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He is helpful if you need it. His tests are all open notes and book so take notes.\",\"course_id\":\"ECON 695\",\"date\":\"2024-02-19 12:48:08 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0c304d689174017b7b724f2b\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTg0NTYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Love love love Professor Friedman. He's an amazing teacher. Happy to help anytime of day or night if you have questions or need help. I used so much from his class on my portfolio interviews. He made some really difficult projects possible. One of my favorite econ professors. Tough grader but he curves the final so it wasn't so bad in the end.\",\"course_id\":\"ECON 695\",\"date\":\"2024-02-21 02:28:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a85cd6d49a42067c110ae029\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTg5MjYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Friedman is one of my favorite professors of all time. He is engaging and funny. Always willing to help students. Attendance isn't required but it should be - every lecture is amazing. Tests are difficult, but if you worked hard he will give you the benefit of the doubt. Super teacher and class, best econ class for job relevant experience.\",\"course_id\":\"ECON 695\",\"date\":\"2024-02-26 04:16:02 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8449d0061339f62dd7289a81\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDAwNDI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"What can I say about Prof. Matt? He's the one of the most funny and dynamic lecturer I've had at Wisconsin. I was excited to wake up and attend lecture each morning even when it was cold out. 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His exams are to hard and take to much time so are very stressful. \",\"course_id\":\"ECON 695\",\"date\":\"2024-02-16 23:24:05 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5b52963bb63401a4a24ac829\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4OTgxMjEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"This class was an eye-opener. Coding is easy enough with the right online GPT, but the exams are brutal when I had to code on my own. The curve is pretty fair though and I did better then expected. Take the course of you want to learn to code, but if you are just rounding up credits there are easier ways.\",\"course_id\":\"ECON 695\",\"date\":\"2024-06-24 15:27:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a65708cd542188665eda66b2\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NTkwNTky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Matt makes Python easy to learn. This class is a LOT of work, but you cover a ton of algorithms and if you show up you should be fine. Go to office hours and use the recorded tutorials. Im a total novice so if you know even a little about Python you can easily get A's on the quizzes/homework/labs. Open notes on finals and midterms!\",\"course_id\":\"ECON 695\",\"date\":\"2024-07-06 03:48:40 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0033d4afee4ab1566954431b\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NjExMjc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"One of the hardest classes I had at UW. Matt deserves a 5 for all the time he spend helping me, but the class only gets a 3 at best. Seemed like anyone could pass with a decent grade if you do all the work, but it isn't easy work. Don't take this class unless you love to code.\",\"course_id\":\"ECON 695\",\"date\":\"2024-11-11 13:31:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"45aada816efcc3ddb4871077\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5OTIyODc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Dr. Friedman is an absolutely amazing professor. I had never done coding before this class and I was very nervous that I would not be able to keep up. It was difficult. Dr. Freidman helped me on zoom each week. His evening office hour was an absolute lifesaver. 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He's an amazing teacher. Happy to help anytime of day or night if you have questions or need help. I used so much from his class on my portfolio interviews. He made some really difficult projects possible. One of my favorite econ professors. Tough grader but he curves the final so it wasn't so bad in the end.\",\"course_id\":\"ECON 695\",\"date\":\"2024-02-21 02:28:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a85cd6d49a42067c110ae029\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTg5MjYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"This class was an eye-opener. Coding is easy enough with the right online GPT, but the exams are brutal when I had to code on my own. The curve is pretty fair though and I did better then expected. 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Open notes on finals and midterms!\",\"course_id\":\"ECON 695\",\"date\":\"2024-07-06 03:48:40 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0033d4afee4ab1566954431b\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NjExMjc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"I really liked Matt. He seemed to care about his students and was willing to help even if it wasn't normal class time or an office hour. The class was ok. 