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The project is tough too and I don't know why there are so many extra things to write, let alone the demanding white paper.\",\"course_id\":\"ECON 690\",\"date\":\"2019-11-06 22:46:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5f93fda393fa93f3a6d4c50e\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyMzcxMzA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Econ 690 is a very hard class. I spend hours doing the problem sets everyweek. Most of the problem sets have difficult instructions and without previous knowledge of Python would be very difficult to complete.\",\"course_id\":\"ECON 690\",\"date\":\"2019-12-05 03:32:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5d91c81feca6adac30f834e7\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMyNTMxNTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Avoid his upper level classes like the plague, worst class I've taken at UW. Extremely unorganized, takes forever to grade things, insanely long and difficult problem sets weekly ON TOP of a semester long research paper called a "White Paper". Had entire problem sets requiring complex Python coding after attempting to teach us it for a week.\",\"course_id\":\"ECON 690\",\"date\":\"2019-12-12 01:32:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"1c4bae20456868426cd364fc\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNjE5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"I know this is a new class at UW, but it was very poorly executed. The ten problem sets can take up to 20 hours a week to finish, on top of a semester long white paper project that took over 60+ hours to finish over the semester. Friedman doesn't teach the basics of coding before going into massively confusing methods of doing so. Avoid if possible\",\"course_id\":\"ECON 690\",\"date\":\"2019-12-16 16:24:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"19111a53b66c3e61f0233335\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMyNjc2Mjc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"This class was hard. Like, really hard. Huge gap between his expectations versus our backgrounds/skills/time that we could spend on his class. Is he a good professor? Yes. Does he care and value effort? Yes. Was this class well executed? No. Should it have been less than 5 credits? No.\",\"course_id\":\"ECON 690\",\"date\":\"2019-12-23 15:34:08 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"3e7dc0920adc8523f74434d5\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMyNzQ4NTQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"}],\"evidence_count\":5,\"review_ids\":[\"5f93fda393fa93f3a6d4c50e\",\"5d91c81feca6adac30f834e7\",\"1c4bae20456868426cd364fc\",\"19111a53b66c3e61f0233335\",\"3e7dc0920adc8523f74434d5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2423601\",\"name\":\"Matthew Friedman\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2423601\",\"summary\":\"Cited reviews describe Matthew Friedman's class as having an extremely high workload with difficult problem sets and a demanding white paper project.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Coding experience made this an easy class for me. The exams are easy and openbook/open note. \",\"course_id\":\"ECON 690\",\"date\":\"2024-01-28 22:46:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"13704c0d0f6705db67778db6\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTMxOTgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"This was a great class to prep for data/coding interview. Covered lots of the interview algorithms and Prof. Friedman made the lectures super fun and entertaining. Let's students ask questions in class and helps with problem sets. Exam is take-home. easy A if you put in the effort to complete all the assignments and quizzes\",\"course_id\":\"ECON 690\",\"date\":\"2024-01-31 01:43:21 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"2e1241d8b2e5dd3f68bfc222\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTM5NTAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Lectures are important, as well as the readings. The exam questions are from the problem sets. No easy questions. He has well organized notes that he shares before lecture.\",\"course_id\":\"ECON 690\",\"date\":\"2024-01-31 23:30:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"24c9f8834dbdb5d0492e7284\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTQyNTky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Professor Friedman is an amazing lecturer. He knows how to keep students intrigued. You will definitely learn a lot in this class, though the exams are absurdly difficult and crazy long. Like 10- 15 hours at home during finals week. You will be better off taking this course with a professor that gives easier exams.\",\"course_id\":\"ECON 690\",\"date\":\"2024-02-07 23:37:33 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c6e3b6e51cb12a0519a46687\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTYwMjc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"}],\"evidence_count\":4,\"review_ids\":[\"13704c0d0f6705db67778db6\",\"2e1241d8b2e5dd3f68bfc222\",\"24c9f8834dbdb5d0492e7284\",\"c6e3b6e51cb12a0519a46687\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2423601\",\"name\":\"Matthew Friedman\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2423601\",\"summary\":\"Cited reviews praise Matthew Friedman for being an amazing lecturer who keeps students intrigued and provides well-organized notes.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"This was the first time this class was ever taught and Fran did a solid job IMO. Lecture def not mandatory but I went to them all (u could def get away w not doing so tho). 5 short HW assignments that take maybe an hour each, 1 midterm, 1 final and final paper. I thought he graded fairly, only wish a 90 was an A. Didn't have to study much though.\",\"course_id\":\"ECON 690\",\"date\":\"2024-01-17 06:10:33 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"88989481360eefd40d8b8d04\",\"instructor_id\":\"rmp:2836552\",\"instructor_name\":\"Fran Flanagan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODkxNDI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\"},{\"comment\":\"really good guy, no attendance required, easy exam. \",\"course_id\":\"ECON 690\",\"date\":\"2025-05-06 02:55:29 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f4a013f14e9d1b19473ba4aa\",\"instructor_id\":\"rmp:2836552\",\"instructor_name\":\"Fran Flanagan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTcyMTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\"},{\"comment\":\"Very clear expectations and learning objectives and he clearly cares about the subject!