[{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-03fec27af95860a0bfdd385b","output_id":"b660c15dd91fa4ba738ef3996e509e7bda2aa60337528ead1c7dedefa46a1a48","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"[ECON 310, (STAT 240and340), or (STAT 303and333)], and (ECON 301or311)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"[ECON 310, (STAT 240and340), or (STAT 303and333)]\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":310,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 310\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"(STAT 240and340)\",\"id\":\"n3\",\"kind\":\"all\"},{\"children\":[\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"(STAT 303and333)\",\"id\":\"n4\",\"kind\":\"all\"},{\"children\":[\"n10\",\"n11\"],\"condition\":null,\"course\":null,\"evidence\":\"(ECON 301or311)\",\"id\":\"n5\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":240,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 240\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":303,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 303\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":333,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"333\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":301,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 301\",\"id\":\"n10\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":311,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"311\",\"id\":\"n11\",\"kind\":\"course\"}],\"notes\":[\"STAT 340, STAT 333, and ECON 311 are mentioned in requirements_text but are not present in the provided linked_courses list. These are treated as verbatim condition leaves requiring review for canonical identity.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-03fec27af95860a0bfdd385b","output_id":"b660c15dd91fa4ba738ef3996e509e7bda2aa60337528ead1c7dedefa46a1a48","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECON 310\",\"field\":\"description\",\"quote\":\"Introduction to analysis of economic data. The techniques of descriptive statistics and statistical inference (hypothesis testing and estimation) as directed toward application in economic research.\"},{\"course_id\":\"STAT 240\",\"field\":\"description\",\"quote\":\"Introduces reproducible data management, modeling, analysis, and statistical inference through a practical, hands-on case studies approach. Topics include the use of an integrated statistical computing environment, data wrangling, the R programming language, data graphics and visualization, random variables and concepts of probability including the binomial and normal distributions, data modeling, statistical inference in one- and two- sample settings for proportions and means, simple linear regression, and report generation using R Markdown with applications to a wide variety of data to address open-ended questions.\"},{\"course_id\":\"STAT 340\",\"field\":\"description\",\"quote\":\"Teaches how to explore, model, and analyze data using R. Topics include basic probability models; the central limit theorem; Monte Carlo simulation; one- and two-sample hypothesis testing; Bayesian inference; linear and logistic regression; ANOVA; the bootstrap; random forests and cross-validation. Features the analysis of real-world data sets and the communication of findings in a clear and reproducible manner within a project setting.\"},{\"course_id\":\"STAT 303\",\"field\":\"description\",\"quote\":\"An understanding of the commonly used statistical language R. Topics will include using R to manipulate data and perform exploratory data analysis.\"}],\"text\":\"Prerequisites require foundational knowledge in economic data analysis, statistical inference, and the R programming language, typically gained through courses like ECON 310, STAT 240, STAT 340, STAT 303, STAT 333, ECON 301, or ECON 311.\"},{\"evidence\":[{\"course_id\":\"ECON 301\",\"field\":\"description\",\"quote\":\"Contemporary theory of consumption, production, pricing and resource allocation.\"}],\"text\":\"Prerequisites also require intermediate microeconomic theory, typically gained through ECON 301 or ECON 311.\"}],\"search_phrases\":[\"ECON 570 data analytics\",\"ECON 570 R programming\",\"ECON 570 statistical inference\",\"ECON 570 prerequisites\",\"ECON 570 research question\",\"ECON 570 economic data sources\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"Formulating research questions, accessing economic data sources, conducting preliminary and formal analysis, and reporting findings professionally.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"title\",\"quote\":\"FUNDAMENTALS OF DATA ANALYTICS FOR ECONOMISTS\"},{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Introduction to the data that underlies quantitative economic analysis. Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"ECON 570 introduces the data underlying quantitative economic analysis, teaching students to formulate research questions, access data sources, conduct analysis, and report findings professionally.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Introduction to the data that underlies quantitative economic analysis. Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"Quantitative economic analysis, research question formulation, economic data sources, preliminary and formal analysis, professional reporting.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-03fec27af95860a0bfdd385b","output_id":"b660c15dd91fa4ba738ef3996e509e7bda2aa60337528ead1c7dedefa46a1a48","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Ruhl is a great professor who genuinely cares about students. He is available outside of class as needed and won't talk down to you even if you have a dumb question. He is incredibly understanding about the busy lives we have outside of class, but at the same time pushes students to learn concepts that will help them after college.\",\"course_id\":\"ECON 570\",\"date\":\"2020-09-16 12:34:46 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5afcb6afa85c590904aa2389\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNjQ3MjE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"Easily one of my favorite and one of the most useful classes I've taken through the econ department. I had virtually 0 coding experience coming into this class and left with a solid basis. Lectures are very clear and he is always accessible outside of class. He doesn't hesitate to answer any questions, and his feedback is always clear and useful.\",\"course_id\":\"ECON 570\",\"date\":\"2022-05-11 16:46:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ca6d7c28e5eb44327653da25\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzEwMTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"Prof Swanson's lectures were always impeccable. Each one focused on a separate topic and was a single, complete lesson. She was a tough grader but the class was heavily curved.\",\"course_id\":\"ECON 570\",\"date\":\"2025-12-26 23:49:20 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"37022ad1a396965a75ec8e82\",\"instructor_id\":\"rmp:2915913\",\"instructor_name\":\"Ashley Swanson\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNDAyNDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\"},{\"comment\":\"Professor Swanson was very friendly and her lectures were interesting. They were very informative, but also fast. Since each lecture was its own topic we covered a lot, but not on a super deep level. The class was pretty straightforward and not too time consuming.