[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_8214996fc52725b395e03e78","course_id":"INFOSYS 352","catalog_version_id":"bd1595fbed57acea86dfba249707839fa2fa0d21aa6909a660582692c04fb815","record_version_id":"2c184252332e18dbf367140ec096fd9f49fed38c2e3b48819cb7dafa1364e19d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a205aedcecdf7cbdf402305bc0180ff9e9ba7dc7604b6435d7f5d06d7824cfa6","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","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_8214996fc52725b395e03e78","course_id":"INFOSYS 352","catalog_version_id":"bd1595fbed57acea86dfba249707839fa2fa0d21aa6909a660582692c04fb815","record_version_id":"2c184252332e18dbf367140ec096fd9f49fed38c2e3b48819cb7dafa1364e19d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a205aedcecdf7cbdf402305bc0180ff9e9ba7dc7604b6435d7f5d06d7824cfa6","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[],\"search_phrases\":[\"digital strategy\",\"emerging information systems\",\"platforms and online markets\",\"artificial intelligence business analytics\",\"technology consulting\",\"digitization investment\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Recognize emerging technologies in information systems and their underlying economic concepts.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Recognizing emerging information system technologies and their economic concepts\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Analyze industry examples of corporate strategies to best adopt, implement, maintain and grow investments in digitization.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Analyzing corporate strategies for adopting, implementing, maintaining, and growing digitization investments\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Communicate the technical, social, and economic implications of digital technology investment effectively.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Communicating technical, social, and economic implications of digital technology investment\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Identify and evaluate reliable information and data sources for advances in digital technologies.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Identifying and evaluating reliable information and data sources for digital technology advances\"}],\"summary\":{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"title\",\"quote\":\"DIGITAL STRATEGY\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"},{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Focus on the economic and technical concepts behind emerging information systems. Industry cases covering platforms, online markets, artificial intelligence, and business analytics. Caters to interests in technology consulting.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Digital Strategy covers economic and technical concepts of emerging information systems using industry cases on platforms, online markets, AI, and business analytics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Focus on the economic and technical concepts behind emerging information systems.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Economic and technical concepts of emerging information systems\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Industry cases covering platforms, online markets, artificial intelligence, and business analytics.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Platforms, online markets, artificial intelligence, and business analytics\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Caters to interests in technology consulting.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Technology consulting applications\"}]}","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_8214996fc52725b395e03e78","course_id":"INFOSYS 352","catalog_version_id":"bd1595fbed57acea86dfba249707839fa2fa0d21aa6909a660582692c04fb815","record_version_id":"2c184252332e18dbf367140ec096fd9f49fed38c2e3b48819cb7dafa1364e19d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a205aedcecdf7cbdf402305bc0180ff9e9ba7dc7604b6435d7f5d06d7824cfa6","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_8214996fc52725b395e03e78","course_id":"INFOSYS 352","catalog_version_id":"bd1595fbed57acea86dfba249707839fa2fa0d21aa6909a660582692c04fb815","record_version_id":"2c184252332e18dbf367140ec096fd9f49fed38c2e3b48819cb7dafa1364e19d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a205aedcecdf7cbdf402305bc0180ff9e9ba7dc7604b6435d7f5d06d7824cfa6","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"12fc2a6c7fff01ea9761d08361a691d8785810d0fcbcdd34fb8a9578490ced04\",\"course_id\":\"INFOSYS 352\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"INFOSYS 352\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"318d626f-b39f-3181-8bde-be9215351b35\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 352\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"318d626f-b39f-3181-8bde-be9215351b35\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.79 