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I took Econometrics: AI & ML with him and learned so much. He's incredibly knowledgeable on the content but is able to explain things in a simple manner. Lecture slides are insanely well organized and helpful for problem sets/learning. Super patient and clearly wants to see everyone succeed - could not recommend him enough!\",\"course_id\":\"ECON 695\",\"date\":\"2025-12-19 23:26:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"edb9ff989a3552242d19a050\",\"instructor_id\":\"rmp:3139509\",\"instructor_name\":\"Austin Miller\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMzUyOTUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3139509\"}],\"evidence_count\":1,\"review_ids\":[\"edb9ff989a3552242d19a050\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3139509\",\"name\":\"Austin Miller\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:3139509\",\"summary\":\"A cited review praises Austin Miller for explaining complex content simply and organizing lecture slides effectively.\"}]}","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_f4f5c3694ef826912b11fa8e","course_id":"ECON 695","catalog_version_id":"1403bfed410a7728394e77500602645949ea8b459be3b017191e1aa6085db12d","record_version_id":"1d86f03a07c3a7e316f6dd60f673b5e4cc0a1472dbabe27107d22c7bb4ca2b2d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"4fad371443c80ef9f2063c7c4692c5ab0d5215f0366e276a693ab9a9b4b8f63e","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"6a621d68cca5f8803b7202df9a355dae3159f44ab5563e5500925aa0746efeb8\",\"course_id\":\"ECON 695\",\"current_instructors\":[{\"instructor_uid\":\"instructor_a205293006e83f38d5a9b324\",\"message\":\"No course-specific reviews available\",\"name\":\"Harold Chiang\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2841650\",\"summary\":[{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 3.76 GPA, 86.7% A/AB (n=45 letter grades); 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Spring 2025: 3.70 GPA, 77.3% A/AB (n=44 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=38 letter grades).\"}]},{\"instructor_uid\":\"instructor_51edc4643dc19df2e5477f75\",\"message\":\"No course-specific reviews available\",\"name\":\"Matt Friedman\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2416016\",\"summary\":[{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.44 GPA, 65.1% A/AB (n=43 letter grades); Fall 2024: 3.31 GPA, 54.8% A/AB (n=42 letter grades); Spring 2026: 3.16 GPA, 57.5% A/AB (n=40 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Matthew Friedman\",\"review_date\":\"2024-02-16 23:24:05 +0000 UTC\",\"review_id\":\"5b52963bb63401a4a24ac829\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2423601\",\"source_review_id\":\"UmF0aW5nLTM4OTgxMjEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\",\"type\":\"review\"},{\"instructor_name\":\"Matthew Friedman\",\"review_date\":\"2024-06-24 15:27:48 +0000 UTC\",\"review_id\":\"a65708cd542188665eda66b2\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2423601\",\"source_review_id\":\"UmF0aW5nLTM5NTkwNTky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Exams were described as brutal and stressful, particularly when coding independently, though the curve was considered fair.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Austin Miller\",\"review_date\":\"2025-12-19 23:26:28 +0000 UTC\",\"review_id\":\"edb9ff989a3552242d19a050\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3139509\",\"source_review_id\":\"UmF0aW5nLTQyMzUyOTUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3139509\",\"type\":\"review\"},{\"instructor_name\":\"Matthew Friedman\",\"review_date\":\"2026-01-02 01:52:46 +0000 UTC\",\"review_id\":\"3aca4143b126b0d10df99dc4\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2423601\",\"source_review_id\":\"UmF0aW5nLTQyNDI1NjY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Austin Miller’s lecture slides were well-organized and helpful for problem sets, while assignments were relevant for data analysis or financial modeling.\"},{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.73 GPA, 79.8% A/AB (n=84 letter grades); Fall 2025: 3.84 GPA, 91.9% A/AB (n=62 letter grades); Spring 2026: 3.66 GPA, 84.0% A/AB (n=119 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Matthew Friedman\",\"review_date\":\"2024-02-21 02:28:47 +0000 UTC\",\"review_id\":\"a85cd6d49a42067c110ae029\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2423601\",\"source_review_id\":\"UmF0aW5nLTM4OTg5MjYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\",\"type\":\"review\"},{\"instructor_name\":\"Matthew Friedman\",\"review_date\":\"2024-11-06 17:44:33 +0000 UTC\",\"review_id\":\"ac770de59d233fb2da8477ba\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2423601\",\"source_review_id\":\"UmF0aW5nLTM5OTAyMjU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Matthew Friedman was happy to help students at any time, and students found the coding skills learned useful for their jobs and portfolio interviews.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"AUSTIN MILLER is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"HAROLD CHIANG is recorded teaching in Spring 2022, Spring 2023, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"KARAM KANG is recorded teaching in Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"MATTHEW FRIEDMAN is recorded teaching in Fall 2021, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2026. 