[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_91bd4d91017f3af8020f0e24","course_id":"EPD 731","catalog_version_id":"4c1832b855cadc66d366abbf3754443c1844e4441870b845e60107deb6a4003f","record_version_id":"ba3539b2bc3cf8276ab843173cb0bd5bdbaa3baf009ecb549e295586ac698c20","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"b3199e2185448c282f218465bd4444cebb50ec108bcece1c893df5436110e63f","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"root\",\"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_91bd4d91017f3af8020f0e24","course_id":"EPD 731","catalog_version_id":"4c1832b855cadc66d366abbf3754443c1844e4441870b845e60107deb6a4003f","record_version_id":"ba3539b2bc3cf8276ab843173cb0bd5bdbaa3baf009ecb549e295586ac698c20","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"b3199e2185448c282f218465bd4444cebb50ec108bcece1c893df5436110e63f","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Create an energy model to simulate building energy performance\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"},{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Zero energy building concepts, energy modeling, and energy benchmarking are also covered.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"building energy efficiency\",\"energy use in buildings\",\"heating and cooling loads\",\"psychrometrics\",\"building envelope principles\",\"ventilation indoor air quality\",\"zero energy building concepts\",\"energy modeling\",\"energy benchmarking\",\"existing building operation\",\"new building design planning\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Identify energy end-uses in commercial and residential buildings\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Identifying energy end-uses in commercial and residential buildings\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Describe the purpose and operation of energy-using building systems\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Describing the purpose and operation of energy-using building systems\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Create an energy model to simulate building energy performance\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Creating energy models to simulate building energy performance\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Calculate the impact of energy efficiency options\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Calculating the impact of energy efficiency options\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Use energy benchmarking tools such as Energy Star Target Finder\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Using energy benchmarking tools such as Energy Star Target Finder\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Analyze the causes of and solutions for the sustainability challenge of excessive energy use in commercial and residential buildings\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Analyzing causes and solutions for excessive energy use in buildings\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Analyze sustainability issues and/or practices using a systems-based approach to identify opportunities for energy efficiency while maintaining human health\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Applying a systems-based approach to analyze sustainability issues and energy efficiency opportunities\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"title\",\"quote\":\"ENERGY EFFICIENCY IN BUILDINGS\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"},{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Core principles of energy use and efficiency in the building sector (residential, commercial, institutional buildings.) Factors that influence energy demand (design, equipment, controls, operation, maintenance). Review of engineering fundamentals of heat transfer, heating and cooling loads, psychrometrics. Topics include building envelope principles (climate, orientation, materials, massing), heating and cooling systems, ventilation indoor air quality, plumbing water heating, lighting daylighting, and internal energy uses (plug loads, equipment). Zero energy building concepts, energy modeling, and energy benchmarking are also covered. Applications include existing building operation and improvement, and new building design and planning.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Covers core principles of energy use and efficiency in residential, commercial, and institutional buildings, including heat transfer, HVAC, envelope, zero energy concepts, and energy modeling.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Review of engineering fundamentals of heat transfer, heating and cooling loads, psychrometrics.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Heat transfer, heating and cooling loads, and psychrometrics\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Topics include building envelope principles (climate, orientation, materials, massing), heating and cooling systems, ventilation indoor air quality, plumbing water heating, lighting daylighting, and internal energy uses (plug loads, equipment).\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Building envelope, HVAC systems, ventilation, IAQ, plumbing, lighting, and internal energy uses\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Zero energy building concepts, energy modeling, and energy benchmarking are also covered.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Zero energy building concepts, energy modeling, and energy benchmarking\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Applications include existing building operation and improvement, and new building design and planning.