\",\"course_id\":\"ECON 570\",\"date\":\"2026-01-13 20:51:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f815c7f629de7d7a366fa6d8\",\"instructor_id\":\"rmp:2915913\",\"instructor_name\":\"Ashley Swanson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNDkxMDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\"}],\"evidence_count\":4,\"review_ids\":[\"5afcb6afa85c590904aa2389\",\"ca6d7c28e5eb44327653da25\",\"37022ad1a396965a75ec8e82\",\"f815c7f629de7d7a366fa6d8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"},{\"id\":\"rmp:2915913\",\"name\":\"Ashley Swanson\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"summary\":\"Professor Ruhl and Swanson are praised for clear, accessible lectures and being helpful outside of class.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Ruhl was not a particularly engaging instructor, which is a shame, because I was interested in the subject material. Lectures were not interesting or all that informative, and I did most of my learning outside of class. I would consider other options if at all possible. Ruhl is certainly not the best the econ department has to offer.\",\"course_id\":\"ECON 570\",\"date\":\"2025-02-05 22:28:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e22b5f8d6fce7f5024956ccc\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwNjQzNzM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"Listen, Prof. Brauer is a nice guy. But beware of ECON570 if it's the only thing you do. The only prereqs listed are ECON301 and 310, but this class is basically impossible if you haven't taken CS220 and some econometrics. He explains almost zero code and essentially the entire class is coding econometrics ideas in python. Horribly mislabled. \",\"course_id\":\"ECON 570\",\"date\":\"2025-11-20 19:01:27 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"525ed838d0500e880214f739\",\"instructor_id\":\"rmp:3126425\",\"instructor_name\":\"John Brauer\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxOTE2NjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\"}],\"evidence_count\":2,\"review_ids\":[\"e22b5f8d6fce7f5024956ccc\",\"525ed838d0500e880214f739\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"},{\"id\":\"rmp:3126425\",\"name\":\"John Brauer\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"summary\":\"Some students found Ruhl's lectures unengaging and Brauer's lack of coding instruction confusing.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Kim Ruhl is easily hands down one of the best professors in the economics department. His class, ECON 570 was very interesting and my favorite course so far. The class is project heavy but that is a good thing as long as you put in the work, and the exams can be a little tricky, but trust me they are not that bad.\",\"course_id\":\"ECON 570\",\"date\":\"2022-05-18 04:07:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"697b2d3aafa84b6795649a7c\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzY0ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"I was excited when Prof. Ruhl announced a project to design an optimal tariff policy. Imagine my dismay when my paper, based on a careful application of Felbermayr et al. (2013) received an F. Meanwhile, my friend used Chat GPT and suggested the trade deficit / total imports. They received an A+ and were invited to work for the CEA with Prof. Ruhl!\",\"course_id\":\"ECON 570\",\"date\":\"2025-04-03 02:15:29 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f782f859bed33c573780c9a2\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODYyOTEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"John is very fair when you attend class. He is not actively trying to sabotage you, and is a very understanding professor who is TRYING to give his students partial credit. I think if you go to class and try to pay attention you will have a enjoyable time in this course. Overall I was happy how this course went.  \",\"course_id\":\"ECON 570\",\"date\":\"2026-04-29 19:40:26 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fcd7592603e8813e93d2ccea\",\"instructor_id\":\"rmp:3126425\",\"instructor_name\":\"John Brauer\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyOTcyMjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\"}],\"evidence_count\":3,\"review_ids\":[\"697b2d3aafa84b6795649a7c\",\"f782f859bed33c573780c9a2\",\"fcd7592603e8813e93d2ccea\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"},{\"id\":\"rmp:3126425\",\"name\":\"John Brauer\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"Grading is described as fair by some, but others report harsh penalties for academic integrity issues or perceived unfairness.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Coming from Data Science, this class is extremely easy. At the same time, there is a lot of really good content that he gives you, which I felt has made my Python skills better. No attendance required. Overall easy A, low stress and 4 credits. \",\"course_id\":\"ECON 570\",\"date\":\"2026-03-25 21:38:49 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"08c14a1afc55ad0ba0b85f81\",\"instructor_id\":\"rmp:3126425\",\"instructor_name\":\"John Brauer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzM4NzA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\"},{\"comment\":\"Kim Ruhl is easily hands down one of the best professors in the economics department. His class, ECON 570 was very interesting and my favorite course so far. The class is project heavy but that is a good thing as long as you put in the work, and the exams can be a little tricky, but trust me they are not that bad.\",\"course_id\":\"ECON 570\",\"date\":\"2022-05-18 04:07:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"697b2d3aafa84b6795649a7c\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzY0ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"Professor Swanson was very friendly and her lectures were interesting. They were very informative, but also fast. Since each lecture was its own topic we covered a lot, but not on a super deep level. The class was pretty straightforward and not too time consuming.\",\"course_id\":\"ECON 570\",\"date\":\"2026-01-13 20:51:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f815c7f629de7d7a366fa6d8\",\"instructor_id\":\"rmp:2915913\",\"instructor_name\":\"Ashley Swanson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNDkxMDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\"}],\"evidence_count\":3,\"review_ids\":[\"08c14a1afc55ad0ba0b85f81\",\"697b2d3aafa84b6795649a7c\",\"f815c7f629de7d7a366fa6d8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"},{\"id\":\"rmp:2915913\",\"name\":\"Ashley Swanson\"},{\"id\":\"rmp:3126425\",\"name\":\"John Brauer\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"Workload varies by instructor; Brauer is seen as low stress and easy, while Ruhl's class is project-heavy.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Kim Ruhl is easily hands down one of the best professors in the economics department. His class, ECON 570 was very interesting and my favorite course so far. The class is project heavy but that is a good thing as long as you put in the work, and the exams can be a little tricky, but trust me they are not that bad.\",\"course_id\":\"ECON 570\",\"date\":\"2022-05-18 04:07:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"697b2d3aafa84b6795649a7c\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzY0ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"I was excited when Prof. Ruhl announced a project to design an optimal tariff policy. Imagine my dismay when my paper, based on a careful application of Felbermayr et al. (2013) received an F. Meanwhile, my friend used Chat GPT and suggested the trade deficit / total imports. They received an A+ and were invited to work for the CEA with Prof. Ruhl!