GPA, 88.9% A/AB (n=36 letter grades); Fall 2025: 3.86 GPA, 97.1% A/AB (n=35 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[],\"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_8214996fc52725b395e03e78","course_id":"INFOSYS 352","catalog_version_id":"bd2ef5724bfc3852f78b3ae4acdfa79295844670d0effdc0645601fb49bf411c","record_version_id":"6333547250ac85bc36481450f7444c87a6d789a98c8f99b4fd921e9a9594a60d","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"17a554bdbcfb75e6e460e0c0383319adf47a66960372f8d2d329d3c35999dc7e","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","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_8214996fc52725b395e03e78","course_id":"INFOSYS 352","catalog_version_id":"bd2ef5724bfc3852f78b3ae4acdfa79295844670d0effdc0645601fb49bf411c","record_version_id":"6333547250ac85bc36481450f7444c87a6d789a98c8f99b4fd921e9a9594a60d","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"17a554bdbcfb75e6e460e0c0383319adf47a66960372f8d2d329d3c35999dc7e","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"digital strategy course\",\"information systems economics\",\"technology consulting background\",\"AI business analytics course\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Focus on the economic and technical concepts behind emerging information systems\"}],\"text\":\"Understanding economic and technical concepts of information systems\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Industry cases covering platforms, online markets, artificial intelligence, and business analytics\"}],\"text\":\"Analyzing industry cases in platforms, online markets, AI, and business analytics\"}],\"summary\":{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"title\",\"quote\":\"DIGITAL STRATEGY\"},{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Focus on the economic and technical concepts behind emerging information systems\"}],\"text\":\"DIGITAL STRATEGY focuses on the economic and technical concepts behind emerging information systems through industry cases.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Industry cases covering platforms, online markets, artificial intelligence, and business analytics\"}],\"text\":\"Platforms and online markets\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Industry cases covering platforms, online markets, artificial intelligence, and business analytics\"}],\"text\":\"Artificial intelligence and business analytics\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Caters to interests in technology consulting\"}],\"text\":\"Technology consulting\"}]}","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_8214996fc52725b395e03e78","course_id":"INFOSYS 352","catalog_version_id":"bd2ef5724bfc3852f78b3ae4acdfa79295844670d0effdc0645601fb49bf411c","record_version_id":"6333547250ac85bc36481450f7444c87a6d789a98c8f99b4fd921e9a9594a60d","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"17a554bdbcfb75e6e460e0c0383319adf47a66960372f8d2d329d3c35999dc7e","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_8214996fc52725b395e03e78","course_id":"INFOSYS 352","catalog_version_id":"bd2ef5724bfc3852f78b3ae4acdfa79295844670d0effdc0645601fb49bf411c","record_version_id":"6333547250ac85bc36481450f7444c87a6d789a98c8f99b4fd921e9a9594a60d","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"0871572102682b26e7ffaac2bead928d7a3a0a41fd7466f040e67e2c2d5902cc","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","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_8214996fc52725b395e03e78","course_id":"INFOSYS 352","catalog_version_id":"bd2ef5724bfc3852f78b3ae4acdfa79295844670d0effdc0645601fb49bf411c","record_version_id":"6333547250ac85bc36481450f7444c87a6d789a98c8f99b4fd921e9a9594a60d","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"0871572102682b26e7ffaac2bead928d7a3a0a41fd7466f040e67e2c2d5902cc","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"digital strategy course\",\"information systems economics\",\"technology consulting background\",\"AI business analytics course\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Focus on the economic and technical concepts behind emerging information systems\"}],\"text\":\"Understanding economic and technical concepts of information systems\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Industry cases covering platforms, online markets, artificial intelligence, and business analytics\"}],\"text\":\"Analyzing industry cases in platforms, online markets, AI, and business analytics\"}],\"summary\":{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"title\",\"quote\":\"DIGITAL STRATEGY\"},{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Focus on the economic and technical concepts behind emerging information systems\"}],\"text\":\"DIGITAL STRATEGY focuses on the economic and technical concepts behind emerging information systems through industry cases.