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Existing building operation/improvement and new building design/planning\"}]}","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_91bd4d91017f3af8020f0e24","course_id":"EPD 731","catalog_version_id":"4c1832b855cadc66d366abbf3754443c1844e4441870b845e60107deb6a4003f","record_version_id":"ba3539b2bc3cf8276ab843173cb0bd5bdbaa3baf009ecb549e295586ac698c20","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"b3199e2185448c282f218465bd4444cebb50ec108bcece1c893df5436110e63f","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_91bd4d91017f3af8020f0e24","course_id":"EPD 731","catalog_version_id":"4c1832b855cadc66d366abbf3754443c1844e4441870b845e60107deb6a4003f","record_version_id":"ba3539b2bc3cf8276ab843173cb0bd5bdbaa3baf009ecb549e295586ac698c20","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"b3199e2185448c282f218465bd4444cebb50ec108bcece1c893df5436110e63f","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"7002c3c23f210d181c85f277957d5e138bb33f9bdefbf961bd93a0d33cd466d3\",\"course_id\":\"EPD 731\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"EPD 731\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"93718419-dea4-31c4-becf-45bcf0e20699\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"EPD 731\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"93718419-dea4-31c4-becf-45bcf0e20699\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"EPD 731\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"93718419-dea4-31c4-becf-45bcf0e20699\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2021: 3.94 GPA, 100.0% A/AB (n=8 letter grades); Fall 2023: 3.71 GPA, 91.7% A/AB (n=12 letter grades); Fall 2025: 3.84 GPA, 100.0% A/AB (n=16 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_91bd4d91017f3af8020f0e24","course_id":"EPD 731","catalog_version_id":"0456ae0e0a5a49ae977a1cebe9eb0ab8bc307524cbaaa183517ab289f16c0017","record_version_id":"6371e755fad51159646ca5a173872da9d356c19bf7cfd0a503e7a8bf8d1b8211","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"5fbdd38764d6c1c19ec3e69e872b9caf14968d688f7c32d181786b0cc6cd6875","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_91bd4d91017f3af8020f0e24","course_id":"EPD 731","catalog_version_id":"0456ae0e0a5a49ae977a1cebe9eb0ab8bc307524cbaaa183517ab289f16c0017","record_version_id":"6371e755fad51159646ca5a173872da9d356c19bf7cfd0a503e7a8bf8d1b8211","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"5fbdd38764d6c1c19ec3e69e872b9caf14968d688f7c32d181786b0cc6cd6875","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"building energy efficiency\",\"HVAC systems design\",\"energy modeling benchmarking\",\"zero energy buildings\",\"psychrometrics heat transfer\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"energy modeling, and energy benchmarking are also covered\"}],\"text\":\"Energy modeling and benchmarking\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Applications include existing building operation and improvement, and new building design and planning\"}],\"text\":\"Building operation improvement and design planning\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"title\",\"quote\":\"ENERGY EFFICIENCY IN BUILDINGS\"},{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Core principles of energy use and efficiency in the building sector\"}],\"text\":\"EPD 731 covers core principles of energy efficiency in buildings, including systems, modeling, and design applications.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"building envelope principles (climate, orientation, materials, massing)\"}],\"text\":\"Building envelope principles\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"heating and cooling systems, ventilation indoor air quality, plumbing water heating, lighting daylighting\"}],\"text\":\"Building systems and indoor environmental quality\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"engineering fundamentals of heat transfer, heating and cooling loads, psychrometrics\"}],\"text\":\"Engineering fundamentals of heat transfer and psychrometrics\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Zero energy building concepts\"}],\"text\":\"Zero energy building concepts\"}]}","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_91bd4d91017f3af8020f0e24","course_id":"EPD 731","catalog_version_id":"0456ae0e0a5a49ae977a1cebe9eb0ab8bc307524cbaaa183517ab289f16c0017","record_version_id":"6371e755fad51159646ca5a173872da9d356c19bf7cfd0a503e7a8bf8d1b8211","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"5fbdd38764d6c1c19ec3e69e872b9caf14968d688f7c32d181786b0cc6cd6875","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_91bd4d91017f3af8020f0e24","course_id":"EPD 731","catalog_version_id":"0456ae0e0a5a49ae977a1cebe9eb0ab8bc307524cbaaa183517ab289f16c0017","record_version_id":"6371e755fad51159646ca5a173872da9d356c19bf7cfd0a503e7a8bf8d1b8211","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"f3ccbba5ca0d6d539ce6cd28bed38a5618aaeb817059b1766fe56f7455968ded","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_91bd4d91017f3af8020f0e24","course_id":"EPD 731","catalog_version_id":"0456ae0e0a5a49ae977a1cebe9eb0ab8bc307524cbaaa183517ab289f16c0017","record_version_id":"6371e755fad51159646ca5a173872da9d356c19bf7cfd0a503e7a8bf8d1b8211","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"f3ccbba5ca0d6d539ce6cd28bed38a5618aaeb817059b1766fe56f7455968ded","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"building energy efficiency\",\"HVAC systems design\",\"energy modeling benchmarking\",\"zero energy buildings\",\"psychrometrics heat transfer\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"energy modeling, and energy benchmarking are also covered\"}],\"text\":\"Energy modeling and benchmarking\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Applications include existing building operation and improvement, and new building design and planning\"}],\"text\":\"Building operation improvement and design planning\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"title\",\"quote\":\"ENERGY EFFICIENCY IN BUILDINGS\"},{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Core principles of energy use and efficiency in the building sector\"}],\"text\":\"EPD 731 covers core principles of energy efficiency in buildings, including systems, modeling, and design applications.