\",\"course_id\":\"ECON 570\",\"date\":\"2025-04-03 02:15:29 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f782f859bed33c573780c9a2\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODYyOTEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"}],\"evidence_count\":2,\"review_ids\":[\"697b2d3aafa84b6795649a7c\",\"f782f859bed33c573780c9a2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"Students appreciate the practical, project-based nature of the course when they enjoy the subject matter.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-03fec27af95860a0bfdd385b","output_id":"b660c15dd91fa4ba738ef3996e509e7bda2aa60337528ead1c7dedefa46a1a48","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"3c94f04e7bc55d33e4a4733c8c85ad80df380a14a72307208000176ee3699c08\",\"course_id\":\"ECON 570\",\"current_instructors\":[{\"instructor_uid\":\"instructor_4c21a7647e1bffa3c62331a2\",\"message\":null,\"name\":\"Ashley Swanson\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2915913\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Ashley Swanson\",\"review_date\":\"2025-12-26 23:49:20 +0000 UTC\",\"review_id\":\"37022ad1a396965a75ec8e82\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2915913\",\"source_review_id\":\"UmF0aW5nLTQyNDAyNDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\",\"type\":\"review\"},{\"instructor_name\":\"Ashley Swanson\",\"review_date\":\"2026-01-13 20:51:44 +0000 UTC\",\"review_id\":\"f815c7f629de7d7a366fa6d8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2915913\",\"source_review_id\":\"UmF0aW5nLTQyNDkxMDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\",\"type\":\"review\"}],\"text\":\"Ashley Swanson delivers impeccable, interesting, and informative lectures that cover many topics quickly but not deeply. Reviewers describe her as friendly and the class as straightforward with low time consumption, though she is noted as a tough grader despite heavy curving.\"},{\"citations\":[{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.77 GPA, 88.5% A/AB (n=96 letter grades); Fall 2024: 3.80 GPA, 92.1% A/AB (n=89 letter grades); Fall 2025: 3.79 GPA, 91.5% A/AB (n=82 letter grades).\"}]},{\"instructor_uid\":\"instructor_85263aa64c973c4ea32c97f0\",\"message\":null,\"name\":\"John Brauer\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:3126425\",\"summary\":[{\"citations\":[{\"instructor_name\":\"John Brauer\",\"review_date\":\"2025-11-20 19:01:27 +0000 UTC\",\"review_id\":\"525ed838d0500e880214f739\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126425\",\"source_review_id\":\"UmF0aW5nLTQxOTE2NjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\",\"type\":\"review\"}],\"text\":\"John Brauer teaches ECON 570 with a heavy emphasis on coding econometrics in Python, though one reviewer notes he explains little code and the course is mislabeled regarding prerequisites.\"},{\"citations\":[{\"instructor_name\":\"John Brauer\",\"review_date\":\"2026-03-25 21:38:49 +0000 UTC\",\"review_id\":\"08c14a1afc55ad0ba0b85f81\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126425\",\"source_review_id\":\"UmF0aW5nLTQyNzM4NzA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\",\"type\":\"review\"},{\"instructor_name\":\"John Brauer\",\"review_date\":\"2026-04-29 19:40:26 +0000 UTC\",\"review_id\":\"fcd7592603e8813e93d2ccea\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126425\",\"source_review_id\":\"UmF0aW5nLTQyOTcyMjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\",\"type\":\"review\"}],\"text\":\"Other students found the course easy with low stress and good content, while another reviewer described Brauer as fair and understanding for those who attend class.\"},{\"citations\":[{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.81 GPA, 92.2% A/AB (n=129 letter grades); Fall 2025: 3.82 GPA, 94.6% A/AB (n=74 letter grades); Spring 2026: 3.79 GPA, 91.1% A/AB (n=157 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"John Brauer\",\"review_date\":\"2025-11-20 19:01:27 +0000 UTC\",\"review_id\":\"525ed838d0500e880214f739\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126425\",\"source_review_id\":\"UmF0aW5nLTQxOTE2NjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\",\"type\":\"review\"},{\"instructor_name\":\"John Brauer\",\"review_date\":\"2026-03-25 21:38:49 +0000 UTC\",\"review_id\":\"08c14a1afc55ad0ba0b85f81\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126425\",\"source_review_id\":\"UmF0aW5nLTQyNzM4NzA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\",\"type\":\"review\"}],\"text\":\"John Brauer's course involves significant Python coding for econometrics, which reviewers find difficult without prior CS or econometrics background, though one Data Science student found it easy.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Kim Ruhl\",\"review_date\":\"2020-09-16 12:34:46 +0000 UTC\",\"review_id\":\"5afcb6afa85c590904aa2389\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2417643\",\"source_review_id\":\"UmF0aW5nLTMzNjQ3MjE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\",\"type\":\"review\"},{\"instructor_name\":\"Kim Ruhl\",\"review_date\":\"2020-10-06 15:06:14 +0000 UTC\",\"review_id\":\"9d415c2cd1b7d01af88434b8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2417643\",\"source_review_id\":\"UmF0aW5nLTMzNjgxMzY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\",\"type\":\"review\"},{\"instructor_name\":\"Kim Ruhl\",\"review_date\":\"2022-05-11 16:46:48 +0000 UTC\",\"review_id\":\"ca6d7c28e5eb44327653da25\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2417643\",\"source_review_id\":\"UmF0aW5nLTM2MzEwMTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\",\"type\":\"review\"},{\"instructor_name\":\"Kim Ruhl\",\"review_date\":\"2022-05-18 04:07:15 +0000 UTC\",\"review_id\":\"697b2d3aafa84b6795649a7c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2417643\",\"source_review_id\":\"UmF0aW5nLTM2MzY0ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\",\"type\":\"review\"},{\"instructor_name\":\"Kim Ruhl\",\"review_date\":\"2025-02-05 22:28:43 +0000 UTC\",\"review_id\":\"e22b5f8d6fce7f5024956ccc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2417643\",\"source_review_id\":\"UmF0aW5nLTQwNjQzNzM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\",\"type\":\"review\"},{\"instructor_name\":\"Kim Ruhl\",\"review_date\":\"2025-04-03 02:15:29 +0000 UTC\",\"review_id\":\"f782f859bed33c573780c9a2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2417643\",\"source_review_id\":\"UmF0aW5nLTQwODYyOTEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\",\"type\":\"review\"}],\"text\":\"Historical reviews for Kim Ruhl describe him as caring, accessible, and clear, with students valuing his supportive feedback and project-based learning. Conversely, recent reviews criticize his lectures as unengaging and report inconsistent grading standards, including a dispute over an F grade for a well-researched paper versus an A+ for a simple suggestion.