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Tough grader but he curves the final so it wasn't so bad in the end.\",\"course_id\":\"ECON 695\",\"date\":\"2024-02-21 02:28:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a85cd6d49a42067c110ae029\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTg5MjYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Friedman is one of my favorite professors of all time. He is engaging and funny. Always willing to help students. Attendance isn't required but it should be - every lecture is amazing. Tests are difficult, but if you worked hard he will give you the benefit of the doubt. Super teacher and class, best econ class for job relevant experience.\",\"course_id\":\"ECON 695\",\"date\":\"2024-02-26 04:16:02 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8449d0061339f62dd7289a81\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDAwNDI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"What can I say about Prof. Matt? He's the one of the most funny and dynamic lecturer I've had at Wisconsin. I was excited to wake up and attend lecture each morning even when it was cold out. He cares very much about student and gives lots of time to me\",\"course_id\":\"ECON 695\",\"date\":\"2024-07-09 03:11:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"cc1e5d11936467544f70aff4\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NjE1NjI1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"The GOAT. I took Econometrics: AI & ML with him and learned so much. He's incredibly knowledgeable on the content but is able to explain things in a simple manner. Lecture slides are insanely well organized and helpful for problem sets/learning. Super patient and clearly wants to see everyone succeed - could not recommend him enough!\",\"course_id\":\"ECON 695\",\"date\":\"2025-12-19 23:26:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"edb9ff989a3552242d19a050\",\"instructor_id\":\"rmp:3139509\",\"instructor_name\":\"Austin Miller\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMzUyOTUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3139509\"}],\"evidence_count\":5,\"review_ids\":[\"5b52963bb63401a4a24ac829\",\"a85cd6d49a42067c110ae029\",\"8449d0061339f62dd7289a81\",\"cc1e5d11936467544f70aff4\",\"edb9ff989a3552242d19a050\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2423601\",\"name\":\"Matthew Friedman\"},{\"id\":\"rmp:3139509\",\"name\":\"Austin Miller\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Students consistently praise Professor Friedman for being engaging, funny, and clear in his explanations, making complex coding topics accessible.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Professor is very nice and care about students. His exams are to hard and take to much time so are very stressful. \",\"course_id\":\"ECON 695\",\"date\":\"2024-02-16 23:24:05 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5b52963bb63401a4a24ac829\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4OTgxMjEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"This class was an eye-opener. Coding is easy enough with the right online GPT, but the exams are brutal when I had to code on my own. The curve is pretty fair though and I did better then expected. Take the course of you want to learn to code, but if you are just rounding up credits there are easier ways.\",\"course_id\":\"ECON 695\",\"date\":\"2024-06-24 15:27:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a65708cd542188665eda66b2\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NTkwNTky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Matt makes Python easy to learn. This class is a LOT of work, but you cover a ton of algorithms and if you show up you should be fine. Go to office hours and use the recorded tutorials. Im a total novice so if you know even a little about Python you can easily get A's on the quizzes/homework/labs. Open notes on finals and midterms!\",\"course_id\":\"ECON 695\",\"date\":\"2024-07-06 03:48:40 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0033d4afee4ab1566954431b\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NjExMjc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"One of the hardest classes I had at UW. Matt deserves a 5 for all the time he spend helping me, but the class only gets a 3 at best. Seemed like anyone could pass with a decent grade if you do all the work, but it isn't easy work. Don't take this class unless you love to code.\",\"course_id\":\"ECON 695\",\"date\":\"2024-11-11 13:31:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"45aada816efcc3ddb4871077\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5OTIyODc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Dr. Friedman is an absolutely amazing professor. I had never done coding before this class and I was very nervous that I would not be able to keep up. It was difficult. Dr. Freidman helped me on zoom each week. His evening office hour was an absolute lifesaver. Overall I learned a lot in this class and it was worth it, but it is NOT easy\",\"course_id\":\"ECON 695\",\"date\":\"2025-11-05 00:37:12 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5b717e351ae37808ab5887e4\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxODAzNTM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"}],\"evidence_count\":5,\"review_ids\":[\"5b52963bb63401a4a24ac829\",\"a65708cd542188665eda66b2\",\"0033d4afee4ab1566954431b\",\"45aada816efcc3ddb4871077\",\"5b717e351ae37808ab5887e4\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2423601\",\"name\":\"Matthew Friedman\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"The course is described as having a heavy workload with difficult exams and coding assignments, though the curve is often considered fair.