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"building envelope principles (climate, orientation, materials, massing)\"}],\"text\":\"Building envelope principles\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"heating and cooling systems, ventilation indoor air quality, plumbing water heating, lighting daylighting\"}],\"text\":\"Building systems and indoor environmental quality\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"engineering fundamentals of heat transfer, heating and cooling loads, psychrometrics\"}],\"text\":\"Engineering fundamentals of heat transfer and psychrometrics\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Zero energy building concepts\"}],\"text\":\"Zero energy building concepts\"}]}","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_91bd4d91017f3af8020f0e24","course_id":"EPD 731","catalog_version_id":"0456ae0e0a5a49ae977a1cebe9eb0ab8bc307524cbaaa183517ab289f16c0017","record_version_id":"6371e755fad51159646ca5a173872da9d356c19bf7cfd0a503e7a8bf8d1b8211","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"f3ccbba5ca0d6d539ce6cd28bed38a5618aaeb817059b1766fe56f7455968ded","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_91bd4d91017f3af8020f0e24","course_id":"EPD 731","catalog_version_id":"4c1832b855cadc66d366abbf3754443c1844e4441870b845e60107deb6a4003f","record_version_id":"ba3539b2bc3cf8276ab843173cb0bd5bdbaa3baf009ecb549e295586ac698c20","job_id":"enrich-6556a505c10f448d98d02466","output_id":"1a168084b992c42995b47ac79faccafb2ef9d887b55e5a9ccf25d12737e6d0fd","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"root\",\"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_91bd4d91017f3af8020f0e24","course_id":"EPD 731","catalog_version_id":"4c1832b855cadc66d366abbf3754443c1844e4441870b845e60107deb6a4003f","record_version_id":"ba3539b2bc3cf8276ab843173cb0bd5bdbaa3baf009ecb549e295586ac698c20","job_id":"enrich-6556a505c10f448d98d02466","output_id":"1a168084b992c42995b47ac79faccafb2ef9d887b55e5a9ccf25d12737e6d0fd","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Create an energy model to simulate building energy performance\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"},{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Zero energy building concepts, energy modeling, and energy benchmarking are also covered.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"building energy efficiency\",\"energy use in buildings\",\"heating and cooling loads\",\"psychrometrics\",\"building envelope principles\",\"ventilation indoor air quality\",\"zero energy building concepts\",\"energy modeling\",\"energy benchmarking\",\"existing building operation\",\"new building design planning\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Identify energy end-uses in commercial and residential buildings\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Identifying energy end-uses in commercial and residential buildings\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Describe the purpose and operation of energy-using building systems\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Describing the purpose and operation of energy-using building systems\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Create an energy model to simulate building energy performance\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Creating energy models to simulate building energy performance\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Calculate the impact of energy efficiency options\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Calculating the impact of energy efficiency options\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Use energy benchmarking tools such as Energy Star Target Finder\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Using energy benchmarking tools such as Energy Star Target Finder\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Analyze the causes of and solutions for the sustainability challenge of excessive energy use in commercial and residential buildings\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Analyzing causes and solutions for excessive energy use in buildings\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Analyze sustainability issues and/or practices using a systems-based approach to identify opportunities for energy efficiency while maintaining human health\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Applying a systems-based approach to analyze sustainability issues and energy efficiency opportunities\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"title\",\"quote\":\"ENERGY EFFICIENCY IN BUILDINGS\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"},{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Core principles of energy use and efficiency in the building sector (residential, commercial, institutional buildings.) Factors that influence energy demand (design, equipment, controls, operation, maintenance). Review of engineering fundamentals of heat transfer, heating and cooling loads, psychrometrics. Topics include building envelope principles (climate, orientation, materials, massing), heating and cooling systems, ventilation indoor air quality, plumbing water heating, lighting daylighting, and internal energy uses (plug loads, equipment). Zero energy building concepts, energy modeling, and energy benchmarking are also covered. Applications include existing building operation and improvement, and new building design and planning.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Covers core principles of energy use and efficiency in residential, commercial, and institutional buildings, including heat transfer, HVAC, envelope, zero energy concepts, and energy modeling.