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Ashley Swanson\",\"review_date\":\"2025-12-26 23:49:20 +0000 UTC\",\"review_id\":\"37022ad1a396965a75ec8e82\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2915913\",\"source_review_id\":\"UmF0aW5nLTQyNDAyNDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\",\"type\":\"review\"},{\"instructor_name\":\"Ashley Swanson\",\"review_date\":\"2026-01-13 20:51:44 +0000 UTC\",\"review_id\":\"f815c7f629de7d7a366fa6d8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2915913\",\"source_review_id\":\"UmF0aW5nLTQyNDkxMDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\",\"type\":\"review\"},{\"instructor_name\":\"John Brauer\",\"review_date\":\"2026-03-25 21:38:49 +0000 UTC\",\"review_id\":\"08c14a1afc55ad0ba0b85f81\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126425\",\"source_review_id\":\"UmF0aW5nLTQyNzM4NzA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\",\"type\":\"review\"},{\"instructor_name\":\"John Brauer\",\"review_date\":\"2026-04-29 19:40:26 +0000 UTC\",\"review_id\":\"fcd7592603e8813e93d2ccea\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126425\",\"source_review_id\":\"UmF0aW5nLTQyOTcyMjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\",\"type\":\"review\"}],\"text\":\"Students report mixed experiences with current instructors Ashley Swanson and John Brauer. Swanson offers clear, fast-paced lectures with tough grading, while Brauer provides valuable Python content and is viewed as fair and understanding.\"},{\"citations\":[{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.81 GPA, 92.2% A/AB (n=129 letter grades); Fall 2025: 3.80 GPA, 92.9% A/AB (n=156 letter grades); Spring 2026: 3.79 GPA, 91.1% A/AB (n=157 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Ashley Swanson\",\"review_date\":\"2025-12-26 23:49:20 +0000 UTC\",\"review_id\":\"37022ad1a396965a75ec8e82\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2915913\",\"source_review_id\":\"UmF0aW5nLTQyNDAyNDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\",\"type\":\"review\"},{\"instructor_name\":\"Ashley Swanson\",\"review_date\":\"2026-01-13 20:51:44 +0000 UTC\",\"review_id\":\"f815c7f629de7d7a366fa6d8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2915913\",\"source_review_id\":\"UmF0aW5nLTQyNDkxMDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\",\"type\":\"review\"},{\"instructor_name\":\"John Brauer\",\"review_date\":\"2026-04-29 19:40:26 +0000 UTC\",\"review_id\":\"fcd7592603e8813e93d2ccea\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126425\",\"source_review_id\":\"UmF0aW5nLTQyOTcyMjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\",\"type\":\"review\"}],\"text\":\"Ashley Swanson is praised for impeccable, interesting lectures and fairness despite tough grading. John Brauer is viewed as fair and understanding, with students noting that attending class and paying attention leads to an enjoyable experience.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"ASHLEY SWANSON is recorded teaching in Spring 2023, Spring 2024, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"JOHN BRAUER is recorded teaching in Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"KIM RUHL is recorded teaching in Spring 2020, Spring 2022, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"2406fdc1b5e632bd358c7329a92fa83be3f9e3255e4d7f484a57e98ad1ec73f0","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n0\",\"n1\"],\"condition\":null,\"course\":null,\"evidence\":\"[ECON 310, (STAT 240and340), or (STAT 303and333)], and (ECON 301or311)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"[ECON 310, (STAT 240and340), or (STAT 303and333)]\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":310,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 310\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(STAT 240and340)\",\"id\":\"n3\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":240,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 240\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[\"n7\",\"n8\"],\"condition\":null,\"course\":null,\"evidence\":\"(STAT 303and333)\",\"id\":\"n6\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":303,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 303\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":333,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"333\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[\"n9\",\"n10\"],\"condition\":null,\"course\":null,\"evidence\":\"(ECON 301or311)\",\"id\":\"n9\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":301,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 301\",\"id\":\"n10\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":311,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"311\",\"id\":\"n11\",\"kind\":\"course\"}],\"notes\":[\"STAT 340, STAT 333, and ECON 311 are mentioned in requirements_text but are not present in the provided linked_courses list. These are treated as verbatim condition leaves requiring review for canonical identity.\",\"The evidence for n5, n8, and n11 uses partial course numbers (340, 333, 311) as they appear in the requirements_text string without the subject prefix, but are interpreted as course nodes based on the linked_courses context.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Node n0 references itself; remove the self-reference.\nNode n9 references itself; remove the self-reference.\nCycle reaches node n0; requirement graphs must be trees.\nUnreachable nodes: n10, n11, n9; connect all conditions and exclusions to the root.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"2406fdc1b5e632bd358c7329a92fa83be3f9e3255e4d7f484a57e98ad1ec73f0","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECON 310\",\"field\":\"description\",\"quote\":\"Introduction to analysis of economic data. The techniques of descriptive statistics and statistical inference (hypothesis testing and estimation) as directed toward application in economic research.\"},{\"course_id\":\"STAT 240\",\"field\":\"description\",\"quote\":\"Introduces reproducible data management, modeling, analysis, and statistical inference through a practical, hands-on case studies approach. Topics include the use of an integrated statistical computing environment, data wrangling, the R programming language, data graphics and visualization, random variables and concepts of probability including the binomial and normal distributions, data modeling, statistical inference in one- and two- sample settings for proportions and means, simple linear regression, and report generation using R Markdown with applications to a wide variety of data to address open-ended questions.\"},{\"course_id\":\"STAT 340\",\"field\":\"description\",\"quote\":\"Teaches how to explore, model, and analyze data using R. Topics include basic probability models; the central limit theorem; Monte Carlo simulation; one- and two-sample hypothesis testing; Bayesian inference; linear and logistic regression; ANOVA; the bootstrap; random forests and cross-validation. Features the analysis of real-world data sets and the communication of findings in a clear and reproducible manner within a project setting.\"},{\"course_id\":\"STAT 303\",\"field\":\"description\",\"quote\":\"An understanding of the commonly used statistical language R. Topics will include using R to manipulate data and perform exploratory data analysis.\"}],\"text\":\"Prerequisites require foundational knowledge in economic data analysis, statistical inference, and the R programming language, typically gained through courses like ECON 310, STAT 240, STAT 340, STAT 303, STAT 333, ECON 301, or ECON 311.\"},{\"evidence\":[{\"course_id\":\"ECON 301\",\"field\":\"description\",\"quote\":\"Contemporary theory of consumption, production, pricing and resource allocation.\"}],\"text\":\"Prerequisites also require intermediate microeconomic theory, typically gained through ECON 301 or ECON 311.\"}],\"search_phrases\":[\"ECON 570 data analytics\",\"ECON 570 R programming\",\"ECON 570 statistical inference\",\"ECON 570 prerequisites\",\"ECON 570 research question\",\"ECON 570 economic data sources\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"Formulating research questions, accessing economic data sources, conducting preliminary and formal analysis, and reporting findings professionally.