\",\"course_id\":\"ECON 690\",\"date\":\"2026-04-23 02:09:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"440b0f32ba44e831b944d099\",\"instructor_id\":\"rmp:2836552\",\"instructor_name\":\"Fran Flanagan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyOTA3Nzgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\"}],\"evidence_count\":3,\"review_ids\":[\"88989481360eefd40d8b8d04\",\"f4a013f14e9d1b19473ba4aa\",\"440b0f32ba44e831b944d099\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2836552\",\"name\":\"Fran Flanagan\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2836552\",\"summary\":\"Cited reviews indicate that Fran Flanagan has easy exams, fair grading, and clear expectations for learning objectives.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Avoid his upper level classes like the plague, worst class I've taken at UW. Extremely unorganized, takes forever to grade things, insanely long and difficult problem sets weekly ON TOP of a semester long research paper called a "White Paper". Had entire problem sets requiring complex Python coding after attempting to teach us it for a week.\",\"course_id\":\"ECON 690\",\"date\":\"2019-12-12 01:32:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"1c4bae20456868426cd364fc\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNjE5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"}],\"evidence_count\":1,\"review_ids\":[\"1c4bae20456868426cd364fc\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2423601\",\"name\":\"Matthew Friedman\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2423601\",\"summary\":\"One reviewer describes Matthew Friedman's class as extremely unorganized with slow grading.\"}]}","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_76a0854768c03089348672b1","course_id":"ECON 690","catalog_version_id":"91bd4a6dd74d4f8bb2b680b11b0725fe95f5587e910ce12eaf51d0047905ef14","record_version_id":"2bd8a23d52346d0f5870c24c36039cc838e1cd6e7abcd2b40b8f1912f75c25ac","job_id":"enrich-28613e16786b80ca59a40dad","output_id":"ceb8e0e7c688731853b712a9f0d07e518fac334e54622bb997d433a464259e9a","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"e4ebb71e6ecac5cd12d8feb6f9ab94515e6f07de84ed3b819b82ca90b7e3638c\",\"course_id\":\"ECON 690\",\"current_instructors\":[{\"instructor_uid\":\"instructor_4db015b24f42d53b6294240f\",\"message\":null,\"name\":\"Fran Flanagan\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2836552\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Fran Flanagan\",\"review_date\":\"2024-01-17 06:10:33 +0000 UTC\",\"review_id\":\"88989481360eefd40d8b8d04\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2836552\",\"source_review_id\":\"UmF0aW5nLTM4ODkxNDI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\",\"type\":\"review\"},{\"instructor_name\":\"Fran Flanagan\",\"review_date\":\"2024-03-07 20:56:31 +0000 UTC\",\"review_id\":\"772415366f6aeee5671cf99c\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2836552\",\"source_review_id\":\"UmF0aW5nLTM5MDMzMjc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\",\"type\":\"review\"},{\"instructor_name\":\"Fran Flanagan\",\"review_date\":\"2025-05-06 02:55:29 +0000 UTC\",\"review_id\":\"f4a013f14e9d1b19473ba4aa\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2836552\",\"source_review_id\":\"UmF0aW5nLTQxMTcyMTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\",\"type\":\"review\"},{\"instructor_name\":\"Fran Flanagan\",\"review_date\":\"2026-04-23 02:09:43 +0000 UTC\",\"review_id\":\"440b0f32ba44e831b944d099\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2836552\",\"source_review_id\":\"UmF0aW5nLTQyOTA3Nzgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\",\"type\":\"review\"},{\"instructor_name\":\"Fran Flanagan\",\"review_date\":\"2026-05-01 16:24:27 +0000 UTC\",\"review_id\":\"dfbf791bad08e9f076a75673\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2836552\",\"source_review_id\":\"UmF0aW5nLTQyOTk1NzQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Fran Flanagan taught ECON 690 with clear expectations, quick email replies, five short homework assignments, a midterm, a final, and a final paper. One student found lectures optional, another called the exam easy, and another wished he put more effort into teaching.\"},{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.56 GPA, 88.1% A/AB (n=42 letter grades); Spring 2025: 3.74 GPA, 92.5% A/AB (n=40 letter grades); Spring 2026: 3.45 GPA, 70.7% A/AB (n=41 letter grades).\"}]},{\"instructor_uid\":\"instructor_17de709b2c271f0b68df2175\",\"message\":\"No course-specific reviews available\",\"name\":\"Jeffrey Smith\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2297105\",\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Fran Flanagan\",\"review_date\":\"2024-01-17 06:10:33 +0000 UTC\",\"review_id\":\"88989481360eefd40d8b8d04\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2836552\",\"source_review_id\":\"UmF0aW5nLTM4ODkxNDI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"The workload included five short homework assignments, one midterm, one final, and a final paper, with homework taking about an hour each.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Raymond Deneckere\",\"review_date\":\"2025-12-15 20:23:29 +0000 UTC\",\"review_id\":\"f2f2c53053a76e0fa23af9cb\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1053939\",\"source_review_id\":\"UmF0aW5nLTQyMjY0OTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1053939\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Historical student feedback on Raymond Deneckere described the class as dense and dry, with lectures that were boring. The grading distribution was reported as 45% midterm, 45% final, and 10% homework. One student found the professor easy with grading but noted that skipping lectures caused them to fall behind.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Fran Flanagan\",\"review_date\":\"2026-04-23 02:09:43 +0000 UTC\",\"review_id\":\"440b0f32ba44e831b944d099\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2836552\",\"source_review_id\":\"UmF0aW5nLTQyOTA3Nzgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\",\"type\":\"review\"},{\"instructor_name\":\"Fran Flanagan\",\"review_date\":\"2026-05-01 16:24:27 +0000 UTC\",\"review_id\":\"dfbf791bad08e9f076a75673\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2836552\",\"source_review_id\":\"UmF0aW5nLTQyOTk1NzQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Fran Flanagan taught with clear expectations and learning objectives, and students found the course interesting with substantial learning opportunities.