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Tom helps students help themselves and helps them learn how to learn and think.  His grading is fair, assignments and exams require preparation and effort.  Not a class or professor for an easy grade, but great if you desire to learn.\",\"course_id\":\"AAE/ECON 421\",\"date\":\"2011-05-04 12:14:20 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"faa4eac16ff8aece9708a085\",\"instructor_id\":\"rmp:510549\",\"instructor_name\":\"Thomas Cox\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4NTIzNzU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\"},{\"comment\":\"Great professor. Really invested in the class and motivated to help students how to think for themselves. Not willing to give up a straight answer to questions, but instead challenges students to think critically. I loved his attitude about the class although it was frustrating at times. Completely worth taking this class. Real. World. 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A lot of difficult homework and even if you go to his office hours he won't really help you. Had homework due the night before thanksgiving and during final week while he himself disappeared. Exams were very difficult and made no sense. Words can't describe how horrible he was.\",\"course_id\":\"AAE/ECON 421\",\"date\":\"2016-12-07 14:11:08 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"62fb0fcec48c5d5500724732\",\"instructor_id\":\"rmp:1544488\",\"instructor_name\":\"Brian Gould\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI3MzY5NjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\"},{\"comment\":\"Extremely disorganized, unhelpful. His assignments do not make any sense. Bad professor. 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Most worthwhile class I have ever taken.\",\"course_id\":\"AAE/ECON 421\",\"date\":\"2013-04-27 01:39:06 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"13949e826a844e538618e568\",\"instructor_id\":\"rmp:510549\",\"instructor_name\":\"Thomas Cox\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxNjE2NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\"},{\"comment\":\"Toughest class in my life back in 2006. Now, 11 years later, the lessons I got from Tom's class are virtually the only ones that stuck from my time in college.  I had some extenuating circumstances that Tom very graciously, patiently worked with me on. He clearly cared. 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A lot of difficult homework and even if you go to his office hours he won't really help you. Had homework due the night before thanksgiving and during final week while he himself disappeared. Exams were very difficult and made no sense. Words can't describe how horrible he was.\",\"course_id\":\"AAE/ECON 421\",\"date\":\"2016-12-07 14:11:08 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"62fb0fcec48c5d5500724732\",\"instructor_id\":\"rmp:1544488\",\"instructor_name\":\"Brian Gould\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI3MzY5NjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\"},{\"comment\":\"Extremely disorganized, unhelpful. His assignments do not make any sense. Bad professor. 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Most worthwhile class I have ever taken.\",\"course_id\":\"AAE/ECON 421\",\"date\":\"2013-04-27 01:39:06 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"13949e826a844e538618e568\",\"instructor_id\":\"rmp:510549\",\"instructor_name\":\"Thomas Cox\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxNjE2NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\"},{\"comment\":\"Toughest class in my life back in 2006. Now, 11 years later, the lessons I got from Tom's class are virtually the only ones that stuck from my time in college.  I had some extenuating circumstances that Tom very graciously, patiently worked with me on. He clearly cared. 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Lots of work for class PLUS a 2 hour required lab each week. Tons of Excel labs/homework so if you're not computer savvy, you're screwed. However, rewrites offered for every test and homework for half credit, there's no final if you do well, and he's extremely helpful.\",\"course_id\":\"AAE/ECON 421\",\"date\":\"2008-04-03 19:52:22 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"266fc226721828d555c3e081\",\"instructor_id\":\"rmp:510549\",\"instructor_name\":\"Thomas Cox\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE0MjQwMTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\"},{\"comment\":\"Most time consuming class I had during college, but Tom was the most helpful prof I ever had. He is always willing to help, and understands that sometimes other coursework must come before his. He definitely knows what he is talking about!