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"title\",\"quote\":\"FUNDAMENTALS OF DATA ANALYTICS FOR ECONOMISTS\"},{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Introduction to the data that underlies quantitative economic analysis. Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"ECON 570 introduces the data underlying quantitative economic analysis, teaching students to formulate research questions, access data sources, conduct analysis, and report findings professionally.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Introduction to the data that underlies quantitative economic analysis. Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"Quantitative economic analysis, research question formulation, economic data sources, preliminary and formal analysis, professional reporting.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"2406fdc1b5e632bd358c7329a92fa83be3f9e3255e4d7f484a57e98ad1ec73f0","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"b0558143c8196084c2dba12f6d20b8d1ecdc5716ccae82fbac12d9b171e75c32","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"[ECON 310, (STAT 240and340), or (STAT 303and333)], and (ECON 301or311)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"[ECON 310, (STAT 240and340), or (STAT 303and333)]\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":310,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 310\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"(STAT 240and340)\",\"id\":\"n3\",\"kind\":\"all\"},{\"children\":[\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"(STAT 303and333)\",\"id\":\"n4\",\"kind\":\"all\"},{\"children\":[\"n10\",\"n11\"],\"condition\":null,\"course\":null,\"evidence\":\"(ECON 301or311)\",\"id\":\"n5\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":240,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 240\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":303,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 303\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":333,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"333\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":301,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 301\",\"id\":\"n10\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":311,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"311\",\"id\":\"n11\",\"kind\":\"course\"}],\"notes\":[\"STAT 340, STAT 333, and ECON 311 are mentioned in requirements_text but are not present in the provided linked_courses list. These are treated as verbatim condition leaves requiring review for canonical identity.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"b0558143c8196084c2dba12f6d20b8d1ecdc5716ccae82fbac12d9b171e75c32","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECON 310\",\"field\":\"description\",\"quote\":\"Introduction to analysis of economic data. The techniques of descriptive statistics and statistical inference (hypothesis testing and estimation) as directed toward application in economic research.\"},{\"course_id\":\"STAT 240\",\"field\":\"description\",\"quote\":\"Introduces reproducible data management, modeling, analysis, and statistical inference through a practical, hands-on case studies approach. Topics include the use of an integrated statistical computing environment, data wrangling, the R programming language, data graphics and visualization, random variables and concepts of probability including the binomial and normal distributions, data modeling, statistical inference in one- and two- sample settings for proportions and means, simple linear regression, and report generation using R Markdown with applications to a wide variety of data to address open-ended questions.\"},{\"course_id\":\"STAT 340\",\"field\":\"description\",\"quote\":\"Teaches how to explore, model, and analyze data using R. Topics include basic probability models; the central limit theorem; Monte Carlo simulation; one- and two-sample hypothesis testing; Bayesian inference; linear and logistic regression; ANOVA; the bootstrap; random forests and cross-validation. Features the analysis of real-world data sets and the communication of findings in a clear and reproducible manner within a project setting.\"},{\"course_id\":\"STAT 303\",\"field\":\"description\",\"quote\":\"An understanding of the commonly used statistical language R. Topics will include using R to manipulate data and perform exploratory data analysis.\"}],\"text\":\"Prerequisites require foundational knowledge in economic data analysis, statistical inference, and the R programming language, typically gained through courses like ECON 310, STAT 240, STAT 340, STAT 303, STAT 333, ECON 301, or ECON 311.\"},{\"evidence\":[{\"course_id\":\"ECON 301\",\"field\":\"description\",\"quote\":\"Contemporary theory of consumption, production, pricing and resource allocation.\"}],\"text\":\"Prerequisites also require intermediate microeconomic theory, typically gained through ECON 301 or ECON 311.\"}],\"search_phrases\":[\"ECON 570 data analytics\",\"ECON 570 R programming\",\"ECON 570 statistical inference\",\"ECON 570 prerequisites\",\"ECON 570 research question\",\"ECON 570 economic data sources\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"Formulating research questions, accessing economic data sources, conducting preliminary and formal analysis, and reporting findings professionally.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"title\",\"quote\":\"FUNDAMENTALS OF DATA ANALYTICS FOR ECONOMISTS\"},{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Introduction to the data that underlies quantitative economic analysis. Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"ECON 570 introduces the data underlying quantitative economic analysis, teaching students to formulate research questions, access data sources, conduct analysis, and report findings professionally.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Introduction to the data that underlies quantitative economic analysis. Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"Quantitative economic analysis, research question formulation, economic data sources, preliminary and formal analysis, professional reporting.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"b0558143c8196084c2dba12f6d20b8d1ecdc5716ccae82fbac12d9b171e75c32","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Ruhl is a great professor who genuinely cares about students. He is available outside of class as needed and won't talk down to you even if you have a dumb question. He is incredibly understanding about the busy lives we have outside of class, but at the same time pushes students to learn concepts that will help them after college.\",\"course_id\":\"ECON 570\",\"date\":\"2020-09-16 12:34:46 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5afcb6afa85c590904aa2389\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNjQ3MjE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"Easily one of my favorite and one of the most useful classes I've taken through the econ department. I had virtually 0 coding experience coming into this class and left with a solid basis. Lectures are very clear and he is always accessible outside of class. He doesn't hesitate to answer any questions, and his feedback is always clear and useful.\",\"course_id\":\"ECON 570\",\"date\":\"2022-05-11 16:46:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ca6d7c28e5eb44327653da25\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzEwMTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"Prof Swanson's lectures were always impeccable. Each one focused on a separate topic and was a single, complete lesson. She was a tough grader but the class was heavily curved.