\"},{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.74 GPA, 92.5% A/AB (n=40 letter grades); Fall 2025: 3.54 GPA, 79.5% A/AB (n=73 letter grades); Spring 2026: 3.45 GPA, 70.7% A/AB (n=41 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Fran Flanagan\",\"review_date\":\"2024-01-17 06:10:33 +0000 UTC\",\"review_id\":\"88989481360eefd40d8b8d04\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2836552\",\"source_review_id\":\"UmF0aW5nLTM4ODkxNDI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\",\"type\":\"review\"},{\"instructor_name\":\"Fran Flanagan\",\"review_date\":\"2025-05-06 02:55:29 +0000 UTC\",\"review_id\":\"f4a013f14e9d1b19473ba4aa\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2836552\",\"source_review_id\":\"UmF0aW5nLTQxMTcyMTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Lectures were not mandatory, and students noted that exams were relatively easy, requiring minimal study time.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"CORINA MOMMAERTS is recorded teaching in Fall 2017, Fall 2018, Fall 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"FRAN FLANAGAN is recorded teaching in Fall 2023, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":6,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"MATTHEW FRIEDMAN is recorded teaching in Fall 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"RAYMOND DENECKERE is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1274\",\"term_name\":\"2027 Sprng\",\"version\":3}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_76a0854768c03089348672b1","course_id":"ECON 690","catalog_version_id":"91bd4a6dd74d4f8bb2b680b11b0725fe95f5587e910ce12eaf51d0047905ef14","record_version_id":"2bd8a23d52346d0f5870c24c36039cc838e1cd6e7abcd2b40b8f1912f75c25ac","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"574294bb96ff727f821d8b281eb03001484931608486fa7acfff1592f2abb9b9","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"r1\",\"r2\",\"r3\"],\"condition\":null,\"course\":null,\"evidence\":\"ECON 301or311or graduate/professional standing\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":301,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 301\",\"id\":\"r1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":311,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"311\",\"id\":\"r2\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"r3\",\"kind\":\"condition\"}],\"notes\":[\"Missing spaces around 'or' in source text preserved as literal evidence substrings.\",\"Timing assumed prior due to lack of explicit concurrency indicators.\"],\"root\":\"root\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_76a0854768c03089348672b1","course_id":"ECON 690","catalog_version_id":"91bd4a6dd74d4f8bb2b680b11b0725fe95f5587e910ce12eaf51d0047905ef14","record_version_id":"2bd8a23d52346d0f5870c24c36039cc838e1cd6e7abcd2b40b8f1912f75c25ac","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"574294bb96ff727f821d8b281eb03001484931608486fa7acfff1592f2abb9b9","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECON 690\",\"field\":\"requirements_text\",\"quote\":\"ECON 301or311or graduate/professional standing\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"}],\"text\":\"Content of ECON 301 or ECON 311, or graduate/professional standing.\"}],\"search_phrases\":[\"economic theory and policy\",\"topics in economics\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"ECON 690\",\"field\":\"description\",\"quote\":\"Topics in economic theory and policy.\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"},{\"course_id\":\"ECON 690\",\"field\":\"title\",\"quote\":\"TOPICS IN ECONOMICS\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"}],\"text\":\"A course covering topics in economic theory and policy.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECON 690\",\"field\":\"description\",\"quote\":\"Topics in economic theory and policy.\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"}],\"text\":\"Economic theory\"},{\"evidence\":[{\"course_id\":\"ECON 690\",\"field\":\"description\",\"quote\":\"Topics in economic theory and policy.\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"}],\"text\":\"Economic policy\"}]}","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_76a0854768c03089348672b1","course_id":"ECON 690","catalog_version_id":"91bd4a6dd74d4f8bb2b680b11b0725fe95f5587e910ce12eaf51d0047905ef14","record_version_id":"2bd8a23d52346d0f5870c24c36039cc838e1cd6e7abcd2b40b8f1912f75c25ac","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"574294bb96ff727f821d8b281eb03001484931608486fa7acfff1592f2abb9b9","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"The problem set is due every!! week and I usually spend so many hours on it. The project is tough too and I don't know why there are so many extra things to write, let alone the demanding white paper.\",\"course_id\":\"ECON 690\",\"date\":\"2019-11-06 22:46:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5f93fda393fa93f3a6d4c50e\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyMzcxMzA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Econ 690 is a very hard class. I spend hours doing the problem sets everyweek. Most of the problem sets have difficult instructions and without previous knowledge of Python would be very difficult to complete.\",\"course_id\":\"ECON 690\",\"date\":\"2019-12-05 03:32:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5d91c81feca6adac30f834e7\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMyNTMxNTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Avoid his upper level classes like the plague, worst class I've taken at UW. Extremely unorganized, takes forever to grade things, insanely long and difficult problem sets weekly ON TOP of a semester long research paper called a "White Paper". Had entire problem sets requiring complex Python coding after attempting to teach us it for a week.\",\"course_id\":\"ECON 690\",\"date\":\"2019-12-12 01:32:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"1c4bae20456868426cd364fc\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNjE5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"I know this is a new class at UW, but it was very poorly executed. The ten problem sets can take up to 20 hours a week to finish, on top of a semester long white paper project that took over 60+ hours to finish over the semester. Friedman doesn't teach the basics of coding before going into massively confusing methods of doing so. Avoid if possible\",\"course_id\":\"ECON 690\",\"date\":\"2019-12-16 16:24:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"19111a53b66c3e61f0233335\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMyNjc2Mjc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"This class was hard. Like, really hard. Huge gap between his expectations versus our backgrounds/skills/time that we could spend on his class. Is he a good professor? Yes. Does he care and value effort? Yes. Was this class well executed? No. Should it have been less than 5 credits? No.