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Professor is very nice and care about students. His exams are to hard and take to much time so are very stressful. \",\"course_id\":\"ECON 695\",\"date\":\"2024-02-16 23:24:05 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5b52963bb63401a4a24ac829\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4OTgxMjEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"He was an easy grade and good teacher. He is helpful if you need it. His tests are all open notes and book so take notes.\",\"course_id\":\"ECON 695\",\"date\":\"2024-02-19 12:48:08 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0c304d689174017b7b724f2b\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTg0NTYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"This class was an eye-opener. Coding is easy enough with the right online GPT, but the exams are brutal when I had to code on my own. The curve is pretty fair though and I did better then expected. Take the course of you want to learn to code, but if you are just rounding up credits there are easier ways.\",\"course_id\":\"ECON 695\",\"date\":\"2024-06-24 15:27:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a65708cd542188665eda66b2\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NTkwNTky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Matt makes Python easy to learn. This class is a LOT of work, but you cover a ton of algorithms and if you show up you should be fine. Go to office hours and use the recorded tutorials. Im a total novice so if you know even a little about Python you can easily get A's on the quizzes/homework/labs. Open notes on finals and midterms!\",\"course_id\":\"ECON 695\",\"date\":\"2024-07-06 03:48:40 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0033d4afee4ab1566954431b\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NjExMjc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"One of the hardest classes I had at UW. Matt deserves a 5 for all the time he spend helping me, but the class only gets a 3 at best. Seemed like anyone could pass with a decent grade if you do all the work, but it isn't easy work. Don't take this class unless you love to code.\",\"course_id\":\"ECON 695\",\"date\":\"2024-11-11 13:31:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"45aada816efcc3ddb4871077\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5OTIyODc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"}],\"evidence_count\":5,\"review_ids\":[\"5b52963bb63401a4a24ac829\",\"0c304d689174017b7b724f2b\",\"a65708cd542188665eda66b2\",\"0033d4afee4ab1566954431b\",\"45aada816efcc3ddb4871077\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2423601\",\"name\":\"Matthew Friedman\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Exams are noted as difficult and time-consuming, but open-note policies and generous curves help students achieve good grades.\"}]}","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_f4f5c3694ef826912b11fa8e","course_id":"ECON 695","catalog_version_id":"ca8a9bf22f97d132730a5003b8d0f7198abc34a99c2a5de4722d1c82d47f9434","record_version_id":"983685cc1389cf5cb949ad8a64e256e56b8388de87379b3ee7132cb5ace1e2da","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"c4349c62eb5049f6249821a734c48b58045dfc187922ac2b07607eb3a63bd58c","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"03f9fee62151b35ff0f1e67dc10f80b8f7f25237141cee213cbfb2ab3008b70b\",\"course_id\":\"ECON 695\",\"current_instructors\":[{\"instructor_uid\":\"instructor_8e5b8f58469ceddd22385aab\",\"message\":\"No course-specific reviews available\",\"name\":\"Alice Wu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.84 GPA, 89.5% A/AB (n=19 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\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.73 GPA, 79.8% A/AB (n=84 letter grades); Fall 2025: 3.84 GPA, 91.9% A/AB (n=62 letter grades); Spring 2026: 3.66 GPA, 84.0% A/AB (n=119 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"ALICE WU is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"AUSTIN MILLER is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"MATTHEW FRIEDMAN is recorded teaching in Fall 2021, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2026. 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Don't take this class unless you love to code.\",\"course_id\":\"ECON 695\",\"date\":\"2024-11-11 13:31:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"45aada816efcc3ddb4871077\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5OTIyODc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Dr. Friedman is an absolutely amazing professor. I had never done coding before this class and I was very nervous that I would not be able to keep up. It was difficult. Dr. Freidman helped me on zoom each week. His evening office hour was an absolute lifesaver. 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for Matthew Friedman and Austin Miller highlight strong teaching quality and helpfulness, though students note the course involves significant work and challenging coding exams.