\",\"course_id\":\"ECON 570\",\"date\":\"2025-12-26 23:49:20 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"37022ad1a396965a75ec8e82\",\"instructor_id\":\"rmp:2915913\",\"instructor_name\":\"Ashley Swanson\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNDAyNDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\"},{\"comment\":\"Professor Swanson was very friendly and her lectures were interesting. They were very informative, but also fast. Since each lecture was its own topic we covered a lot, but not on a super deep level. The class was pretty straightforward and not too time consuming.\",\"course_id\":\"ECON 570\",\"date\":\"2026-01-13 20:51:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f815c7f629de7d7a366fa6d8\",\"instructor_id\":\"rmp:2915913\",\"instructor_name\":\"Ashley Swanson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNDkxMDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\"}],\"evidence_count\":4,\"review_ids\":[\"5afcb6afa85c590904aa2389\",\"ca6d7c28e5eb44327653da25\",\"37022ad1a396965a75ec8e82\",\"f815c7f629de7d7a366fa6d8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"},{\"id\":\"rmp:2915913\",\"name\":\"Ashley Swanson\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"summary\":\"Professor Ruhl and Swanson are praised for clear, accessible lectures and being helpful outside of class.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Ruhl was not a particularly engaging instructor, which is a shame, because I was interested in the subject material. Lectures were not interesting or all that informative, and I did most of my learning outside of class. I would consider other options if at all possible. Ruhl is certainly not the best the econ department has to offer.\",\"course_id\":\"ECON 570\",\"date\":\"2025-02-05 22:28:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e22b5f8d6fce7f5024956ccc\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwNjQzNzM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"Listen, Prof. Brauer is a nice guy. But beware of ECON570 if it's the only thing you do. The only prereqs listed are ECON301 and 310, but this class is basically impossible if you haven't taken CS220 and some econometrics. He explains almost zero code and essentially the entire class is coding econometrics ideas in python. Horribly mislabled. \",\"course_id\":\"ECON 570\",\"date\":\"2025-11-20 19:01:27 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"525ed838d0500e880214f739\",\"instructor_id\":\"rmp:3126425\",\"instructor_name\":\"John Brauer\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxOTE2NjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\"}],\"evidence_count\":2,\"review_ids\":[\"e22b5f8d6fce7f5024956ccc\",\"525ed838d0500e880214f739\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"},{\"id\":\"rmp:3126425\",\"name\":\"John Brauer\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"summary\":\"Some students found Ruhl's lectures unengaging and Brauer's lack of coding instruction confusing.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Kim Ruhl is easily hands down one of the best professors in the economics department. His class, ECON 570 was very interesting and my favorite course so far. The class is project heavy but that is a good thing as long as you put in the work, and the exams can be a little tricky, but trust me they are not that bad.\",\"course_id\":\"ECON 570\",\"date\":\"2022-05-18 04:07:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"697b2d3aafa84b6795649a7c\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzY0ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"I was excited when Prof. Ruhl announced a project to design an optimal tariff policy. Imagine my dismay when my paper, based on a careful application of Felbermayr et al. (2013) received an F. Meanwhile, my friend used Chat GPT and suggested the trade deficit / total imports. They received an A+ and were invited to work for the CEA with Prof. Ruhl!\",\"course_id\":\"ECON 570\",\"date\":\"2025-04-03 02:15:29 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f782f859bed33c573780c9a2\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODYyOTEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"John is very fair when you attend class. He is not actively trying to sabotage you, and is a very understanding professor who is TRYING to give his students partial credit. I think if you go to class and try to pay attention you will have a enjoyable time in this course. Overall I was happy how this course went.  \",\"course_id\":\"ECON 570\",\"date\":\"2026-04-29 19:40:26 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fcd7592603e8813e93d2ccea\",\"instructor_id\":\"rmp:3126425\",\"instructor_name\":\"John Brauer\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyOTcyMjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\"}],\"evidence_count\":3,\"review_ids\":[\"697b2d3aafa84b6795649a7c\",\"f782f859bed33c573780c9a2\",\"fcd7592603e8813e93d2ccea\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"},{\"id\":\"rmp:3126425\",\"name\":\"John Brauer\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"Grading is described as fair by some, but others report harsh penalties for academic integrity issues or perceived unfairness.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Coming from Data Science, this class is extremely easy. At the same time, there is a lot of really good content that he gives you, which I felt has made my Python skills better. No attendance required. Overall easy A, low stress and 4 credits. \",\"course_id\":\"ECON 570\",\"date\":\"2026-03-25 21:38:49 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"08c14a1afc55ad0ba0b85f81\",\"instructor_id\":\"rmp:3126425\",\"instructor_name\":\"John Brauer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzM4NzA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\"},{\"comment\":\"Kim Ruhl is easily hands down one of the best professors in the economics department. His class, ECON 570 was very interesting and my favorite course so far. The class is project heavy but that is a good thing as long as you put in the work, and the exams can be a little tricky, but trust me they are not that bad.\",\"course_id\":\"ECON 570\",\"date\":\"2022-05-18 04:07:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"697b2d3aafa84b6795649a7c\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzY0ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"Professor Swanson was very friendly and her lectures were interesting. They were very informative, but also fast. Since each lecture was its own topic we covered a lot, but not on a super deep level. The class was pretty straightforward and not too time consuming.\",\"course_id\":\"ECON 570\",\"date\":\"2026-01-13 20:51:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f815c7f629de7d7a366fa6d8\",\"instructor_id\":\"rmp:2915913\",\"instructor_name\":\"Ashley Swanson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNDkxMDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\"}],\"evidence_count\":3,\"review_ids\":[\"08c14a1afc55ad0ba0b85f81\",\"697b2d3aafa84b6795649a7c\",\"f815c7f629de7d7a366fa6d8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"},{\"id\":\"rmp:2915913\",\"name\":\"Ashley Swanson\"},{\"id\":\"rmp:3126425\",\"name\":\"John Brauer\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"Workload varies by instructor; Brauer is seen as low stress and easy, while Ruhl's class is project-heavy.