\",\"course_id\":\"ECON 690\",\"date\":\"2019-12-23 15:34:08 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"3e7dc0920adc8523f74434d5\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMyNzQ4NTQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"}],\"evidence_count\":5,\"review_ids\":[\"5f93fda393fa93f3a6d4c50e\",\"5d91c81feca6adac30f834e7\",\"1c4bae20456868426cd364fc\",\"19111a53b66c3e61f0233335\",\"3e7dc0920adc8523f74434d5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2423601\",\"name\":\"Matthew Friedman\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2423601\",\"summary\":\"Cited reviews describe Matthew Friedman's class as having an extremely high workload with difficult problem sets and a demanding white paper project.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Coding experience made this an easy class for me. The exams are easy and openbook/open note. \",\"course_id\":\"ECON 690\",\"date\":\"2024-01-28 22:46:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"13704c0d0f6705db67778db6\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTMxOTgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"This was a great class to prep for data/coding interview. Covered lots of the interview algorithms and Prof. Friedman made the lectures super fun and entertaining. Let's students ask questions in class and helps with problem sets. Exam is take-home. easy A if you put in the effort to complete all the assignments and quizzes\",\"course_id\":\"ECON 690\",\"date\":\"2024-01-31 01:43:21 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"2e1241d8b2e5dd3f68bfc222\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTM5NTAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Lectures are important, as well as the readings. The exam questions are from the problem sets. No easy questions. He has well organized notes that he shares before lecture.\",\"course_id\":\"ECON 690\",\"date\":\"2024-01-31 23:30:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"24c9f8834dbdb5d0492e7284\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTQyNTky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Professor Friedman is an amazing lecturer. He knows how to keep students intrigued. You will definitely learn a lot in this class, though the exams are absurdly difficult and crazy long. Like 10- 15 hours at home during finals week. You will be better off taking this course with a professor that gives easier exams.\",\"course_id\":\"ECON 690\",\"date\":\"2024-02-07 23:37:33 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c6e3b6e51cb12a0519a46687\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTYwMjc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"}],\"evidence_count\":4,\"review_ids\":[\"13704c0d0f6705db67778db6\",\"2e1241d8b2e5dd3f68bfc222\",\"24c9f8834dbdb5d0492e7284\",\"c6e3b6e51cb12a0519a46687\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2423601\",\"name\":\"Matthew Friedman\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2423601\",\"summary\":\"Cited reviews praise Matthew Friedman for being an amazing lecturer who keeps students intrigued and provides well-organized notes.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"This was the first time this class was ever taught and Fran did a solid job IMO. Lecture def not mandatory but I went to them all (u could def get away w not doing so tho). 5 short HW assignments that take maybe an hour each, 1 midterm, 1 final and final paper. I thought he graded fairly, only wish a 90 was an A. 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The grading distribution was reported as 45% midterm, 45% final, and 10% homework. 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The project is tough too and I don't know why there are so many extra things to write, let alone the demanding white paper.\",\"course_id\":\"ECON 690\",\"date\":\"2019-11-06 22:46:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5f93fda393fa93f3a6d4c50e\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyMzcxMzA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Econ 690 is a very hard class. I spend hours doing the problem sets everyweek. 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Fall 2025: 3.54 GPA, 79.5% A/AB (n=73 letter grades); Spring 2026: 3.45 GPA, 70.7% A/AB (n=41 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"CORINA MOMMAERTS is recorded teaching in Fall 2017, Fall 2018, Fall 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"FRAN FLANAGAN is recorded teaching in Fall 2023, Spring 2025, Spring 2026. 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Most of the problem sets have difficult instructions and without previous knowledge of Python would be very difficult to complete.\",\"course_id\":\"ECON 690\",\"date\":\"2019-12-05 03:32:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5d91c81feca6adac30f834e7\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMyNTMxNTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Avoid his upper level classes like the plague, worst class I've taken at UW. Extremely unorganized, takes forever to grade things, insanely long and difficult problem sets weekly ON TOP of a semester long research paper called a "White Paper". Had entire problem sets requiring complex Python coding after attempting to teach us it for a week.\",\"course_id\":\"ECON 690\",\"date\":\"2019-12-12 01:32:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"1c4bae20456868426cd364fc\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNjE5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"I know this is a new class at UW, but it was very poorly executed. The ten problem sets can take up to 20 hours a week to finish, on top of a semester long white paper project that took over 60+ hours to finish over the semester. Friedman doesn't teach the basics of coding before going into massively confusing methods of doing so. Avoid if possible\",\"course_id\":\"ECON 690\",\"date\":\"2019-12-16 16:24:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"19111a53b66c3e61f0233335\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMyNjc2Mjc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"}],\"evidence_count\":4,\"review_ids\":[\"5f93fda393fa93f3a6d4c50e\",\"5d91c81feca6adac30f834e7\",\"1c4bae20456868426cd364fc\",\"19111a53b66c3e61f0233335\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2423601\",\"name\":\"Matthew Friedman\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"summary\":\"Students report extremely high workload, with problem sets taking many hours weekly and a demanding white paper project.