\"},{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON 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of Austin Miller, Matthew Friedman: Students value the instructors' patience and willingness to help outside office hours, noting that organized materials and open-note exams support learning.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"ALICE WU is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"AUSTIN MILLER is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"MATTHEW FRIEDMAN is recorded teaching in Fall 2021, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2026. 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He cares very much about student and gives lots of time to me\",\"course_id\":\"ECON 695\",\"date\":\"2024-07-09 03:11:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"cc1e5d11936467544f70aff4\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NjE1NjI1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"The GOAT. I took Econometrics: AI & ML with him and learned so much. He's incredibly knowledgeable on the content but is able to explain things in a simple manner. Lecture slides are insanely well organized and helpful for problem sets/learning. Super patient and clearly wants to see everyone succeed - could not recommend him enough!\",\"course_id\":\"ECON 695\",\"date\":\"2025-12-19 23:26:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"edb9ff989a3552242d19a050\",\"instructor_id\":\"rmp:3139509\",\"instructor_name\":\"Austin Miller\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMzUyOTUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3139509\"}],\"evidence_count\":5,\"review_ids\":[\"5b52963bb63401a4a24ac829\",\"a85cd6d49a42067c110ae029\",\"8449d0061339f62dd7289a81\",\"cc1e5d11936467544f70aff4\",\"edb9ff989a3552242d19a050\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2423601\",\"name\":\"Matthew Friedman\"},{\"id\":\"rmp:3139509\",\"name\":\"Austin Miller\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Students consistently praise Professor Friedman for being engaging, funny, and clear in his explanations, making complex coding topics accessible.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Professor is very nice and care about students. His exams are to hard and take to much time so are very stressful. \",\"course_id\":\"ECON 695\",\"date\":\"2024-02-16 23:24:05 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5b52963bb63401a4a24ac829\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4OTgxMjEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"This class was an eye-opener. Coding is easy enough with the right online GPT, but the exams are brutal when I had to code on my own. The curve is pretty fair though and I did better then expected. Take the course of you want to learn to code, but if you are just rounding up credits there are easier ways.\",\"course_id\":\"ECON 695\",\"date\":\"2024-06-24 15:27:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a65708cd542188665eda66b2\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NTkwNTky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Matt makes Python easy to learn. This class is a LOT of work, but you cover a ton of algorithms and if you show up you should be fine. Go to office hours and use the recorded tutorials. Im a total novice so if you know even a little about Python you can easily get A's on the quizzes/homework/labs. Open notes on finals and midterms!\",\"course_id\":\"ECON 695\",\"date\":\"2024-07-06 03:48:40 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0033d4afee4ab1566954431b\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NjExMjc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"One of the hardest classes I had at UW. Matt deserves a 5 for all the time he spend helping me, but the class only gets a 3 at best. Seemed like anyone could pass with a decent grade if you do all the work, but it isn't easy work. Don't take this class unless you love to code.\",\"course_id\":\"ECON 695\",\"date\":\"2024-11-11 13:31:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"45aada816efcc3ddb4871077\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5OTIyODc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Dr. Friedman is an absolutely amazing professor. I had never done coding before this class and I was very nervous that I would not be able to keep up. It was difficult. Dr. Freidman helped me on zoom each week. His evening office hour was an absolute lifesaver. Overall I learned a lot in this class and it was worth it, but it is NOT easy\",\"course_id\":\"ECON 695\",\"date\":\"2025-11-05 00:37:12 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5b717e351ae37808ab5887e4\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxODAzNTM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"}],\"evidence_count\":5,\"review_ids\":[\"5b52963bb63401a4a24ac829\",\"a65708cd542188665eda66b2\",\"0033d4afee4ab1566954431b\",\"45aada816efcc3ddb4871077\",\"5b717e351ae37808ab5887e4\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2423601\",\"name\":\"Matthew Friedman\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"The course is described as having a heavy workload with difficult exams and coding assignments, though the curve is often considered fair.