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He spends lots of time about what you'll actually see out in &quot;industry&quot; which wastes a good amount of instruction time. He gives out homework that is pretty difficult and he only teaches how to do the homework two days before the homework is due. Midterms  good luck\",\"course_id\":\"CBE 426\",\"date\":\"2018-12-15 22:30:25 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8cfdff42dcb336864ea3f52a\",\"instructor_id\":\"rmp:191092\",\"instructor_name\":\"Ross Swaney\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMDQ1OTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\"},{\"comment\":\"Professor Swaney is an extremely kind-hearted individual. He writes very well-thought out exams that are definitely tricky, but doable with practice. The homeworks are very challenging. He really enjoys teaching and has a strong passion for chemical engineering, and it's a good experience to take a class with him as the professor.\",\"course_id\":\"CBE 426\",\"date\":\"2024-03-20 04:26:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b778f95a4678751c950e90be\",\"instructor_id\":\"rmp:191092\",\"instructor_name\":\"Ross Swaney\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5MDY3MTU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\"}],\"evidence_count\":2,\"review_ids\":[\"8cfdff42dcb336864ea3f52a\",\"b778f95a4678751c950e90be\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:191092\",\"name\":\"Ross Swaney\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Exams and homework are consistently described as challenging and tricky, requiring significant effort.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Prof Swaney does a poor job teaching what needs to be taught throughout the class. He spends lots of time about what you'll actually see out in &quot;industry&quot; which wastes a good amount of instruction time. He gives out homework that is pretty difficult and he only teaches how to do the homework two days before the homework is due. Midterms  good luck\",\"course_id\":\"CBE 426\",\"date\":\"2018-12-15 22:30:25 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8cfdff42dcb336864ea3f52a\",\"instructor_id\":\"rmp:191092\",\"instructor_name\":\"Ross Swaney\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMDQ1OTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\"},{\"comment\":\"Professor Swaney is an extremely kind-hearted individual. He writes very well-thought out exams that are definitely tricky, but doable with practice. The homeworks are very challenging. He really enjoys teaching and has a strong passion for chemical engineering, and it's a good experience to take a class with him as the professor.\",\"course_id\":\"CBE 426\",\"date\":\"2024-03-20 04:26:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b778f95a4678751c950e90be\",\"instructor_id\":\"rmp:191092\",\"instructor_name\":\"Ross Swaney\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5MDY3MTU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\"}],\"evidence_count\":2,\"review_ids\":[\"8cfdff42dcb336864ea3f52a\",\"b778f95a4678751c950e90be\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:191092\",\"name\":\"Ross Swaney\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"The workload is heavy, with difficult homework and insufficient preparation time noted.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_207c3a78e78e1a73467fae54","course_id":"CBE 426","catalog_version_id":"bfc67ad4519bb90c19e1343229b5def1fcd1a43ba9036fe8482627e05a3a96c4","record_version_id":"86d93bc0b0816a84d69873cce3a5c9bfeb5858e57af6b0c82e8c03d4b95d0e45","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"87dd02145d7fe42607cbb520046e920537391093fa7fda3d1935eee831079faf","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"a34b2653059c63661c3a2803205b874438e98533b5d63062a39696d135e9cb0e\",\"course_id\":\"CBE 426\",\"current_instructors\":[{\"instructor_uid\":\"instructor_4d11e690f08fd4b45156eab2\",\"message\":\"No course-specific reviews available\",\"name\":\"Eric Shusta\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2409412\",\"summary\":[{\"citations\":[{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2020: 3.26 GPA, 55.2% A/AB (n=29 letter grades); Fall 2020: 3.07 GPA, 41.5% A/AB (n=65 letter grades); Fall 2025: 2.92 GPA, 34.0% A/AB (n=53 letter grades).\"}]}],\"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\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.95 GPA, 45.8% A/AB (n=48 letter grades); Fall 2025: 2.92 GPA, 34.0% A/AB (n=53 letter grades); Spring 2026: 2.94 GPA, 37.0% A/AB (n=27 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1074\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"ERIC SHUSTA is recorded teaching in Spring 2007, Spring 2008, Fall 2008, Spring 2009, Fall 2011, Fall 2012, Spring 2015, Fall 2016, Spring 2020, Fall 2020, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"ROSS SWANEY is recorded teaching in Fall 2015, Spring 2017, Fall 2017, Spring 2018, Fall 2018, Fall 2021, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Spring 2024. 