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Early on, lectures are more dry and fairly math heavy, but the second half focuses on conceptual issues that are super relevant! Weekly problem sets in the first half of the semester, 5 small papers in the second half, but they genuinely helped learn the material. Corina is great and picked really interesting topics to read about.\",\"course_id\":\"ECON 690\",\"date\":\"2019-12-10 00:40:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"816c7aee3ff5d8dbf3a12282\",\"instructor_id\":\"rmp:2336282\",\"instructor_name\":\"Corina Mommaerts\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyNTgzODc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2336282\"},{\"comment\":\"This was the first time this class was ever taught and Fran did a solid job IMO. Lecture def not mandatory but I went to them all (u could def get away w not doing so tho). 5 short HW assignments that take maybe an hour each, 1 midterm, 1 final and final paper. I thought he graded fairly, only wish a 90 was an A. Didn't have to study much though.\",\"course_id\":\"ECON 690\",\"date\":\"2024-01-17 06:10:33 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"88989481360eefd40d8b8d04\",\"instructor_id\":\"rmp:2836552\",\"instructor_name\":\"Fran Flanagan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODkxNDI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\"},{\"comment\":\"This was a great class to prep for data/coding interview. Covered lots of the interview algorithms and Prof. Friedman made the lectures super fun and entertaining. Let's students ask questions in class and helps with problem sets. Exam is take-home. easy A if you put in the effort to complete all the assignments and quizzes\",\"course_id\":\"ECON 690\",\"date\":\"2024-01-31 01:43:21 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"2e1241d8b2e5dd3f68bfc222\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTM5NTAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Professor Friedman is an amazing lecturer. He knows how to keep students intrigued. You will definitely learn a lot in this class, though the exams are absurdly difficult and crazy long. Like 10- 15 hours at home during finals week. You will be better off taking this course with a professor that gives easier exams.\",\"course_id\":\"ECON 690\",\"date\":\"2024-02-07 23:37:33 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c6e3b6e51cb12a0519a46687\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTYwMjc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"}],\"evidence_count\":4,\"review_ids\":[\"816c7aee3ff5d8dbf3a12282\",\"88989481360eefd40d8b8d04\",\"2e1241d8b2e5dd3f68bfc222\",\"c6e3b6e51cb12a0519a46687\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2336282\",\"name\":\"Corina Mommaerts\"},{\"id\":\"rmp:2423601\",\"name\":\"Matthew Friedman\"},{\"id\":\"rmp:2836552\",\"name\":\"Fran Flanagan\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are polarized; some praise instructors for being engaging and helpful, while others criticize dry lectures and poor organization.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"This was the first time this class was ever taught and Fran did a solid job IMO. Lecture def not mandatory but I went to them all (u could def get away w not doing so tho). 5 short HW assignments that take maybe an hour each, 1 midterm, 1 final and final paper. I thought he graded fairly, only wish a 90 was an A. Didn't have to study much though.\",\"course_id\":\"ECON 690\",\"date\":\"2024-01-17 06:10:33 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"88989481360eefd40d8b8d04\",\"instructor_id\":\"rmp:2836552\",\"instructor_name\":\"Fran Flanagan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODkxNDI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\"},{\"comment\":\"Coding experience made this an easy class for me. The exams are easy and openbook/open note. \",\"course_id\":\"ECON 690\",\"date\":\"2024-01-28 22:46:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"13704c0d0f6705db67778db6\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTMxOTgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Professor Friedman is an amazing lecturer. He knows how to keep students intrigued. You will definitely learn a lot in this class, though the exams are absurdly difficult and crazy long. Like 10- 15 hours at home during finals week. You will be better off taking this course with a professor that gives easier exams.\",\"course_id\":\"ECON 690\",\"date\":\"2024-02-07 23:37:33 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c6e3b6e51cb12a0519a46687\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTYwMjc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Don't take this course if you can't attend the lectures. The readings and notes are helpful for coding but useless for the project and exams. Ho,ework is easy enough but tedious. You can use it on the exams so if your stuff is organized it makes them easy.\",\"course_id\":\"ECON 690\",\"date\":\"2024-02-11 19:12:01 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d628bff7494dfc8c8a0b10a8\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTY3ODk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"}],\"evidence_count\":4,\"review_ids\":[\"88989481360eefd40d8b8d04\",\"13704c0d0f6705db67778db6\",\"c6e3b6e51cb12a0519a46687\",\"d628bff7494dfc8c8a0b10a8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2423601\",\"name\":\"Matthew Friedman\"},{\"id\":\"rmp:2836552\",\"name\":\"Fran Flanagan\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment methods vary by instructor, with some finding exams easy and open-book, while others find them absurdly difficult and long.