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Kim Ruhl is easily hands down one of the best professors in the economics department. His class, ECON 570 was very interesting and my favorite course so far. The class is project heavy but that is a good thing as long as you put in the work, and the exams can be a little tricky, but trust me they are not that bad.\",\"course_id\":\"ECON 570\",\"date\":\"2022-05-18 04:07:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"697b2d3aafa84b6795649a7c\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzY0ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"I was excited when Prof. Ruhl announced a project to design an optimal tariff policy. Imagine my dismay when my paper, based on a careful application of Felbermayr et al. (2013) received an F. Meanwhile, my friend used Chat GPT and suggested the trade deficit / total imports. They received an A+ and were invited to work for the CEA with Prof. Ruhl!\",\"course_id\":\"ECON 570\",\"date\":\"2025-04-03 02:15:29 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f782f859bed33c573780c9a2\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODYyOTEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"}],\"evidence_count\":2,\"review_ids\":[\"697b2d3aafa84b6795649a7c\",\"f782f859bed33c573780c9a2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"Students appreciate the practical, project-based nature of the course when they enjoy the subject matter.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-789789da373eecc1ff75f626","output_id":"444ae63540c051dcf0c36bf9dcd3764a8a68986b1fc8bd03fe5e338c7ce5b574","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"[ECON 310, (STAT 240and340), or (STAT 303and333)], and (ECON 301or311)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"[ECON 310, (STAT 240and340), or (STAT 303and333)]\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":310,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 310\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"(STAT 240and340)\",\"id\":\"n3\",\"kind\":\"all\"},{\"children\":[\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"(STAT 303and333)\",\"id\":\"n4\",\"kind\":\"all\"},{\"children\":[\"n10\",\"n11\"],\"condition\":null,\"course\":null,\"evidence\":\"(ECON 301or311)\",\"id\":\"n5\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":240,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 240\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":303,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 303\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":333,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"333\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":301,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 301\",\"id\":\"n10\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":311,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"311\",\"id\":\"n11\",\"kind\":\"course\"}],\"notes\":[\"STAT 340, STAT 333, and ECON 311 are mentioned in requirements_text but are not present in the provided linked_courses list. These are treated as verbatim condition leaves requiring review for canonical identity.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-789789da373eecc1ff75f626","output_id":"444ae63540c051dcf0c36bf9dcd3764a8a68986b1fc8bd03fe5e338c7ce5b574","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECON 310\",\"field\":\"description\",\"quote\":\"Introduction to analysis of economic data. The techniques of descriptive statistics and statistical inference (hypothesis testing and estimation) as directed toward application in economic research.\"},{\"course_id\":\"STAT 240\",\"field\":\"description\",\"quote\":\"Introduces reproducible data management, modeling, analysis, and statistical inference through a practical, hands-on case studies approach. Topics include the use of an integrated statistical computing environment, data wrangling, the R programming language, data graphics and visualization, random variables and concepts of probability including the binomial and normal distributions, data modeling, statistical inference in one- and two- sample settings for proportions and means, simple linear regression, and report generation using R Markdown with applications to a wide variety of data to address open-ended questions.\"},{\"course_id\":\"STAT 340\",\"field\":\"description\",\"quote\":\"Teaches how to explore, model, and analyze data using R. Topics include basic probability models; the central limit theorem; Monte Carlo simulation; one- and two-sample hypothesis testing; Bayesian inference; linear and logistic regression; ANOVA; the bootstrap; random forests and cross-validation. Features the analysis of real-world data sets and the communication of findings in a clear and reproducible manner within a project setting.\"},{\"course_id\":\"STAT 303\",\"field\":\"description\",\"quote\":\"An understanding of the commonly used statistical language R. Topics will include using R to manipulate data and perform exploratory data analysis.\"}],\"text\":\"Prerequisites require foundational knowledge in economic data analysis, statistical inference, and the R programming language, typically gained through courses like ECON 310, STAT 240, STAT 340, STAT 303, STAT 333, ECON 301, or ECON 311.\"},{\"evidence\":[{\"course_id\":\"ECON 301\",\"field\":\"description\",\"quote\":\"Contemporary theory of consumption, production, pricing and resource allocation.\"}],\"text\":\"Prerequisites also require intermediate microeconomic theory, typically gained through ECON 301 or ECON 311.\"}],\"search_phrases\":[\"ECON 570 data analytics\",\"ECON 570 R programming\",\"ECON 570 statistical inference\",\"ECON 570 prerequisites\",\"ECON 570 research question\",\"ECON 570 economic data sources\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"Formulating research questions, accessing economic data sources, conducting preliminary and formal analysis, and reporting findings professionally.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"title\",\"quote\":\"FUNDAMENTALS OF DATA ANALYTICS FOR ECONOMISTS\"},{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Introduction to the data that underlies quantitative economic analysis. Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"ECON 570 introduces the data underlying quantitative economic analysis, teaching students to formulate research questions, access data sources, conduct analysis, and report findings professionally.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Introduction to the data that underlies quantitative economic analysis. Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"Quantitative economic analysis, research question formulation, economic data sources, preliminary and formal analysis, professional reporting.