{\"comment\":\"Xiang is a overall good teacher. You can tell he cares about the material learn and I actually learned a lot. You do have to put in some effort to really understand and get the concepts but the quizzes and assignments are easy if you go to class and follow the demonstrations in class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-12-11 23:13:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f03d02120bae1832076635fb\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"}],\"evidence_count\":2,\"review_ids\":[\"94d87a838ef4faf4bcedb28e\",\"f03d02120bae1832076635fb\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3112044\",\"name\":\"Xiang Zheng\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"The class is described as easy if homework is done on time, though some effort is required to understand concepts.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Jeff was awesome, good lectures and info for the class. A little repetitive when it came to assigned readings but the projects were unique and fun. Good class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-06-19 20:12:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"faaeebff81f02b109c602ffa\",\"instructor_id\":\"rmp:3108909\",\"instructor_name\":\"Jeffrey Kritzman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNDQ3NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3108909\"}],\"evidence_count\":1,\"review_ids\":[\"faaeebff81f02b109c602ffa\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3108909\",\"name\":\"Jeffrey Kritzman\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"Projects are noted as unique and fun.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Jeff was awesome, good lectures and info for the class. A little repetitive when it came to assigned readings but the projects were unique and fun. Good class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-06-19 20:12:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"faaeebff81f02b109c602ffa\",\"instructor_id\":\"rmp:3108909\",\"instructor_name\":\"Jeffrey Kritzman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNDQ3NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3108909\"},{\"comment\":\"Good prof overall. His lectures weren't amazing or anything, but they got the job done. Would stay after class to help students/answer questions basically every time. Seems like a nice guy. Class was easy if you do your HW on time.L\",\"course_id\":\"LIS 407\",\"date\":\"2025-07-23 17:46:06 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"94d87a838ef4faf4bcedb28e\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"},{\"comment\":\"Xiang is a overall good teacher. You can tell he cares about the material learn and I actually learned a lot. You do have to put in some effort to really understand and get the concepts but the quizzes and assignments are easy if you go to class and follow the demonstrations in class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-12-11 23:13:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f03d02120bae1832076635fb\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"}],\"evidence_count\":3,\"review_ids\":[\"faaeebff81f02b109c602ffa\",\"94d87a838ef4faf4bcedb28e\",\"f03d02120bae1832076635fb\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3108909\",\"name\":\"Jeffrey Kritzman\"},{\"id\":\"rmp:3112044\",\"name\":\"Xiang Zheng\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"Overall positive sentiment with instructors rated highly for quality and helpfulness.\"}]}","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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"fbeee5a53462579995bd6dbe1db31668b87acc4fafa967ff2b9ce2c3384ca8a0","record_version_id":"cf9cb83732d667848d698c423f0a341c64d9681c87814aba92d0c84eae7dc26a","job_id":"enrich-6556a505c10f448d98d02466","output_id":"4cc4db3deb77cdfee9ad6f7182b23ba2565a701cfffdd9d44959281a4c667803","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and satisfied Quantitative Reasoning (QR) A\",\"id\":\"root\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"satisfied Quantitative Reasoning (QR) A\",\"course\":null,\"evidence\":\"satisfied Quantitative Reasoning (QR) A\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"fbeee5a53462579995bd6dbe1db31668b87acc4fafa967ff2b9ce2c3384ca8a0","record_version_id":"cf9cb83732d667848d698c423f0a341c64d9681c87814aba92d0c84eae7dc26a","job_id":"enrich-6556a505c10f448d98d02466","output_id":"4cc4db3deb77cdfee9ad6f7182b23ba2565a701cfffdd9d44959281a4c667803","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"Instruction will include hands-on experience with popular visualization software platforms to develop visualizations and presentations.