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Industry cases covering platforms, online markets, artificial intelligence, and business analytics\"}],\"text\":\"Platforms and online markets\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Industry cases covering platforms, online markets, artificial intelligence, and business analytics\"}],\"text\":\"Artificial intelligence and business analytics\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Caters to interests in technology consulting\"}],\"text\":\"Technology consulting\"}]}","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_8214996fc52725b395e03e78","course_id":"INFOSYS 352","catalog_version_id":"bd2ef5724bfc3852f78b3ae4acdfa79295844670d0effdc0645601fb49bf411c","record_version_id":"6333547250ac85bc36481450f7444c87a6d789a98c8f99b4fd921e9a9594a60d","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"0871572102682b26e7ffaac2bead928d7a3a0a41fd7466f040e67e2c2d5902cc","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_8214996fc52725b395e03e78","course_id":"INFOSYS 352","catalog_version_id":"bd1595fbed57acea86dfba249707839fa2fa0d21aa6909a660582692c04fb815","record_version_id":"2c184252332e18dbf367140ec096fd9f49fed38c2e3b48819cb7dafa1364e19d","job_id":"enrich-6556a505c10f448d98d02466","output_id":"b75a284ebec71401a1ca818b69a1fd071e124a435ed3c38ec105cded8f12b88d","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","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_8214996fc52725b395e03e78","course_id":"INFOSYS 352","catalog_version_id":"bd1595fbed57acea86dfba249707839fa2fa0d21aa6909a660582692c04fb815","record_version_id":"2c184252332e18dbf367140ec096fd9f49fed38c2e3b48819cb7dafa1364e19d","job_id":"enrich-6556a505c10f448d98d02466","output_id":"b75a284ebec71401a1ca818b69a1fd071e124a435ed3c38ec105cded8f12b88d","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[],\"search_phrases\":[\"digital strategy\",\"emerging information systems\",\"platforms and online markets\",\"artificial intelligence business analytics\",\"technology consulting\",\"digitization investment\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Recognize emerging technologies in information systems and their underlying economic concepts.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Recognizing emerging information system technologies and their economic concepts\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Analyze industry examples of corporate strategies to best adopt, implement, maintain and grow investments in digitization.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Analyzing corporate strategies for adopting, implementing, maintaining, and growing digitization investments\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Communicate the technical, social, and economic implications of digital technology investment effectively.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Communicating technical, social, and economic implications of digital technology investment\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Identify and evaluate reliable information and data sources for advances in digital technologies.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Identifying and evaluating reliable information and data sources for digital technology advances\"}],\"summary\":{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"title\",\"quote\":\"DIGITAL STRATEGY\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"},{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Focus on the economic and technical concepts behind emerging information systems. Industry cases covering platforms, online markets, artificial intelligence, and business analytics. Caters to interests in technology consulting.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Digital Strategy covers economic and technical concepts of emerging information systems using industry cases on platforms, online markets, AI, and business analytics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Focus on the economic and technical concepts behind emerging information systems.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Economic and technical concepts of emerging information systems\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Industry cases covering platforms, online markets, artificial intelligence, and business analytics.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Platforms, online markets, artificial intelligence, and business analytics\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Caters to interests in technology consulting.