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":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_207c3a78e78e1a73467fae54","course_id":"CBE 426","catalog_version_id":"bfc67ad4519bb90c19e1343229b5def1fcd1a43ba9036fe8482627e05a3a96c4","record_version_id":"86d93bc0b0816a84d69873cce3a5c9bfeb5858e57af6b0c82e8c03d4b95d0e45","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"09ad715e84b64662a6a138b5ba18e6cfb921315e74493c96a8fbb0f7f10c8c23","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"CBE 311and320\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":311,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"CBE 311\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"320\",\"id\":\"n2\",\"kind\":\"course\"}],\"notes\":[\"The requirements text 'CBE 311and320' lacks explicit spacing or operators. 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He spends lots of time about what you'll actually see out in &quot;industry&quot; which wastes a good amount of instruction time. He gives out homework that is pretty difficult and he only teaches how to do the homework two days before the homework is due. Midterms  good luck\",\"course_id\":\"CBE 426\",\"date\":\"2018-12-15 22:30:25 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8cfdff42dcb336864ea3f52a\",\"instructor_id\":\"rmp:191092\",\"instructor_name\":\"Ross Swaney\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMDQ1OTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\"},{\"comment\":\"Professor Swaney is an extremely kind-hearted individual. He writes very well-thought out exams that are definitely tricky, but doable with practice. The homeworks are very challenging. 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He spends lots of time about what you'll actually see out in &quot;industry&quot; which wastes a good amount of instruction time. He gives out homework that is pretty difficult and he only teaches how to do the homework two days before the homework is due. Midterms  good luck\",\"course_id\":\"CBE 426\",\"date\":\"2018-12-15 22:30:25 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8cfdff42dcb336864ea3f52a\",\"instructor_id\":\"rmp:191092\",\"instructor_name\":\"Ross Swaney\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMDQ1OTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\"},{\"comment\":\"Professor Swaney is an extremely kind-hearted individual. He writes very well-thought out exams that are definitely tricky, but doable with practice. The homeworks are very challenging. 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Fall 2020: 3.07 GPA, 41.5% A/AB (n=65 letter grades); Fall 2025: 2.92 GPA, 34.0% A/AB (n=53 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Ross Swaney\",\"review_date\":\"2018-12-15 22:30:25 +0000 UTC\",\"review_id\":\"8cfdff42dcb336864ea3f52a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:191092\",\"source_review_id\":\"UmF0aW5nLTMxMDQ1OTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\",\"type\":\"review\"},{\"instructor_name\":\"Ross Swaney\",\"review_date\":\"2024-03-20 04:26:53 +0000 UTC\",\"review_id\":\"b778f95a4678751c950e90be\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:191092\",\"source_review_id\":\"UmF0aW5nLTM5MDY3MTU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\",\"type\":\"review\"}],\"text\":\"Historical reviews of Ross Swaney: Homework is consistently described as very difficult and challenging, with one reviewer noting insufficient preparation time before due dates.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Ross Swaney\",\"review_date\":\"2018-12-15 22:30:25 +0000 UTC\",\"review_id\":\"8cfdff42dcb336864ea3f52a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:191092\",\"source_review_id\":\"UmF0aW5nLTMxMDQ1OTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\",\"type\":\"review\"},{\"instructor_name\":\"Ross Swaney\",\"review_date\":\"2024-03-20 04:26:53 +0000 UTC\",\"review_id\":\"b778f95a4678751c950e90be\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:191092\",\"source_review_id\":\"UmF0aW5nLTM5MDY3MTU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\",\"type\":\"review\"}],\"text\":\"Historical reviews for Ross Swaney describe challenging homework and tricky exams. One reviewer criticized his teaching focus and timing, while another praised his passion and well-thought-out exams as doable with practice.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Ross Swaney\",\"review_date\":\"2024-03-20 04:26:53 +0000 UTC\",\"review_id\":\"b778f95a4678751c950e90be\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:191092\",\"source_review_id\":\"UmF0aW5nLTM5MDY3MTU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\",\"type\":\"review\"}],\"text\":\"Historical reviews of Ross Swaney: Ross Swaney is a passionate and kind instructor who provides well-thought-out, tricky but doable exams, though the course is challenging.\"},{\"citations\":[{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.95 GPA, 45.8% A/AB (n=48 letter grades); Fall 2025: 2.92 GPA, 34.0% A/AB (n=53 letter grades); Spring 2026: 2.94 GPA, 37.0% A/AB (n=27 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Ross Swaney\",\"review_date\":\"2018-12-15 22:30:25 +0000 UTC\",\"review_id\":\"8cfdff42dcb336864ea3f52a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:191092\",\"source_review_id\":\"UmF0aW5nLTMxMDQ1OTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\",\"type\":\"review\"}],\"text\":\"One historical review criticizes Swaney for wasting instruction time on industry topics and providing poor teaching of core material.