\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"label\":\"presentations\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Explain how and why visualization can be an effective tool for summarizing, analyzing and communicating about data\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"data storytelling with visualization\",\"effective data visualization tools\",\"limitations of data visualizations\",\"bias in data visualization\",\"planning visualization types\",\"visualization software platforms\",\"communicating about data\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Identify and choose appropriate software for creating visualizations\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Identify and choose appropriate software for creating visualizations\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Choose appropriate visualization types based on source data, audience, and goal\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Choose appropriate visualization types based on source data, audience, and goal\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"official_learning_outcomes\",\"outcome_index\":7,\"quote\":\"Critically analyze visualizations created by others for effectiveness and bias\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Critically analyze visualizations created by others for effectiveness and bias\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Design and develop informative and persuasive visualizations\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Design and develop informative and persuasive visualizations\"}],\"summary\":{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"title\",\"quote\":\"DATA STORYTELLING WITH VISUALIZATION\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"},{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"Introduction to data visualization including how and why visualization can be an effective tool for summarizing, analyzing and communicating about data\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Introduction to data visualization covering effective tools for summarizing and analyzing data, limitations, and planning visualizations using software platforms.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"limitations and challenges in using data visualizations, including misrepresentation and bias\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Limitations and challenges in using data visualizations, including misrepresentation and bias\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"planning appropriate types of visualization(s) based on source data, audience, and goals\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Planning appropriate types of visualization based on source data, audience, and goals\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"hands-on experience with popular visualization software platforms\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Hands-on experience with popular visualization software platforms\"}]}","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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"fbeee5a53462579995bd6dbe1db31668b87acc4fafa967ff2b9ce2c3384ca8a0","record_version_id":"cf9cb83732d667848d698c423f0a341c64d9681c87814aba92d0c84eae7dc26a","job_id":"enrich-6556a505c10f448d98d02466","output_id":"4cc4db3deb77cdfee9ad6f7182b23ba2565a701cfffdd9d44959281a4c667803","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Jeff was awesome, good lectures and info for the class. A little repetitive when it came to assigned readings but the projects were unique and fun. Good class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-06-19 20:12:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"faaeebff81f02b109c602ffa\",\"instructor_id\":\"rmp:3108909\",\"instructor_name\":\"Jeffrey Kritzman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNDQ3NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3108909\"}],\"evidence_count\":1,\"review_ids\":[\"faaeebff81f02b109c602ffa\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3108909\",\"name\":\"Jeffrey Kritzman\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:3108909\",\"summary\":\"Cited reviews praise Jeffrey Kritzman for good lectures and unique projects.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Good prof overall. His lectures weren't amazing or anything, but they got the job done. Would stay after class to help students/answer questions basically every time. Seems like a nice guy. Class was easy if you do your HW on time.L\",\"course_id\":\"LIS 407\",\"date\":\"2025-07-23 17:46:06 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"94d87a838ef4faf4bcedb28e\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"},{\"comment\":\"Xiang is a overall good teacher. You can tell he cares about the material learn and I actually learned a lot. You do have to put in some effort to really understand and get the concepts but the quizzes and assignments are easy if you go to class and follow the demonstrations in class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-12-11 23:13:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f03d02120bae1832076635fb\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"}],\"evidence_count\":2,\"review_ids\":[\"94d87a838ef4faf4bcedb28e\",\"f03d02120bae1832076635fb\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3112044\",\"name\":\"Xiang Zheng\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:3112044\",\"summary\":\"Cited reviews describe Xiang Zheng as a good teacher who helps students and ensures they learn concepts.