\"}]}","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_76a0854768c03089348672b1","course_id":"ECON 690","catalog_version_id":"91bd4a6dd74d4f8bb2b680b11b0725fe95f5587e910ce12eaf51d0047905ef14","record_version_id":"bfa91ccf5a5da17db62ffb3e541722a77b9cca41633b8a7cec18df541d1b1727","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"b2b9c58a30a48741f1ac024e2a53317b55a5fcceabb199712ff8dea9bf92b53d","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"3489577ab967454f31f711394a0f252bbf679dab3f5845aacea8fe557c9b81b5\",\"course_id\":\"ECON 690\",\"current_instructors\":[{\"instructor_uid\":\"instructor_c1cbfe2f710667db9bd69700\",\"message\":null,\"name\":\"Raymond Deneckere\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:1053939\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Raymond Deneckere\",\"review_date\":\"2025-12-15 20:23:29 +0000 UTC\",\"review_id\":\"f2f2c53053a76e0fa23af9cb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1053939\",\"source_review_id\":\"UmF0aW5nLTQyMjY0OTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1053939\",\"type\":\"review\"}],\"text\":\"Raymond Deneckere is described as nice and supportive, with easy grading. However, the course structure relies heavily on midterm and final exams, and the content is reported as dense and dry. Attendance is critical to avoid falling behind.\"},{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.67 GPA, 89.7% A/AB (n=29 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Raymond Deneckere\",\"review_date\":\"2025-12-15 20:23:29 +0000 UTC\",\"review_id\":\"f2f2c53053a76e0fa23af9cb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1053939\",\"source_review_id\":\"UmF0aW5nLTQyMjY0OTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1053939\",\"type\":\"review\"}],\"text\":\"The grading distribution is heavily weighted toward exams, with 45% for the midterm and 45% for the final, leaving only 10% for homework.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Matthew Friedman\",\"review_date\":\"2019-11-06 22:46:38 +0000 UTC\",\"review_id\":\"5f93fda393fa93f3a6d4c50e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2423601\",\"source_review_id\":\"UmF0aW5nLTMyMzcxMzA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\",\"type\":\"review\"},{\"instructor_name\":\"Matthew Friedman\",\"review_date\":\"2019-12-16 16:24:23 +0000 UTC\",\"review_id\":\"19111a53b66c3e61f0233335\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2423601\",\"source_review_id\":\"UmF0aW5nLTMyNjc2Mjc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\",\"type\":\"review\"}],\"text\":\"Matthew Friedman's historical section was described as extremely difficult, with weekly problem sets taking up to 20 hours and a demanding white paper project. Reviewers criticized the lack of coding instruction and high workload, noting the course was poorly executed and confusing.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Raymond Deneckere\",\"review_date\":\"2025-12-15 20:23:29 +0000 UTC\",\"review_id\":\"f2f2c53053a76e0fa23af9cb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1053939\",\"source_review_id\":\"UmF0aW5nLTQyMjY0OTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1053939\",\"type\":\"review\"}],\"text\":\"Raymond Deneckere is a nice instructor who grades easily, but the course content is dense and boring, leading to a strong recommendation against taking the class.\"},{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.74 GPA, 92.5% A/AB (n=40 letter grades); Fall 2025: 3.54 GPA, 79.5% A/AB (n=73 letter grades); Spring 2026: 3.45 GPA, 70.7% A/AB (n=41 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Raymond Deneckere\",\"review_date\":\"2025-12-15 20:23:29 +0000 UTC\",\"review_id\":\"f2f2c53053a76e0fa23af9cb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1053939\",\"source_review_id\":\"UmF0aW5nLTQyMjY0OTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1053939\",\"type\":\"review\"}],\"text\":\"Lectures are described as dry, and missing class causes students to fall behind, making attendance critical despite the unengaging material.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"CORINA MOMMAERTS is recorded teaching in Fall 2017, Fall 2018, Fall 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"FRAN FLANAGAN is recorded teaching in Fall 2023, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"MATTHEW FRIEDMAN is recorded teaching in Fall 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"RAYMOND DENECKERE is recorded teaching in Fall 2025. 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The project is tough too and I don't know why there are so many extra things to write, let alone the demanding white paper.\",\"course_id\":\"ECON 690\",\"date\":\"2019-11-06 22:46:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5f93fda393fa93f3a6d4c50e\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyMzcxMzA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Econ 690 is a very hard class. I spend hours doing the problem sets everyweek. Most of the problem sets have difficult instructions and without previous knowledge of Python would be very difficult to complete.\",\"course_id\":\"ECON 690\",\"date\":\"2019-12-05 03:32:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5d91c81feca6adac30f834e7\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMyNTMxNTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Avoid his upper level classes like the plague, worst class I've taken at UW. Extremely unorganized, takes forever to grade things, insanely long and difficult problem sets weekly ON TOP of a semester long research paper called a "White Paper". Had entire problem sets requiring complex Python coding after attempting to teach us it for a week.\",\"course_id\":\"ECON 690\",\"date\":\"2019-12-12 01:32:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"1c4bae20456868426cd364fc\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNjE5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"I know this is a new class at UW, but it was very poorly executed. The ten problem sets can take up to 20 hours a week to finish, on top of a semester long white paper project that took over 60+ hours to finish over the semester. Friedman doesn't teach the basics of coding before going into massively confusing methods of doing so. Avoid if possible\",\"course_id\":\"ECON 690\",\"date\":\"2019-12-16 16:24:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"19111a53b66c3e61f0233335\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMyNjc2Mjc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"}],\"evidence_count\":4,\"review_ids\":[\"5f93fda393fa93f3a6d4c50e\",\"5d91c81feca6adac30f834e7\",\"1c4bae20456868426cd364fc\",\"19111a53b66c3e61f0233335\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2423601\",\"name\":\"Matthew Friedman\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"summary\":\"Students report extremely high workload, with problem sets taking many hours weekly and a demanding white paper project.