\",\"course_id\":\"AAE/ECON 421\",\"date\":\"2008-09-06 19:02:47 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6f2b57e4ad19522709c6ff1b\",\"instructor_id\":\"rmp:510549\",\"instructor_name\":\"Thomas Cox\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE0ODAxOTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\"},{\"comment\":\"One of my most important college classes, but very difficult. The homework is almost all excel based.  Prof Gould will help you, but theoretically, not much in excel. You spend at least 6 hours a week on homework, but at least 60% of your grade is 2 LONG tests. If you keep up on the homework and meet with him, you'll be okay, but don't fall behind.\",\"course_id\":\"AAE/ECON 421\",\"date\":\"2015-05-18 18:30:27 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b40c055b8c694c934dffd307\",\"instructor_id\":\"rmp:1544488\",\"instructor_name\":\"Brian Gould\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI0ODYxNjgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\"}],\"evidence_count\":3,\"review_ids\":[\"266fc226721828d555c3e081\",\"6f2b57e4ad19522709c6ff1b\",\"b40c055b8c694c934dffd307\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1544488\",\"name\":\"Brian Gould\"},{\"id\":\"rmp:510549\",\"name\":\"Thomas Cox\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"summary\":\"Consistently described as one of the hardest and most time-consuming classes, with 6+ hours of weekly homework and required labs.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Great professor. Really invested in the class and motivated to help students how to think for themselves. Not willing to give up a straight answer to questions, but instead challenges students to think critically. I loved his attitude about the class although it was frustrating at times. Completely worth taking this class. Real. World. Application.\",\"course_id\":\"AAE/ECON 421\",\"date\":\"2013-03-13 19:14:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"908925b92fe78b499253f6f1\",\"instructor_id\":\"rmp:510549\",\"instructor_name\":\"Thomas Cox\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxNDA5MTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\"},{\"comment\":\"Extremely disorganized, unhelpful. His assignments do not make any sense. Bad professor. Won't recommend anyone to take a class with him.\",\"course_id\":\"AAE/ECON 421\",\"date\":\"2017-10-02 18:26:15 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"dd59e7588f65781c13e41b16\",\"instructor_id\":\"rmp:1544488\",\"instructor_name\":\"Brian Gould\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI4NzA5OTU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\"},{\"comment\":\"I respect Brian Gould a lot, but his lectures and his course format was extremely difficult to follow. I will however give him credit for assisting me through the second half of the semester after I tanked the first exam.\",\"course_id\":\"AAE/ECON 421\",\"date\":\"2018-01-02 16:42:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"7bc7b0582bd827fb2dc124e3\",\"instructor_id\":\"rmp:1544488\",\"instructor_name\":\"Brian Gould\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI5MzczOTU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\"}],\"evidence_count\":3,\"review_ids\":[\"908925b92fe78b499253f6f1\",\"dd59e7588f65781c13e41b16\",\"7bc7b0582bd827fb2dc124e3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1544488\",\"name\":\"Brian Gould\"},{\"id\":\"rmp:510549\",\"name\":\"Thomas Cox\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor-dependent; Cox is praised for critical thinking challenges, while Gould is criticized for disorganization and poor lectures.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"One of the hardest classes I've ever taken. Lots of work for class PLUS a 2 hour required lab each week. Tons of Excel labs/homework so if you're not computer savvy, you're screwed. However, rewrites offered for every test and homework for half credit, there's no final if you do well, and he's extremely helpful.\",\"course_id\":\"AAE/ECON 421\",\"date\":\"2008-04-03 19:52:22 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"266fc226721828d555c3e081\",\"instructor_id\":\"rmp:510549\",\"instructor_name\":\"Thomas Cox\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE0MjQwMTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\"},{\"comment\":\"It's really a business Excel class. Lectures are boring and attendance is taken through the TopHat app. Homework is challenging; tests are very, very hard. You have to slug like crazy but you become very good at Excel by the end of it. A must-take class that'll genuinely help you get employed.\",\"course_id\":\"AAE/ECON 421\",\"date\":\"2016-09-28 14:57:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c3290ab377c1e91e47dee9dd\",\"instructor_id\":\"rmp:1544488\",\"instructor_name\":\"Brian Gould\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2OTk5ODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\"},{\"comment\":\"One of my most important college classes, but very difficult. The homework is almost all excel based.  