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Good prof overall. His lectures weren't amazing or anything, but they got the job done. Would stay after class to help students/answer questions basically every time. Seems like a nice guy. Class was easy if you do your HW on time.L\",\"course_id\":\"LIS 407\",\"date\":\"2025-07-23 17:46:06 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"94d87a838ef4faf4bcedb28e\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"},{\"comment\":\"Xiang is a overall good teacher. You can tell he cares about the material learn and I actually learned a lot. You do have to put in some effort to really understand and get the concepts but the quizzes and assignments are easy if you go to class and follow the demonstrations in class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-12-11 23:13:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f03d02120bae1832076635fb\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"}],\"evidence_count\":2,\"review_ids\":[\"94d87a838ef4faf4bcedb28e\",\"f03d02120bae1832076635fb\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3112044\",\"name\":\"Xiang Zheng\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"neutral\",\"subject_instructor_id\":\"rmp:3112044\",\"summary\":\"Cited reviews note that the class with Xiang Zheng is easy if homework is done on time and quizzes are easy if students attend class.\"}]}","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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f","record_version_id":"ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc","job_id":"enrich-789789da373eecc1ff75f626","output_id":"3f8496acab13ac75fb5972d461e53b7c229d7b5f3e90585e9ea838bd82ed019b","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and satisfied Quantitative Reasoning (QR) A\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"satisfied Quantitative Reasoning (QR) A\",\"course\":null,\"evidence\":\"satisfied Quantitative Reasoning (QR) A\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f","record_version_id":"ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc","job_id":"enrich-789789da373eecc1ff75f626","output_id":"3f8496acab13ac75fb5972d461e53b7c229d7b5f3e90585e9ea838bd82ed019b","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"requirements_text\",\"quote\":\"Sophomore standing\"}],\"text\":\"Students must have reached sophomore standing.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"requirements_text\",\"quote\":\"satisfied Quantitative Reasoning (QR) A\"}],\"text\":\"Students must have satisfied the Quantitative Reasoning A requirement.\"}],\"search_phrases\":[\"data visualization\",\"data storytelling\",\"visualization software\",\"data analysis\",\"communication skills\",\"bias in data\",\"misrepresentation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"summarizing, analyzing and communicating about data\"}],\"text\":\"Summarizing, analyzing, and communicating data.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"hands-on experience with popular visualization software platforms\"}],\"text\":\"Using visualization software platforms.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"planning appropriate types of visualization(s) based on source data, audience, and goals\"}],\"text\":\"Planning visualizations based on data, audience, and goals.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"limitations and challenges in using data visualizations, including misrepresentation and bias\"}],\"text\":\"Identifying limitations, misrepresentation, and bias in visualizations.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"title\",\"quote\":\"DATA STORYTELLING WITH VISUALIZATION\"},{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"Introduction to data visualization including how and why visualization can be an effective tool for summarizing, analyzing and communicating about data\"}],\"text\":\"LIS 407 introduces data storytelling through visualization, teaching students to summarize, analyze, and communicate data effectively using software tools while addressing bias and limitations.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"data visualization\"}],\"text\":\"Data visualization.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"limitations and challenges in using data visualizations\"}],\"text\":\"Challenges and limitations of data visualizations.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"misrepresentation and bias\"}],\"text\":\"Misrepresentation and bias in data.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"visualization software platforms\"}],\"text\":\"Visualization software platforms.\"}]}","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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f","record_version_id":"ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc","job_id":"enrich-789789da373eecc1ff75f626","output_id":"3f8496acab13ac75fb5972d461e53b7c229d7b5f3e90585e9ea838bd82ed019b","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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f","record_version_id":"ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1b8ddd278f3063b84027de7ae9948eb75a5b42ab6bba70db46fc495bf7956dc4","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and satisfied Quantitative Reasoning (QR) A\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"satisfied Quantitative Reasoning (QR) A\",\"course\":null,\"evidence\":\"satisfied Quantitative Reasoning (QR) A\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f","record_version_id":"ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1b8ddd278f3063b84027de7ae9948eb75a5b42ab6bba70db46fc495bf7956dc4","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"requirements_text\",\"quote\":\"Sophomore standing\"}],\"text\":\"Students must have reached sophomore standing.