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Review of engineering fundamentals of heat transfer, heating and cooling loads, psychrometrics.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Heat transfer, heating and cooling loads, and psychrometrics\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Topics include building envelope principles (climate, orientation, materials, massing), heating and cooling systems, ventilation indoor air quality, plumbing water heating, lighting daylighting, and internal energy uses (plug loads, equipment).\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Building envelope, HVAC systems, ventilation, IAQ, plumbing, lighting, and internal energy uses\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Zero energy building concepts, energy modeling, and energy benchmarking are also covered.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Zero energy building concepts, energy modeling, and energy benchmarking\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Applications include existing building operation and improvement, and new building design and planning.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Existing building operation/improvement and new building design/planning\"}]}","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_91bd4d91017f3af8020f0e24","course_id":"EPD 731","catalog_version_id":"4c1832b855cadc66d366abbf3754443c1844e4441870b845e60107deb6a4003f","record_version_id":"ba3539b2bc3cf8276ab843173cb0bd5bdbaa3baf009ecb549e295586ac698c20","job_id":"enrich-6556a505c10f448d98d02466","output_id":"1a168084b992c42995b47ac79faccafb2ef9d887b55e5a9ccf25d12737e6d0fd","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_91bd4d91017f3af8020f0e24","course_id":"EPD 731","catalog_version_id":"0456ae0e0a5a49ae977a1cebe9eb0ab8bc307524cbaaa183517ab289f16c0017","record_version_id":"6371e755fad51159646ca5a173872da9d356c19bf7cfd0a503e7a8bf8d1b8211","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"13741912e394131d35b2998887011530481a2024b1bb0233313f9e3abff6ad9d","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_91bd4d91017f3af8020f0e24","course_id":"EPD 731","catalog_version_id":"0456ae0e0a5a49ae977a1cebe9eb0ab8bc307524cbaaa183517ab289f16c0017","record_version_id":"6371e755fad51159646ca5a173872da9d356c19bf7cfd0a503e7a8bf8d1b8211","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"13741912e394131d35b2998887011530481a2024b1bb0233313f9e3abff6ad9d","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"building energy efficiency\",\"HVAC systems design\",\"energy modeling benchmarking\",\"zero energy buildings\",\"psychrometrics heat transfer\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"energy modeling, and energy benchmarking are also covered\"}],\"text\":\"Energy modeling and benchmarking\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Applications include existing building operation and improvement, and new building design and planning\"}],\"text\":\"Building operation improvement and design planning\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"title\",\"quote\":\"ENERGY EFFICIENCY IN BUILDINGS\"},{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Core principles of energy use and efficiency in the building sector\"}],\"text\":\"EPD 731 covers core principles of energy efficiency in buildings, including systems, modeling, and design applications.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"building envelope principles (climate, orientation, materials, massing)\"}],\"text\":\"Building envelope principles\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"heating and cooling systems, ventilation indoor air quality, plumbing water heating, lighting daylighting\"}],\"text\":\"Building systems and indoor environmental quality\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"engineering fundamentals of heat transfer, heating and cooling loads, psychrometrics\"}],\"text\":\"Engineering fundamentals of heat transfer and psychrometrics\"},{\"evidence\":[{\"course_id\":\"EPD 731\",\"field\":\"description\",\"quote\":\"Zero energy building concepts\"}],\"text\":\"Zero energy building concepts\"}]}","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_91bd4d91017f3af8020f0e24","course_id":"EPD 731","catalog_version_id":"0456ae0e0a5a49ae977a1cebe9eb0ab8bc307524cbaaa183517ab289f16c0017","record_version_id":"6371e755fad51159646ca5a173872da9d356c19bf7cfd0a503e7a8bf8d1b8211","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"13741912e394131d35b2998887011530481a2024b1bb0233313f9e3abff6ad9d","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_91bd4d91017f3af8020f0e24","course_id":"EPD 731","catalog_version_id":"0456ae0e0a5a49ae977a1cebe9eb0ab8bc307524cbaaa183517ab289f16c0017","record_version_id":"6371e755fad51159646ca5a173872da9d356c19bf7cfd0a503e7a8bf8d1b8211","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"13741912e394131d35b2998887011530481a2024b1bb0233313f9e3abff6ad9d","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"6c2830a0d023bc0035f67afe1b861b4d552909a31f340f8d8f77d9c034e75f1b\",\"course_id\":\"EPD 731\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"EPD 731\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"93718419-dea4-31c4-becf-45bcf0e20699\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"EPD 731\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"93718419-dea4-31c4-becf-45bcf0e20699\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"EPD 731\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"93718419-dea4-31c4-becf-45bcf0e20699\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2021: 3.94 GPA, 100.0% A/AB (n=8 letter grades); Fall 2023: 3.71 GPA, 91.7% A/AB (n=12 letter grades); Fall 2025: 3.84 GPA, 100.0% A/AB (n=16 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]