Prof Gould will help you, but theoretically, not much in excel. You spend at least 6 hours a week on homework, but at least 60% of your grade is 2 LONG tests. If you keep up on the homework and meet with him, you'll be okay, but don't fall behind.\",\"course_id\":\"AAE/ECON 421\",\"date\":\"2015-05-18 18:30:27 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b40c055b8c694c934dffd307\",\"instructor_id\":\"rmp:1544488\",\"instructor_name\":\"Brian Gould\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI0ODYxNjgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\"}],\"evidence_count\":3,\"review_ids\":[\"266fc226721828d555c3e081\",\"c3290ab377c1e91e47dee9dd\",\"b40c055b8c694c934dffd307\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1544488\",\"name\":\"Brian Gould\"},{\"id\":\"rmp:510549\",\"name\":\"Thomas Cox\"}],\"review_year_end\":\"2016\",\"review_year_start\":\"2008\"},\"sentiment\":\"mixed\",\"summary\":\"Tests are very difficult, but the course offers redemption through rewrites and homework-based grading structures.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"It's really a business Excel class. Lectures are boring and attendance is taken through the TopHat app. Homework is challenging; tests are very, very hard. You have to slug like crazy but you become very good at Excel by the end of it. A must-take class that'll genuinely help you get employed.\",\"course_id\":\"AAE/ECON 421\",\"date\":\"2016-09-28 14:57:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c3290ab377c1e91e47dee9dd\",\"instructor_id\":\"rmp:1544488\",\"instructor_name\":\"Brian Gould\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2OTk5ODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\"},{\"comment\":\"Great professor. Really invested in the class and motivated to help students how to think for themselves. Not willing to give up a straight answer to questions, but instead challenges students to think critically. I loved his attitude about the class although it was frustrating at times. Completely worth taking this class. Real. World. Application.\",\"course_id\":\"AAE/ECON 421\",\"date\":\"2013-03-13 19:14:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"908925b92fe78b499253f6f1\",\"instructor_id\":\"rmp:510549\",\"instructor_name\":\"Thomas Cox\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxNDA5MTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\"}],\"evidence_count\":2,\"review_ids\":[\"c3290ab377c1e91e47dee9dd\",\"908925b92fe78b499253f6f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1544488\",\"name\":\"Brian Gould\"},{\"id\":\"rmp:510549\",\"name\":\"Thomas Cox\"}],\"review_year_end\":\"2016\",\"review_year_start\":\"2013\"},\"sentiment\":\"positive\",\"summary\":\"Heavy Excel lab work is viewed as a valuable practical skill builder for employment.\"}]}","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_580b823ec6cee3c2bb1d921b","course_id":"AAE/ECON 421","catalog_version_id":"72969a9441bf5d77b82649ebd4bb9f34c867e37b0f9d0839f7f33f619e15acf7","record_version_id":"380888ccb6dc52a7339aab83dd7931fe55b49017da392b47567bee34016bb703","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"b2e2f4dca583d8fd3338a5b95c58ca1637009860a5a7c6068061d9bd15b1e5b5","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"310650edce3df6999046dd96280b46489cc3b8ef575ba464775ac00e1a137fd7\",\"course_id\":\"AAE/ECON 421\",\"current_instructors\":[{\"instructor_uid\":\"instructor_3a03223222fb182fd5a6d216\",\"message\":\"No course-specific reviews available\",\"name\":\"Andrew Stevens\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2973040\",\"summary\":[{\"citations\":[{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.22 GPA, 55.8% A/AB (n=52 letter grades); Fall 2023: 3.05 GPA, 47.6% A/AB (n=63 letter grades); Fall 2024: 3.40 GPA, 70.6% A/AB (n=51 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Thomas Cox\",\"review_date\":\"2008-04-08 11:35:20 +0000 UTC\",\"review_id\":\"225fe96f0329d3e28117dd01\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:510549\",\"source_review_id\":\"UmF0aW5nLTE0MjU4MzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\",\"type\":\"review\"},{\"instructor_name\":\"Brian Gould\",\"review_date\":\"2015-05-18 18:30:27 +0000 UTC\",\"review_id\":\"b40c055b8c694c934dffd307\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1544488\",\"source_review_id\":\"UmF0aW5nLTI0ODYxNjgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\",\"type\":\"review\"},{\"instructor_name\":\"Brian Gould\",\"review_date\":\"2016-09-28 14:57:35 +0000 UTC\",\"review_id\":\"c3290ab377c1e91e47dee9dd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1544488\",\"source_review_id\":\"UmF0aW5nLTI2OTk5ODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\",\"type\":\"review\"}],\"text\":\"Historical reviews of Brian Gould, Thomas Cox: Students report extensive homework involving Excel and econ 301 math, often requiring six or more hours weekly. The workload is intense, with a heavy emphasis on long tests and challenging assignments.