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"requirements_text\",\"quote\":\"satisfied Quantitative Reasoning (QR) A\"}],\"text\":\"Students must have satisfied the Quantitative Reasoning A requirement.\"}],\"search_phrases\":[\"data visualization\",\"data storytelling\",\"visualization software\",\"data analysis\",\"communication skills\",\"bias in data\",\"misrepresentation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"summarizing, analyzing and communicating about data\"}],\"text\":\"Summarizing, analyzing, and communicating data.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"hands-on experience with popular visualization software platforms\"}],\"text\":\"Using visualization software platforms.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"planning appropriate types of visualization(s) based on source data, audience, and goals\"}],\"text\":\"Planning visualizations based on data, audience, and goals.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"limitations and challenges in using data visualizations, including misrepresentation and bias\"}],\"text\":\"Identifying limitations, misrepresentation, and bias in visualizations.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"title\",\"quote\":\"DATA STORYTELLING WITH VISUALIZATION\"},{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"Introduction to data visualization including how and why visualization can be an effective tool for summarizing, analyzing and communicating about data\"}],\"text\":\"LIS 407 introduces data storytelling through visualization, teaching students to summarize, analyze, and communicate data effectively using software tools while addressing bias and limitations.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"data visualization\"}],\"text\":\"Data visualization.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"limitations and challenges in using data visualizations\"}],\"text\":\"Challenges and limitations of data visualizations.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"misrepresentation and bias\"}],\"text\":\"Misrepresentation and bias in data.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"visualization software platforms\"}],\"text\":\"Visualization software platforms.\"}]}","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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f","record_version_id":"ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1b8ddd278f3063b84027de7ae9948eb75a5b42ab6bba70db46fc495bf7956dc4","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Xiang is a overall good teacher. You can tell he cares about the material learn and I actually learned a lot. You do have to put in some effort to really understand and get the concepts but the quizzes and assignments are easy if you go to class and follow the demonstrations in class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-12-11 23:13:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f03d02120bae1832076635fb\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"},{\"comment\":\"Good prof overall. His lectures weren't amazing or anything, but they got the job done. Would stay after class to help students/answer questions basically every time. Seems like a nice guy. Class was easy if you do your HW on time.L\",\"course_id\":\"LIS 407\",\"date\":\"2025-07-23 17:46:06 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"94d87a838ef4faf4bcedb28e\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"}],\"evidence_count\":2,\"review_ids\":[\"f03d02120bae1832076635fb\",\"94d87a838ef4faf4bcedb28e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3112044\",\"name\":\"Xiang Zheng\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"Instructors are described as caring and effective teachers who explain concepts well.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Xiang is a overall good teacher. You can tell he cares about the material learn and I actually learned a lot. You do have to put in some effort to really understand and get the concepts but the quizzes and assignments are easy if you go to class and follow the demonstrations in class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-12-11 23:13:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f03d02120bae1832076635fb\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"},{\"comment\":\"Good prof overall. His lectures weren't amazing or anything, but they got the job done. Would stay after class to help students/answer questions basically every time. Seems like a nice guy. Class was easy if you do your HW on time.L\",\"course_id\":\"LIS 407\",\"date\":\"2025-07-23 17:46:06 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"94d87a838ef4faf4bcedb28e\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"}],\"evidence_count\":2,\"review_ids\":[\"f03d02120bae1832076635fb\",\"94d87a838ef4faf4bcedb28e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3112044\",\"name\":\"Xiang Zheng\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"Quizzes and assignments are considered easy, especially if students attend class and follow demonstrations.