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Early on, lectures are more dry and fairly math heavy, but the second half focuses on conceptual issues that are super relevant! Weekly problem sets in the first half of the semester, 5 small papers in the second half, but they genuinely helped learn the material. Corina is great and picked really interesting topics to read about.\",\"course_id\":\"ECON 690\",\"date\":\"2019-12-10 00:40:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"816c7aee3ff5d8dbf3a12282\",\"instructor_id\":\"rmp:2336282\",\"instructor_name\":\"Corina Mommaerts\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyNTgzODc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2336282\"},{\"comment\":\"This was the first time this class was ever taught and Fran did a solid job IMO. Lecture def not mandatory but I went to them all (u could def get away w not doing so tho). 5 short HW assignments that take maybe an hour each, 1 midterm, 1 final and final paper. I thought he graded fairly, only wish a 90 was an A. Didn't have to study much though.\",\"course_id\":\"ECON 690\",\"date\":\"2024-01-17 06:10:33 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"88989481360eefd40d8b8d04\",\"instructor_id\":\"rmp:2836552\",\"instructor_name\":\"Fran Flanagan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODkxNDI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\"},{\"comment\":\"This was a great class to prep for data/coding interview. Covered lots of the interview algorithms and Prof. Friedman made the lectures super fun and entertaining. Let's students ask questions in class and helps with problem sets. Exam is take-home. easy A if you put in the effort to complete all the assignments and quizzes\",\"course_id\":\"ECON 690\",\"date\":\"2024-01-31 01:43:21 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"2e1241d8b2e5dd3f68bfc222\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTM5NTAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Professor Friedman is an amazing lecturer. He knows how to keep students intrigued. You will definitely learn a lot in this class, though the exams are absurdly difficult and crazy long. Like 10- 15 hours at home during finals week. You will be better off taking this course with a professor that gives easier exams.\",\"course_id\":\"ECON 690\",\"date\":\"2024-02-07 23:37:33 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c6e3b6e51cb12a0519a46687\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTYwMjc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"}],\"evidence_count\":4,\"review_ids\":[\"816c7aee3ff5d8dbf3a12282\",\"88989481360eefd40d8b8d04\",\"2e1241d8b2e5dd3f68bfc222\",\"c6e3b6e51cb12a0519a46687\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2336282\",\"name\":\"Corina Mommaerts\"},{\"id\":\"rmp:2423601\",\"name\":\"Matthew Friedman\"},{\"id\":\"rmp:2836552\",\"name\":\"Fran Flanagan\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are polarized; some praise instructors for being engaging and helpful, while others criticize dry lectures and poor organization.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"This was the first time this class was ever taught and Fran did a solid job IMO. Lecture def not mandatory but I went to them all (u could def get away w not doing so tho). 5 short HW assignments that take maybe an hour each, 1 midterm, 1 final and final paper. I thought he graded fairly, only wish a 90 was an A. Didn't have to study much though.\",\"course_id\":\"ECON 690\",\"date\":\"2024-01-17 06:10:33 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"88989481360eefd40d8b8d04\",\"instructor_id\":\"rmp:2836552\",\"instructor_name\":\"Fran Flanagan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODkxNDI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\"},{\"comment\":\"Coding experience made this an easy class for me. The exams are easy and openbook/open note. \",\"course_id\":\"ECON 690\",\"date\":\"2024-01-28 22:46:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"13704c0d0f6705db67778db6\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTMxOTgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Professor Friedman is an amazing lecturer. He knows how to keep students intrigued. You will definitely learn a lot in this class, though the exams are absurdly difficult and crazy long. Like 10- 15 hours at home during finals week. You will be better off taking this course with a professor that gives easier exams.\",\"course_id\":\"ECON 690\",\"date\":\"2024-02-07 23:37:33 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c6e3b6e51cb12a0519a46687\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTYwMjc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"},{\"comment\":\"Don't take this course if you can't attend the lectures. The readings and notes are helpful for coding but useless for the project and exams. Ho,ework is easy enough but tedious. You can use it on the exams so if your stuff is organized it makes them easy.\",\"course_id\":\"ECON 690\",\"date\":\"2024-02-11 19:12:01 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d628bff7494dfc8c8a0b10a8\",\"instructor_id\":\"rmp:2423601\",\"instructor_name\":\"Matthew Friedman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTY3ODk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\"}],\"evidence_count\":4,\"review_ids\":[\"88989481360eefd40d8b8d04\",\"13704c0d0f6705db67778db6\",\"c6e3b6e51cb12a0519a46687\",\"d628bff7494dfc8c8a0b10a8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2423601\",\"name\":\"Matthew Friedman\"},{\"id\":\"rmp:2836552\",\"name\":\"Fran Flanagan\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment methods vary by instructor, with some finding exams easy and open-book, while others find them absurdly difficult and long.\"}]}","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_76a0854768c03089348672b1","course_id":"ECON 690","catalog_version_id":"91bd4a6dd74d4f8bb2b680b11b0725fe95f5587e910ce12eaf51d0047905ef14","record_version_id":"bfa91ccf5a5da17db62ffb3e541722a77b9cca41633b8a7cec18df541d1b1727","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"b54e2954d9da70aef249c81e47e913746e28d3a8e708aab17f897d9cc7201044","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"3489577ab967454f31f711394a0f252bbf679dab3f5845aacea8fe557c9b81b5\",\"course_id\":\"ECON 690\",\"current_instructors\":[{\"instructor_uid\":\"instructor_c1cbfe2f710667db9bd69700\",\"message\":null,\"name\":\"Raymond Deneckere\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:1053939\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Raymond Deneckere\",\"review_date\":\"2025-12-15 20:23:29 +0000 UTC\",\"review_id\":\"f2f2c53053a76e0fa23af9cb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1053939\",\"source_review_id\":\"UmF0aW5nLTQyMjY0OTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1053939\",\"type\":\"review\"}],\"text\":\"Raymond Deneckere is described as nice and supportive, with easy grading. However, the course structure relies heavily on midterm and final exams, and the content is reported as dense and dry. Attendance is critical to avoid falling behind.