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CBE 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"ROSS SWANEY is recorded teaching in Fall 2015, Spring 2017, Fall 2017, Spring 2018, Fall 2018, Fall 2021, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Spring 2024. 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":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_207c3a78e78e1a73467fae54","course_id":"CBE 426","catalog_version_id":"bfc67ad4519bb90c19e1343229b5def1fcd1a43ba9036fe8482627e05a3a96c4","record_version_id":"86d93bc0b0816a84d69873cce3a5c9bfeb5858e57af6b0c82e8c03d4b95d0e45","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"54049daff0f411180f9a250099a4377ddfb8eb1456920adea2f8c7dd834a2959","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"CBE 311and320\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":311,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"CBE 311\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"320\",\"id\":\"n2\",\"kind\":\"course\"}],\"notes\":[\"The requirements text 'CBE 311and320' lacks explicit spacing or operators. 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He spends lots of time about what you'll actually see out in &quot;industry&quot; which wastes a good amount of instruction time. He gives out homework that is pretty difficult and he only teaches how to do the homework two days before the homework is due. Midterms  good luck\",\"course_id\":\"CBE 426\",\"date\":\"2018-12-15 22:30:25 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8cfdff42dcb336864ea3f52a\",\"instructor_id\":\"rmp:191092\",\"instructor_name\":\"Ross Swaney\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMDQ1OTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\"},{\"comment\":\"Professor Swaney is an extremely kind-hearted individual. He writes very well-thought out exams that are definitely tricky, but doable with practice. The homeworks are very challenging. 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He spends lots of time about what you'll actually see out in &quot;industry&quot; which wastes a good amount of instruction time. He gives out homework that is pretty difficult and he only teaches how to do the homework two days before the homework is due. Midterms  good luck\",\"course_id\":\"CBE 426\",\"date\":\"2018-12-15 22:30:25 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8cfdff42dcb336864ea3f52a\",\"instructor_id\":\"rmp:191092\",\"instructor_name\":\"Ross Swaney\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMDQ1OTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\"},{\"comment\":\"Professor Swaney is an extremely kind-hearted individual. He writes very well-thought out exams that are definitely tricky, but doable with practice. The homeworks are very challenging. He really enjoys teaching and has a strong passion for chemical engineering, and it's a good experience to take a class with him as the professor.\",\"course_id\":\"CBE 426\",\"date\":\"2024-03-20 04:26:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b778f95a4678751c950e90be\",\"instructor_id\":\"rmp:191092\",\"instructor_name\":\"Ross Swaney\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5MDY3MTU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\"}],\"evidence_count\":2,\"review_ids\":[\"8cfdff42dcb336864ea3f52a\",\"b778f95a4678751c950e90be\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:191092\",\"name\":\"Ross Swaney\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Exams and homework are consistently described as challenging and tricky, requiring significant effort.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Prof Swaney does a poor job teaching what needs to be taught throughout the class. He spends lots of time about what you'll actually see out in &quot;industry&quot; which wastes a good amount of instruction time. He gives out homework that is pretty difficult and he only teaches how to do the homework two days before the homework is due. Midterms  good luck\",\"course_id\":\"CBE 426\",\"date\":\"2018-12-15 22:30:25 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8cfdff42dcb336864ea3f52a\",\"instructor_id\":\"rmp:191092\",\"instructor_name\":\"Ross Swaney\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMDQ1OTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\"},{\"comment\":\"Professor Swaney is an extremely kind-hearted individual. He writes very well-thought out exams that are definitely tricky, but doable with practice. The homeworks are very challenging. He really enjoys teaching and has a strong passion for chemical engineering, and it's a good experience to take a class with him as the professor.