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Good prof overall. His lectures weren't amazing or anything, but they got the job done. Would stay after class to help students/answer questions basically every time. Seems like a nice guy. Class was easy if you do your HW on time.L\",\"course_id\":\"LIS 407\",\"date\":\"2025-07-23 17:46:06 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"94d87a838ef4faf4bcedb28e\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"},{\"comment\":\"Xiang is a overall good teacher. You can tell he cares about the material learn and I actually learned a lot. You do have to put in some effort to really understand and get the concepts but the quizzes and assignments are easy if you go to class and follow the demonstrations in class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-12-11 23:13:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f03d02120bae1832076635fb\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"}],\"evidence_count\":2,\"review_ids\":[\"94d87a838ef4faf4bcedb28e\",\"f03d02120bae1832076635fb\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3112044\",\"name\":\"Xiang Zheng\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"The class is described as easy if homework is done on time, though some effort is required to understand concepts.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Jeff was awesome, good lectures and info for the class. A little repetitive when it came to assigned readings but the projects were unique and fun. Good class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-06-19 20:12:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"faaeebff81f02b109c602ffa\",\"instructor_id\":\"rmp:3108909\",\"instructor_name\":\"Jeffrey Kritzman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNDQ3NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3108909\"}],\"evidence_count\":1,\"review_ids\":[\"faaeebff81f02b109c602ffa\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3108909\",\"name\":\"Jeffrey Kritzman\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"Projects are noted as unique and fun.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Jeff was awesome, good lectures and info for the class. A little repetitive when it came to assigned readings but the projects were unique and fun. Good class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-06-19 20:12:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"faaeebff81f02b109c602ffa\",\"instructor_id\":\"rmp:3108909\",\"instructor_name\":\"Jeffrey Kritzman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNDQ3NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3108909\"},{\"comment\":\"Good prof overall. His lectures weren't amazing or anything, but they got the job done. Would stay after class to help students/answer questions basically every time. Seems like a nice guy. Class was easy if you do your HW on time.L\",\"course_id\":\"LIS 407\",\"date\":\"2025-07-23 17:46:06 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"94d87a838ef4faf4bcedb28e\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"},{\"comment\":\"Xiang is a overall good teacher. You can tell he cares about the material learn and I actually learned a lot. You do have to put in some effort to really understand and get the concepts but the quizzes and assignments are easy if you go to class and follow the demonstrations in class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-12-11 23:13:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f03d02120bae1832076635fb\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"}],\"evidence_count\":3,\"review_ids\":[\"faaeebff81f02b109c602ffa\",\"94d87a838ef4faf4bcedb28e\",\"f03d02120bae1832076635fb\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3108909\",\"name\":\"Jeffrey Kritzman\"},{\"id\":\"rmp:3112044\",\"name\":\"Xiang Zheng\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"Overall positive sentiment with instructors rated highly for quality and helpfulness.\"}]}","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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f","record_version_id":"ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1b8ddd278f3063b84027de7ae9948eb75a5b42ab6bba70db46fc495bf7956dc4","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"346b32416c3e0514e7e0e470f9df8f18f56945434393a0d891326f61719bd4f1\",\"course_id\":\"LIS 407\",\"current_instructors\":[{\"instructor_uid\":\"instructor_dcca9dbcfba830c2f365d283\",\"message\":\"No course-specific reviews available\",\"name\":\"Chaoqun Ni\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 3.48 GPA, 75.0% A/AB (n=24 letter grades); Spring 2024: 3.69 GPA, 83.3% A/AB (n=42 letter grades); Fall 2025: 3.66 GPA, 86.0% A/AB (n=86 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_08ac4c2d19c02ccab77b7630\",\"message\":\"No course-specific reviews available\",\"name\":\"Jialin Liu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.65 GPA, 81.4% A/AB (n=86 letter grades); Fall 2025: 3.66 GPA, 86.0% A/AB (n=86 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.64 GPA, 82.0% A/AB (n=128 letter grades); Fall 2025: 3.57 GPA, 82.1% A/AB (n=156 letter grades); Spring 2026: 3.43 GPA, 73.6% A/AB (n=121 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"CHAOQUN NI is recorded teaching in Spring 2023, Spring 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"JEFF KRITZMAN is recorded teaching in Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"JIALIN LIU is recorded teaching in Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"XIANG ZHENG is recorded teaching in Fall 2024, Spring 2025, Fall 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":"[{\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f","record_version_id":"ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"d96e6d8e726fd2eeed19323116a8d68aa830e02889173f7ace096f4a591b6cfc","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and satisfied Quantitative Reasoning (QR) A\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"satisfied Quantitative Reasoning (QR) A\",\"course\":null,\"evidence\":\"satisfied Quantitative Reasoning (QR) A\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f","record_version_id":"ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"d96e6d8e726fd2eeed19323116a8d68aa830e02889173f7ace096f4a591b6cfc","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"requirements_text\",\"quote\":\"Sophomore standing\"}],\"text\":\"Students must have reached sophomore standing.