\"},{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.67 GPA, 89.7% A/AB (n=29 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Raymond Deneckere\",\"review_date\":\"2025-12-15 20:23:29 +0000 UTC\",\"review_id\":\"f2f2c53053a76e0fa23af9cb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1053939\",\"source_review_id\":\"UmF0aW5nLTQyMjY0OTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1053939\",\"type\":\"review\"}],\"text\":\"The grading distribution is heavily weighted toward exams, with 45% for the midterm and 45% for the final, leaving only 10% for homework.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Matthew Friedman\",\"review_date\":\"2019-11-06 22:46:38 +0000 UTC\",\"review_id\":\"5f93fda393fa93f3a6d4c50e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2423601\",\"source_review_id\":\"UmF0aW5nLTMyMzcxMzA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\",\"type\":\"review\"},{\"instructor_name\":\"Corina Mommaerts\",\"review_date\":\"2019-12-10 00:40:11 +0000 UTC\",\"review_id\":\"816c7aee3ff5d8dbf3a12282\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2336282\",\"source_review_id\":\"UmF0aW5nLTMyNTgzODc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2336282\",\"type\":\"review\"},{\"instructor_name\":\"Matthew Friedman\",\"review_date\":\"2019-12-16 16:24:23 +0000 UTC\",\"review_id\":\"19111a53b66c3e61f0233335\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2423601\",\"source_review_id\":\"UmF0aW5nLTMyNjc2Mjc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\",\"type\":\"review\"},{\"instructor_name\":\"Fran Flanagan\",\"review_date\":\"2024-01-17 06:10:33 +0000 UTC\",\"review_id\":\"88989481360eefd40d8b8d04\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2836552\",\"source_review_id\":\"UmF0aW5nLTM4ODkxNDI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\",\"type\":\"review\"},{\"instructor_name\":\"Matthew Friedman\",\"review_date\":\"2024-01-31 01:43:21 +0000 UTC\",\"review_id\":\"2e1241d8b2e5dd3f68bfc222\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2423601\",\"source_review_id\":\"UmF0aW5nLTM4OTM5NTAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\",\"type\":\"review\"},{\"instructor_name\":\"Matthew Friedman\",\"review_date\":\"2024-02-03 09:59:34 +0000 UTC\",\"review_id\":\"4d916ee6ac98a6982fd306af\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2423601\",\"source_review_id\":\"UmF0aW5nLTM4OTQ5MTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\",\"type\":\"review\"},{\"instructor_name\":\"Matthew Friedman\",\"review_date\":\"2024-02-07 22:45:22 +0000 UTC\",\"review_id\":\"10783d85960c42936c7a28a8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2423601\",\"source_review_id\":\"UmF0aW5nLTM4OTYwMTE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\",\"type\":\"review\"},{\"instructor_name\":\"Matthew Friedman\",\"review_date\":\"2024-02-15 02:48:41 +0000 UTC\",\"review_id\":\"dad7a991dd62238e6ddd56e9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2423601\",\"source_review_id\":\"UmF0aW5nLTM4OTc2NzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2423601\",\"type\":\"review\"},{\"instructor_name\":\"Fran Flanagan\",\"review_date\":\"2024-03-07 20:56:31 +0000 UTC\",\"review_id\":\"772415366f6aeee5671cf99c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2836552\",\"source_review_id\":\"UmF0aW5nLTM5MDMzMjc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\",\"type\":\"review\"},{\"instructor_name\":\"Fran Flanagan\",\"review_date\":\"2025-05-06 02:55:29 +0000 UTC\",\"review_id\":\"f4a013f14e9d1b19473ba4aa\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2836552\",\"source_review_id\":\"UmF0aW5nLTQxMTcyMTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2836552\",\"type\":\"review\"}],\"text\":\"Raymond Deneckere is the current instructor, but no reviews are available for his teaching. Historical reviews for Matthew Friedman describe a course with heavy weekly problem sets and a demanding white paper project, though some found his lectures entertaining and helpful for coding interviews. Corina Mommaerts was praised for relevant conceptual topics, while Fran Flanagan received mixed feedback regarding effort and grading fairness.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Raymond Deneckere\",\"review_date\":\"2025-12-15 20:23:29 +0000 UTC\",\"review_id\":\"f2f2c53053a76e0fa23af9cb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1053939\",\"source_review_id\":\"UmF0aW5nLTQyMjY0OTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1053939\",\"type\":\"review\"}],\"text\":\"Raymond Deneckere is a nice instructor who grades easily, but the course content is dense and boring, leading to a strong recommendation against taking the class.\"},{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.74 GPA, 92.5% A/AB (n=40 letter grades); Fall 2025: 3.54 GPA, 79.5% A/AB (n=73 letter grades); Spring 2026: 3.45 GPA, 70.7% A/AB (n=41 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Raymond Deneckere\",\"review_date\":\"2025-12-15 20:23:29 +0000 UTC\",\"review_id\":\"f2f2c53053a76e0fa23af9cb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1053939\",\"source_review_id\":\"UmF0aW5nLTQyMjY0OTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1053939\",\"type\":\"review\"}],\"text\":\"Lectures are described as dry, and missing class causes students to fall behind, making attendance critical despite the unengaging material.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"CORINA MOMMAERTS is recorded teaching in Fall 2017, Fall 2018, Fall 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"FRAN FLANAGAN is recorded teaching in Fall 2023, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"MATTHEW FRIEDMAN is recorded teaching in Fall 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 690\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"source_record\":{\"entity_id\":\"f97023b8-c0c2-303a-a364-6ab854de8da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"RAYMOND DENECKERE is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]