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Thomas Cox\",\"review_date\":\"2007-08-29 15:36:42 +0000 UTC\",\"review_id\":\"271fa99ed9300b56ce78cb92\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:510549\",\"source_review_id\":\"UmF0aW5nLTEzNDQ0ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\",\"type\":\"review\"},{\"instructor_name\":\"Thomas Cox\",\"review_date\":\"2008-04-08 11:35:20 +0000 UTC\",\"review_id\":\"225fe96f0329d3e28117dd01\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:510549\",\"source_review_id\":\"UmF0aW5nLTE0MjU4MzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\",\"type\":\"review\"},{\"instructor_name\":\"Thomas Cox\",\"review_date\":\"2011-05-04 12:14:20 +0000 UTC\",\"review_id\":\"faa4eac16ff8aece9708a085\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:510549\",\"source_review_id\":\"UmF0aW5nLTE4NTIzNzU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\",\"type\":\"review\"},{\"instructor_name\":\"Thomas Cox\",\"review_date\":\"2013-04-27 01:39:06 +0000 UTC\",\"review_id\":\"13949e826a844e538618e568\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:510549\",\"source_review_id\":\"UmF0aW5nLTIxNjE2NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\",\"type\":\"review\"},{\"instructor_name\":\"Brian Gould\",\"review_date\":\"2015-05-18 18:30:27 +0000 UTC\",\"review_id\":\"b40c055b8c694c934dffd307\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1544488\",\"source_review_id\":\"UmF0aW5nLTI0ODYxNjgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\",\"type\":\"review\"},{\"instructor_name\":\"Brian Gould\",\"review_date\":\"2016-09-28 14:57:35 +0000 UTC\",\"review_id\":\"c3290ab377c1e91e47dee9dd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1544488\",\"source_review_id\":\"UmF0aW5nLTI2OTk5ODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\",\"type\":\"review\"},{\"instructor_name\":\"Brian Gould\",\"review_date\":\"2016-12-07 14:09:31 +0000 UTC\",\"review_id\":\"1373ad8516a5cfa1eba7a354\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1544488\",\"source_review_id\":\"UmF0aW5nLTI3MzY5NjI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\",\"type\":\"review\"},{\"instructor_name\":\"Brian Gould\",\"review_date\":\"2016-12-07 14:11:08 +0000 UTC\",\"review_id\":\"62fb0fcec48c5d5500724732\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1544488\",\"source_review_id\":\"UmF0aW5nLTI3MzY5NjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\",\"type\":\"review\"},{\"instructor_name\":\"Thomas Cox\",\"review_date\":\"2017-06-08 13:23:19 +0000 UTC\",\"review_id\":\"87c9e8fbfdd765896c84e52d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:510549\",\"source_review_id\":\"UmF0aW5nLTI4NDM1MDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\",\"type\":\"review\"},{\"instructor_name\":\"Brian Gould\",\"review_date\":\"2017-10-02 18:26:15 +0000 UTC\",\"review_id\":\"dd59e7588f65781c13e41b16\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1544488\",\"source_review_id\":\"UmF0aW5nLTI4NzA5OTU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\",\"type\":\"review\"}],\"text\":\"Andrew Stevens has no reviews. Historical reviews for Thomas Cox describe an intense, fair instructor who challenges students with Excel-heavy homework and rigorous exams, though some found him intimidating. Brian Gould received polarized feedback, with some praising his helpfulness and Excel focus while others criticized his disorganization and difficult exams.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e9285146d8c7e7f90\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Thomas Cox\",\"review_date\":\"2007-08-29 15:36:42 +0000 UTC\",\"review_id\":\"271fa99ed9300b56ce78cb92\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:510549\",\"source_review_id\":\"UmF0aW5nLTEzNDQ0ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\",\"type\":\"review\"},{\"instructor_name\":\"Thomas Cox\",\"review_date\":\"2008-04-08 11:35:20 +0000 UTC\",\"review_id\":\"225fe96f0329d3e28117dd01\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:510549\",\"source_review_id\":\"UmF0aW5nLTE0MjU4MzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\",\"type\":\"review\"},{\"instructor_name\":\"Thomas Cox\",\"review_date\":\"2011-05-04 12:14:20 +0000 UTC\",\"review_id\":\"faa4eac16ff8aece9708a085\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:510549\",\"source_review_id\":\"UmF0aW5nLTE4NTIzNzU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\",\"type\":\"review\"},{\"instructor_name\":\"Thomas Cox\",\"review_date\":\"2013-04-27 01:39:06 +0000 