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"requirements_text\",\"quote\":\"satisfied Quantitative Reasoning (QR) A\"}],\"text\":\"Students must have satisfied the Quantitative Reasoning A requirement.\"}],\"search_phrases\":[\"data visualization\",\"data storytelling\",\"visualization software\",\"data analysis\",\"communication skills\",\"bias in data\",\"misrepresentation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"summarizing, analyzing and communicating about data\"}],\"text\":\"Summarizing, analyzing, and communicating data.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"hands-on experience with popular visualization software platforms\"}],\"text\":\"Using visualization software platforms.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"planning appropriate types of visualization(s) based on source data, audience, and goals\"}],\"text\":\"Planning visualizations based on data, audience, and goals.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"limitations and challenges in using data visualizations, including misrepresentation and bias\"}],\"text\":\"Identifying limitations, misrepresentation, and bias in visualizations.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"title\",\"quote\":\"DATA STORYTELLING WITH VISUALIZATION\"},{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"Introduction to data visualization including how and why visualization can be an effective tool for summarizing, analyzing and communicating about data\"}],\"text\":\"LIS 407 introduces data storytelling through visualization, teaching students to summarize, analyze, and communicate data effectively using software tools while addressing bias and limitations.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"data visualization\"}],\"text\":\"Data visualization.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"limitations and challenges in using data visualizations\"}],\"text\":\"Challenges and limitations of data visualizations.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"misrepresentation and bias\"}],\"text\":\"Misrepresentation and bias in data.\"},{\"evidence\":[{\"course_id\":\"LIS 407\",\"field\":\"description\",\"quote\":\"visualization software platforms\"}],\"text\":\"Visualization software platforms.\"}]}","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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f","record_version_id":"ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"d96e6d8e726fd2eeed19323116a8d68aa830e02889173f7ace096f4a591b6cfc","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Xiang is a overall good teacher. You can tell he cares about the material learn and I actually learned a lot. You do have to put in some effort to really understand and get the concepts but the quizzes and assignments are easy if you go to class and follow the demonstrations in class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-12-11 23:13:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f03d02120bae1832076635fb\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"},{\"comment\":\"Good prof overall. His lectures weren't amazing or anything, but they got the job done. Would stay after class to help students/answer questions basically every time. Seems like a nice guy. Class was easy if you do your HW on time.L\",\"course_id\":\"LIS 407\",\"date\":\"2025-07-23 17:46:06 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"94d87a838ef4faf4bcedb28e\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"}],\"evidence_count\":2,\"review_ids\":[\"f03d02120bae1832076635fb\",\"94d87a838ef4faf4bcedb28e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3112044\",\"name\":\"Xiang Zheng\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"Instructors are described as caring and effective teachers who explain concepts well.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Xiang is a overall good teacher. You can tell he cares about the material learn and I actually learned a lot. You do have to put in some effort to really understand and get the concepts but the quizzes and assignments are easy if you go to class and follow the demonstrations in class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-12-11 23:13:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f03d02120bae1832076635fb\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"},{\"comment\":\"Good prof overall. His lectures weren't amazing or anything, but they got the job done. Would stay after class to help students/answer questions basically every time. Seems like a nice guy. Class was easy if you do your HW on time.L\",\"course_id\":\"LIS 407\",\"date\":\"2025-07-23 17:46:06 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"94d87a838ef4faf4bcedb28e\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"}],\"evidence_count\":2,\"review_ids\":[\"f03d02120bae1832076635fb\",\"94d87a838ef4faf4bcedb28e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3112044\",\"name\":\"Xiang Zheng\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"Quizzes and assignments are considered easy, especially if students attend class and follow demonstrations.