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Professor is very nice and care about students. His exams are to hard and take to much time so are very stressful. \",\"course_id\":\"ECON 695\",\"date\":\"2024-02-16 23:24:05 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5b52963bb63401a4a24ac829\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4OTgxMjEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"He was an easy grade and good teacher. He is helpful if you need it. His tests are all open notes and book so take notes.\",\"course_id\":\"ECON 695\",\"date\":\"2024-02-19 12:48:08 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0c304d689174017b7b724f2b\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTg0NTYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"This class was an eye-opener. Coding is easy enough with the right online GPT, but the exams are brutal when I had to code on my own. The curve is pretty fair though and I did better then expected. Take the course of you want to learn to code, but if you are just rounding up credits there are easier ways.\",\"course_id\":\"ECON 695\",\"date\":\"2024-06-24 15:27:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a65708cd542188665eda66b2\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NTkwNTky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Matt makes Python easy to learn. This class is a LOT of work, but you cover a ton of algorithms and if you show up you should be fine. Go to office hours and use the recorded tutorials. Im a total novice so if you know even a little about Python you can easily get A's on the quizzes/homework/labs. Open notes on finals and midterms!\",\"course_id\":\"ECON 695\",\"date\":\"2024-07-06 03:48:40 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0033d4afee4ab1566954431b\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NjExMjc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"One of the hardest classes I had at UW. Matt deserves a 5 for all the time he spend helping me, but the class only gets a 3 at best. Seemed like anyone could pass with a decent grade if you do all the work, but it isn't easy work. Don't take this class unless you love to code.\",\"course_id\":\"ECON 695\",\"date\":\"2024-11-11 13:31:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"45aada816efcc3ddb4871077\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5OTIyODc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"}],\"evidence_count\":5,\"review_ids\":[\"5b52963bb63401a4a24ac829\",\"0c304d689174017b7b724f2b\",\"a65708cd542188665eda66b2\",\"0033d4afee4ab1566954431b\",\"45aada816efcc3ddb4871077\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2423601\",\"name\":\"Matthew Friedman\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Exams are noted as difficult and time-consuming, but open-note policies and generous curves help students achieve good 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reviews of Matthew Friedman: Reviewers describe the workload as heavy, with exams being particularly stressful and brutal when coding independently, although the curve is often fair.\"}],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"history\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Matthew Friedman\",\"review_date\":\"2024-02-16 23:24:05 +0000 UTC\",\"review_id\":\"5b52963bb63401a4a24ac829\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2423601\",\"source_review_id\":\"UmF0aW5nLTM4OTgxMjEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\",\"type\":\"review\"},{\"instructor_name\":\"Matthew Friedman\",\"review_date\":\"2024-02-21 02:28:47 +0000 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UTC\",\"review_id\":\"162f3691676842df4a2799b7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2423601\",\"source_review_id\":\"UmF0aW5nLTQxODU1NDg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\",\"type\":\"review\"},{\"instructor_name\":\"Matthew Friedman\",\"review_date\":\"2025-11-25 05:06:20 +0000 UTC\",\"review_id\":\"ee4d9228695aec2f79ee7662\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2423601\",\"source_review_id\":\"UmF0aW5nLTQxOTQ3ODI1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\",\"type\":\"review\"},{\"instructor_name\":\"Austin Miller\",\"review_date\":\"2025-12-19 23:26:28 +0000 UTC\",\"review_id\":\"edb9ff989a3552242d19a050\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3139509\",\"source_review_id\":\"UmF0aW5nLTQyMzUyOTUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3139509\",\"type\":\"review\"}],\"text\":\"Historical reviews for Matthew Friedman and Austin Miller highlight strong teaching quality and helpfulness, though students note the course involves significant work and challenging coding exams.\"},{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON 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of Austin Miller, Matthew Friedman: Students value the instructors' patience and willingness to help outside office hours, noting that organized materials and open-note exams support learning.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"ALICE WU is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"AUSTIN MILLER is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECON 695\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"source_record\":{\"entity_id\":\"a37acfe0-857b-32ab-b7e7-625dec7b06b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"MATTHEW FRIEDMAN is recorded teaching in Fall 2021, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]