UTC\",\"review_id\":\"13949e826a844e538618e568\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:510549\",\"source_review_id\":\"UmF0aW5nLTIxNjE2NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\",\"type\":\"review\"},{\"instructor_name\":\"Brian Gould\",\"review_date\":\"2015-05-18 18:30:27 +0000 UTC\",\"review_id\":\"b40c055b8c694c934dffd307\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1544488\",\"source_review_id\":\"UmF0aW5nLTI0ODYxNjgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\",\"type\":\"review\"},{\"instructor_name\":\"Brian Gould\",\"review_date\":\"2016-09-28 14:57:35 +0000 UTC\",\"review_id\":\"c3290ab377c1e91e47dee9dd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1544488\",\"source_review_id\":\"UmF0aW5nLTI2OTk5ODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\",\"type\":\"review\"},{\"instructor_name\":\"Brian Gould\",\"review_date\":\"2016-12-07 14:09:31 +0000 UTC\",\"review_id\":\"1373ad8516a5cfa1eba7a354\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1544488\",\"source_review_id\":\"UmF0aW5nLTI3MzY5NjI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\",\"type\":\"review\"},{\"instructor_name\":\"Brian Gould\",\"review_date\":\"2016-12-07 14:11:08 +0000 UTC\",\"review_id\":\"62fb0fcec48c5d5500724732\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1544488\",\"source_review_id\":\"UmF0aW5nLTI3MzY5NjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\",\"type\":\"review\"},{\"instructor_name\":\"Thomas Cox\",\"review_date\":\"2017-06-08 13:23:19 +0000 UTC\",\"review_id\":\"87c9e8fbfdd765896c84e52d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:510549\",\"source_review_id\":\"UmF0aW5nLTI4NDM1MDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\",\"type\":\"review\"},{\"instructor_name\":\"Brian Gould\",\"review_date\":\"2017-10-02 18:26:15 +0000 UTC\",\"review_id\":\"dd59e7588f65781c13e41b16\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1544488\",\"source_review_id\":\"UmF0aW5nLTI4NzA5OTU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\",\"type\":\"review\"}],\"text\":\"Historical reviews of Brian Gould, Thomas Cox: The course is consistently described as difficult and workload-heavy, requiring significant effort in Excel and math. While some find it a worthwhile, practical experience, others report disorganized instruction and frustrating exams.\"},{\"citations\":[{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.05 GPA, 47.6% A/AB (n=63 letter grades); Fall 2024: 3.40 GPA, 70.6% A/AB (n=51 letter grades); Fall 2025: 3.50 GPA, 79.5% A/AB (n=39 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Thomas Cox\",\"review_date\":\"2011-05-04 12:14:20 +0000 UTC\",\"review_id\":\"faa4eac16ff8aece9708a085\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:510549\",\"source_review_id\":\"UmF0aW5nLTE4NTIzNzU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\",\"type\":\"review\"},{\"instructor_name\":\"Thomas Cox\",\"review_date\":\"2013-04-27 01:39:06 +0000 UTC\",\"review_id\":\"13949e826a844e538618e568\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:510549\",\"source_review_id\":\"UmF0aW5nLTIxNjE2NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/510549\",\"type\":\"review\"},{\"instructor_name\":\"Brian Gould\",\"review_date\":\"2016-09-28 14:57:35 +0000 UTC\",\"review_id\":\"c3290ab377c1e91e47dee9dd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1544488\",\"source_review_id\":\"UmF0aW5nLTI2OTk5ODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\",\"type\":\"review\"},{\"instructor_name\":\"Brian Gould\",\"review_date\":\"2016-12-07 14:11:08 +0000 UTC\",\"review_id\":\"62fb0fcec48c5d5500724732\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1544488\",\"source_review_id\":\"UmF0aW5nLTI3MzY5NjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1544488\",\"type\":\"review\"}],\"text\":\"Historical reviews of Brian Gould, Thomas Cox: Some students found the class thought-provoking and practically useful for employment, noting that preparation leads to learning. Others found lectures boring and disorganized, with exams that made little sense.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"ANDREW STEVENS is recorded teaching in Fall 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"BRENT HUETH is recorded teaching in Fall 2018, Fall 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"BRIAN GOULD is recorded teaching in Spring 2014, Spring 2015, Spring 2016, Fall 2016, Fall 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1074\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 421\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"source_record\":{\"entity_id\":\"6fd228a0-d79f-3878-ae6a-2656fe050231\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"}],\"text\":\"THOMAS L. COX is recorded teaching in Spring 2007, Spring 2008, Spring 2009, Spring 2010, Spring 2011, Spring 2012, Spring 2013. 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}]