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Good prof overall. His lectures weren't amazing or anything, but they got the job done. Would stay after class to help students/answer questions basically every time. Seems like a nice guy. Class was easy if you do your HW on time.L\",\"course_id\":\"LIS 407\",\"date\":\"2025-07-23 17:46:06 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"94d87a838ef4faf4bcedb28e\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"},{\"comment\":\"Xiang is a overall good teacher. You can tell he cares about the material learn and I actually learned a lot. You do have to put in some effort to really understand and get the concepts but the quizzes and assignments are easy if you go to class and follow the demonstrations in class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-12-11 23:13:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f03d02120bae1832076635fb\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"}],\"evidence_count\":2,\"review_ids\":[\"94d87a838ef4faf4bcedb28e\",\"f03d02120bae1832076635fb\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3112044\",\"name\":\"Xiang Zheng\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"The class is described as easy if homework is done on time, though some effort is required to understand concepts.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Jeff was awesome, good lectures and info for the class. A little repetitive when it came to assigned readings but the projects were unique and fun. Good class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-06-19 20:12:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"faaeebff81f02b109c602ffa\",\"instructor_id\":\"rmp:3108909\",\"instructor_name\":\"Jeffrey Kritzman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNDQ3NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3108909\"}],\"evidence_count\":1,\"review_ids\":[\"faaeebff81f02b109c602ffa\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3108909\",\"name\":\"Jeffrey Kritzman\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"Projects are noted as unique and fun.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Jeff was awesome, good lectures and info for the class. A little repetitive when it came to assigned readings but the projects were unique and fun. Good class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-06-19 20:12:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"faaeebff81f02b109c602ffa\",\"instructor_id\":\"rmp:3108909\",\"instructor_name\":\"Jeffrey Kritzman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNDQ3NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3108909\"},{\"comment\":\"Good prof overall. His lectures weren't amazing or anything, but they got the job done. Would stay after class to help students/answer questions basically every time. Seems like a nice guy. Class was easy if you do your HW on time.L\",\"course_id\":\"LIS 407\",\"date\":\"2025-07-23 17:46:06 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"94d87a838ef4faf4bcedb28e\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"},{\"comment\":\"Xiang is a overall good teacher. You can tell he cares about the material learn and I actually learned a lot. You do have to put in some effort to really understand and get the concepts but the quizzes and assignments are easy if you go to class and follow the demonstrations in class.\",\"course_id\":\"LIS 407\",\"date\":\"2025-12-11 23:13:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f03d02120bae1832076635fb\",\"instructor_id\":\"rmp:3112044\",\"instructor_name\":\"Xiang Zheng\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\"}],\"evidence_count\":3,\"review_ids\":[\"faaeebff81f02b109c602ffa\",\"94d87a838ef4faf4bcedb28e\",\"f03d02120bae1832076635fb\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3108909\",\"name\":\"Jeffrey Kritzman\"},{\"id\":\"rmp:3112044\",\"name\":\"Xiang Zheng\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"Overall positive sentiment with instructors rated highly for quality and helpfulness.