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Technology consulting applications\"}]}","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_8214996fc52725b395e03e78","course_id":"INFOSYS 352","catalog_version_id":"bd1595fbed57acea86dfba249707839fa2fa0d21aa6909a660582692c04fb815","record_version_id":"2c184252332e18dbf367140ec096fd9f49fed38c2e3b48819cb7dafa1364e19d","job_id":"enrich-6556a505c10f448d98d02466","output_id":"b75a284ebec71401a1ca818b69a1fd071e124a435ed3c38ec105cded8f12b88d","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_8214996fc52725b395e03e78","course_id":"INFOSYS 352","catalog_version_id":"bd2ef5724bfc3852f78b3ae4acdfa79295844670d0effdc0645601fb49bf411c","record_version_id":"6333547250ac85bc36481450f7444c87a6d789a98c8f99b4fd921e9a9594a60d","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"87e825809b4f2336f318304d91c407098d3f3365c6ed00beb55ae7a339b5b60b","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","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_8214996fc52725b395e03e78","course_id":"INFOSYS 352","catalog_version_id":"bd2ef5724bfc3852f78b3ae4acdfa79295844670d0effdc0645601fb49bf411c","record_version_id":"6333547250ac85bc36481450f7444c87a6d789a98c8f99b4fd921e9a9594a60d","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"87e825809b4f2336f318304d91c407098d3f3365c6ed00beb55ae7a339b5b60b","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"digital strategy course\",\"information systems economics\",\"technology consulting background\",\"AI business analytics course\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Focus on the economic and technical concepts behind emerging information systems\"}],\"text\":\"Understanding economic and technical concepts of information systems\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Industry cases covering platforms, online markets, artificial intelligence, and business analytics\"}],\"text\":\"Analyzing industry cases in platforms, online markets, AI, and business analytics\"}],\"summary\":{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"title\",\"quote\":\"DIGITAL STRATEGY\"},{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Focus on the economic and technical concepts behind emerging information systems\"}],\"text\":\"DIGITAL STRATEGY focuses on the economic and technical concepts behind emerging information systems through industry cases.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Industry cases covering platforms, online markets, artificial intelligence, and business analytics\"}],\"text\":\"Platforms and online markets\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Industry cases covering platforms, online markets, artificial intelligence, and business analytics\"}],\"text\":\"Artificial intelligence and business analytics\"},{\"evidence\":[{\"course_id\":\"INFOSYS 352\",\"field\":\"description\",\"quote\":\"Caters to interests in technology consulting\"}],\"text\":\"Technology consulting\"}]}","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_8214996fc52725b395e03e78","course_id":"INFOSYS 352","catalog_version_id":"bd2ef5724bfc3852f78b3ae4acdfa79295844670d0effdc0645601fb49bf411c","record_version_id":"6333547250ac85bc36481450f7444c87a6d789a98c8f99b4fd921e9a9594a60d","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"87e825809b4f2336f318304d91c407098d3f3365c6ed00beb55ae7a339b5b60b","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_8214996fc52725b395e03e78","course_id":"INFOSYS 352","catalog_version_id":"bd2ef5724bfc3852f78b3ae4acdfa79295844670d0effdc0645601fb49bf411c","record_version_id":"6333547250ac85bc36481450f7444c87a6d789a98c8f99b4fd921e9a9594a60d","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"87e825809b4f2336f318304d91c407098d3f3365c6ed00beb55ae7a339b5b60b","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"2c31d4cbebb994f1cbc37b395da9787ca3545b2cefbf665104747d87f38d6d6c\",\"course_id\":\"INFOSYS 352\",\"current_instructors\":[{\"instructor_uid\":\"instructor_2d69196a8807e1bdda68b80b\",\"message\":\"No course-specific reviews available\",\"name\":\"Yash Babar\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"INFOSYS 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"318d626f-b39f-3181-8bde-be9215351b35\",\"source_record\":{\"entity_id\":\"318d626f-b39f-3181-8bde-be9215351b35\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"318d626f-b39f-3181-8bde-be9215351b35\",\"source_record\":{\"entity_id\":\"318d626f-b39f-3181-8bde-be9215351b35\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.79 GPA, 88.9% A/AB (n=36 letter grades); Fall 2025: 3.86 GPA, 97.1% A/AB (n=35 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"INFOSYS 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"318d626f-b39f-3181-8bde-be9215351b35\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"318d626f-b39f-3181-8bde-be9215351b35\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.79 GPA, 88.9% A/AB (n=36 letter grades); Fall 2025: 3.86 GPA, 97.1% A/AB (n=35 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"INFOSYS 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"318d626f-b39f-3181-8bde-be9215351b35\",\"source_record\":{\"entity_id\":\"318d626f-b39f-3181-8bde-be9215351b35\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"318d626f-b39f-3181-8bde-be9215351b35\",\"source_record\":{\"entity_id\":\"318d626f-b39f-3181-8bde-be9215351b35\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"YASH BABAR is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]