\",\"course_id\":\"CBE 426\",\"date\":\"2024-03-20 04:26:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b778f95a4678751c950e90be\",\"instructor_id\":\"rmp:191092\",\"instructor_name\":\"Ross Swaney\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5MDY3MTU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\"}],\"evidence_count\":2,\"review_ids\":[\"8cfdff42dcb336864ea3f52a\",\"b778f95a4678751c950e90be\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:191092\",\"name\":\"Ross Swaney\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"The workload is heavy, with difficult homework and insufficient preparation time noted.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_207c3a78e78e1a73467fae54","course_id":"CBE 426","catalog_version_id":"bfc67ad4519bb90c19e1343229b5def1fcd1a43ba9036fe8482627e05a3a96c4","record_version_id":"86d93bc0b0816a84d69873cce3a5c9bfeb5858e57af6b0c82e8c03d4b95d0e45","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"54049daff0f411180f9a250099a4377ddfb8eb1456920adea2f8c7dd834a2959","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"a34b2653059c63661c3a2803205b874438e98533b5d63062a39696d135e9cb0e\",\"course_id\":\"CBE 426\",\"current_instructors\":[{\"instructor_uid\":\"instructor_4d11e690f08fd4b45156eab2\",\"message\":\"No course-specific reviews available\",\"name\":\"Eric Shusta\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2409412\",\"summary\":[{\"citations\":[{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2020: 3.26 GPA, 55.2% A/AB (n=29 letter grades); Fall 2020: 3.07 GPA, 41.5% A/AB (n=65 letter grades); Fall 2025: 2.92 GPA, 34.0% A/AB (n=53 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Ross Swaney\",\"review_date\":\"2018-12-15 22:30:25 +0000 UTC\",\"review_id\":\"8cfdff42dcb336864ea3f52a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:191092\",\"source_review_id\":\"UmF0aW5nLTMxMDQ1OTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\",\"type\":\"review\"},{\"instructor_name\":\"Ross Swaney\",\"review_date\":\"2024-03-20 04:26:53 +0000 UTC\",\"review_id\":\"b778f95a4678751c950e90be\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:191092\",\"source_review_id\":\"UmF0aW5nLTM5MDY3MTU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\",\"type\":\"review\"}],\"text\":\"Historical reviews of Ross Swaney: Homework is consistently described as very difficult and challenging, with one reviewer noting insufficient preparation time before due dates.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Ross Swaney\",\"review_date\":\"2018-12-15 22:30:25 +0000 UTC\",\"review_id\":\"8cfdff42dcb336864ea3f52a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:191092\",\"source_review_id\":\"UmF0aW5nLTMxMDQ1OTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\",\"type\":\"review\"},{\"instructor_name\":\"Ross Swaney\",\"review_date\":\"2024-03-20 04:26:53 +0000 UTC\",\"review_id\":\"b778f95a4678751c950e90be\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:191092\",\"source_review_id\":\"UmF0aW5nLTM5MDY3MTU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\",\"type\":\"review\"}],\"text\":\"Eric Shusta is the current instructor for CBE 426. No reviews are available for his teaching, so this summary relies on historical reviews for Ross Swaney. Swaney's reviews are contradictory, with one citing poor teaching and difficult homework, while another praises his passion and well-thought-out exams.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Ross Swaney\",\"review_date\":\"2024-03-20 04:26:53 +0000 UTC\",\"review_id\":\"b778f95a4678751c950e90be\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:191092\",\"source_review_id\":\"UmF0aW5nLTM5MDY3MTU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\",\"type\":\"review\"}],\"text\":\"Historical reviews of Ross Swaney: Ross Swaney is a passionate and kind instructor who provides well-thought-out, tricky but doable exams, though the course is challenging.\"},{\"citations\":[{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.95 GPA, 45.8% A/AB (n=48 letter grades); Fall 2025: 2.92 GPA, 34.0% A/AB (n=53 letter grades); Spring 2026: 2.94 GPA, 37.0% A/AB (n=27 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Ross Swaney\",\"review_date\":\"2018-12-15 22:30:25 +0000 UTC\",\"review_id\":\"8cfdff42dcb336864ea3f52a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:191092\",\"source_review_id\":\"UmF0aW5nLTMxMDQ1OTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\",\"type\":\"review\"}],\"text\":\"One historical review criticizes Swaney for wasting instruction time on industry topics and providing poor teaching of core material.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1074\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"ERIC SHUSTA is recorded teaching in Spring 2007, Spring 2008, Fall 2008, Spring 2009, Fall 2011, Fall 2012, Spring 2015, Fall 2016, Spring 2020, Fall 2020, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 426\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"source_record\":{\"entity_id\":\"77b78416-682a-3414-b5c2-bf90fbe11d01\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"ROSS SWANEY is recorded teaching in Fall 2015, Spring 2017, Fall 2017, Spring 2018, Fall 2018, Fall 2021, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Spring 2024. 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":true}]