\"}]}","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_26a3253bb559893e7f2e983f","course_id":"LIS 407","catalog_version_id":"3cfeb68a743c3901c18697899514b82b613b25f5652aa0fce6c28c34e73a6b9f","record_version_id":"ae8aa1ed9d2065aa378d43049523544d8848f6b10d53aaf5109060dc15ffd0bc","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"d96e6d8e726fd2eeed19323116a8d68aa830e02889173f7ace096f4a591b6cfc","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"346b32416c3e0514e7e0e470f9df8f18f56945434393a0d891326f61719bd4f1\",\"course_id\":\"LIS 407\",\"current_instructors\":[{\"instructor_uid\":\"instructor_dcca9dbcfba830c2f365d283\",\"message\":\"No course-specific reviews available\",\"name\":\"Chaoqun Ni\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 3.48 GPA, 75.0% A/AB (n=24 letter grades); Spring 2024: 3.69 GPA, 83.3% A/AB (n=42 letter grades); Fall 2025: 3.66 GPA, 86.0% A/AB (n=86 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_08ac4c2d19c02ccab77b7630\",\"message\":\"No course-specific reviews available\",\"name\":\"Jialin Liu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.65 GPA, 81.4% A/AB (n=86 letter grades); Fall 2025: 3.66 GPA, 86.0% A/AB (n=86 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Xiang Zheng\",\"review_date\":\"2025-07-23 17:46:06 +0000 UTC\",\"review_id\":\"94d87a838ef4faf4bcedb28e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3112044\",\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\",\"type\":\"review\"},{\"instructor_name\":\"Xiang Zheng\",\"review_date\":\"2025-12-11 23:13:30 +0000 UTC\",\"review_id\":\"f03d02120bae1832076635fb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3112044\",\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\",\"type\":\"review\"}],\"text\":\"Historical reviews of Xiang Zheng: Workload is manageable if students complete homework on time and attend class to follow demonstrations, though understanding concepts requires effort.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Jeffrey Kritzman\",\"review_date\":\"2025-06-19 20:12:31 +0000 UTC\",\"review_id\":\"faaeebff81f02b109c602ffa\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3108909\",\"source_review_id\":\"UmF0aW5nLTQxNDQ3NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3108909\",\"type\":\"review\"},{\"instructor_name\":\"Xiang Zheng\",\"review_date\":\"2025-07-23 17:46:06 +0000 UTC\",\"review_id\":\"94d87a838ef4faf4bcedb28e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3112044\",\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\",\"type\":\"review\"},{\"instructor_name\":\"Xiang Zheng\",\"review_date\":\"2025-12-11 23:13:30 +0000 UTC\",\"review_id\":\"f03d02120bae1832076635fb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3112044\",\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\",\"type\":\"review\"}],\"text\":\"No reviews exist for current instructors Chaoqun Ni or Jialin Liu. Historical reviews for Jeffrey Kritzman and Xiang Zheng describe generally positive experiences with clear instruction and helpfulness, though Kritzman was noted as repetitive with readings.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Jeffrey Kritzman\",\"review_date\":\"2025-06-19 20:12:31 +0000 UTC\",\"review_id\":\"faaeebff81f02b109c602ffa\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3108909\",\"source_review_id\":\"UmF0aW5nLTQxNDQ3NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3108909\",\"type\":\"review\"},{\"instructor_name\":\"Xiang Zheng\",\"review_date\":\"2025-07-23 17:46:06 +0000 UTC\",\"review_id\":\"94d87a838ef4faf4bcedb28e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3112044\",\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\",\"type\":\"review\"},{\"instructor_name\":\"Xiang Zheng\",\"review_date\":\"2025-12-11 23:13:30 +0000 UTC\",\"review_id\":\"f03d02120bae1832076635fb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3112044\",\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\",\"type\":\"review\"}],\"text\":\"Historical reviews describe the course as easy and enjoyable, with supportive instructors and engaging projects, though some note repetitive readings.\"},{\"citations\":[{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.64 GPA, 82.0% A/AB (n=128 letter grades); Fall 2025: 3.57 GPA, 82.1% A/AB (n=156 letter grades); Spring 2026: 3.43 GPA, 73.6% A/AB (n=121 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Jeffrey Kritzman\",\"review_date\":\"2025-06-19 20:12:31 +0000 UTC\",\"review_id\":\"faaeebff81f02b109c602ffa\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3108909\",\"source_review_id\":\"UmF0aW5nLTQxNDQ3NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3108909\",\"type\":\"review\"},{\"instructor_name\":\"Xiang Zheng\",\"review_date\":\"2025-07-23 17:46:06 +0000 UTC\",\"review_id\":\"94d87a838ef4faf4bcedb28e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3112044\",\"source_review_id\":\"UmF0aW5nLTQxNTE5MzUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\",\"type\":\"review\"},{\"instructor_name\":\"Xiang Zheng\",\"review_date\":\"2025-12-11 23:13:30 +0000 UTC\",\"review_id\":\"f03d02120bae1832076635fb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3112044\",\"source_review_id\":\"UmF0aW5nLTQyMTkxMDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3112044\",\"type\":\"review\"}],\"text\":\"Historical reviews of Jeffrey Kritzman, Xiang Zheng: Students appreciate unique projects and instructors who stay after class to answer questions, though one reviewer found assigned readings repetitive.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"CHAOQUN NI is recorded teaching in Spring 2023, Spring 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"JEFF KRITZMAN is recorded teaching in Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"JIALIN LIU is recorded teaching in Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"LIS 407\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"source_record\":{\"entity_id\":\"c43ebee5-1a95-3f09-b9fc-16e53243b128\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"XIANG ZHENG is recorded teaching in Fall 2024, Spring 2025, Fall 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}]