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-789789da373eecc1ff75f626","output_id":"444ae63540c051dcf0c36bf9dcd3764a8a68986b1fc8bd03fe5e338c7ce5b574","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"03d09459a6bb4a7932268081260b8702b601a8bfe671cee2e533f7abe724db5a","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"[ECON 310, (STAT 240and340), or (STAT 303and333)], and (ECON 301or311)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"[ECON 310, (STAT 240and340), or (STAT 303and333)]\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":310,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 310\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"(STAT 240and340)\",\"id\":\"n3\",\"kind\":\"all\"},{\"children\":[\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"(STAT 303and333)\",\"id\":\"n4\",\"kind\":\"all\"},{\"children\":[\"n10\",\"n11\"],\"condition\":null,\"course\":null,\"evidence\":\"(ECON 301or311)\",\"id\":\"n5\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":240,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 240\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":303,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 303\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":333,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"333\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":301,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 301\",\"id\":\"n10\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":311,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"311\",\"id\":\"n11\",\"kind\":\"course\"}],\"notes\":[\"STAT 340, STAT 333, and ECON 311 are mentioned in requirements_text but are not present in the provided linked_courses list. These are treated as verbatim condition leaves requiring review for canonical identity.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"03d09459a6bb4a7932268081260b8702b601a8bfe671cee2e533f7abe724db5a","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECON 310\",\"field\":\"description\",\"quote\":\"Introduction to analysis of economic data. The techniques of descriptive statistics and statistical inference (hypothesis testing and estimation) as directed toward application in economic research.\"},{\"course_id\":\"STAT 240\",\"field\":\"description\",\"quote\":\"Introduces reproducible data management, modeling, analysis, and statistical inference through a practical, hands-on case studies approach. Topics include the use of an integrated statistical computing environment, data wrangling, the R programming language, data graphics and visualization, random variables and concepts of probability including the binomial and normal distributions, data modeling, statistical inference in one- and two- sample settings for proportions and means, simple linear regression, and report generation using R Markdown with applications to a wide variety of data to address open-ended questions.\"},{\"course_id\":\"STAT 340\",\"field\":\"description\",\"quote\":\"Teaches how to explore, model, and analyze data using R. Topics include basic probability models; the central limit theorem; Monte Carlo simulation; one- and two-sample hypothesis testing; Bayesian inference; linear and logistic regression; ANOVA; the bootstrap; random forests and cross-validation. Features the analysis of real-world data sets and the communication of findings in a clear and reproducible manner within a project setting.\"},{\"course_id\":\"STAT 303\",\"field\":\"description\",\"quote\":\"An understanding of the commonly used statistical language R. Topics will include using R to manipulate data and perform exploratory data analysis.\"}],\"text\":\"Prerequisites require foundational knowledge in economic data analysis, statistical inference, and the R programming language, typically gained through courses like ECON 310, STAT 240, STAT 340, STAT 303, STAT 333, ECON 301, or ECON 311.\"},{\"evidence\":[{\"course_id\":\"ECON 301\",\"field\":\"description\",\"quote\":\"Contemporary theory of consumption, production, pricing and resource allocation.\"}],\"text\":\"Prerequisites also require intermediate microeconomic theory, typically gained through ECON 301 or ECON 311.\"}],\"search_phrases\":[\"ECON 570 data analytics\",\"ECON 570 R programming\",\"ECON 570 statistical inference\",\"ECON 570 prerequisites\",\"ECON 570 research question\",\"ECON 570 economic data sources\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"Formulating research questions, accessing economic data sources, conducting preliminary and formal analysis, and reporting findings professionally.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"title\",\"quote\":\"FUNDAMENTALS OF DATA ANALYTICS FOR ECONOMISTS\"},{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Introduction to the data that underlies quantitative economic analysis. Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"ECON 570 introduces the data underlying quantitative economic analysis, teaching students to formulate research questions, access data sources, conduct analysis, and report findings professionally.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Introduction to the data that underlies quantitative economic analysis. Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"Quantitative economic analysis, research question formulation, economic data sources, preliminary and formal analysis, professional reporting.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"03d09459a6bb4a7932268081260b8702b601a8bfe671cee2e533f7abe724db5a","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Ruhl is a great professor who genuinely cares about students. He is available outside of class as needed and won't talk down to you even if you have a dumb question. He is incredibly understanding about the busy lives we have outside of class, but at the same time pushes students to learn concepts that will help them after college.\",\"course_id\":\"ECON 570\",\"date\":\"2020-09-16 12:34:46 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5afcb6afa85c590904aa2389\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNjQ3MjE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"Easily one of my favorite and one of the most useful classes I've taken through the econ department. I had virtually 0 coding experience coming into this class and left with a solid basis. Lectures are very clear and he is always accessible outside of class. He doesn't hesitate to answer any questions, and his feedback is always clear and useful.\",\"course_id\":\"ECON 570\",\"date\":\"2022-05-11 16:46:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ca6d7c28e5eb44327653da25\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzEwMTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"Prof Swanson's lectures were always impeccable. Each one focused on a separate topic and was a single, complete lesson. She was a tough grader but the class was heavily curved.\",\"course_id\":\"ECON 570\",\"date\":\"2025-12-26 23:49:20 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"37022ad1a396965a75ec8e82\",\"instructor_id\":\"rmp:2915913\",\"instructor_name\":\"Ashley Swanson\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNDAyNDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\"},{\"comment\":\"Professor Swanson was very friendly and her lectures were interesting. They were very informative, but also fast. Since each lecture was its own topic we covered a lot, but not on a super deep level. The class was pretty straightforward and not too time consuming.\",\"course_id\":\"ECON 570\",\"date\":\"2026-01-13 20:51:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f815c7f629de7d7a366fa6d8\",\"instructor_id\":\"rmp:2915913\",\"instructor_name\":\"Ashley Swanson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNDkxMDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\"}],\"evidence_count\":4,\"review_ids\":[\"5afcb6afa85c590904aa2389\",\"ca6d7c28e5eb44327653da25\",\"37022ad1a396965a75ec8e82\",\"f815c7f629de7d7a366fa6d8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"},{\"id\":\"rmp:2915913\",\"name\":\"Ashley Swanson\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"summary\":\"Professor Ruhl and Swanson are praised for clear, accessible lectures and being helpful outside of class.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Ruhl was not a particularly engaging instructor, which is a shame, because I was interested in the subject material. Lectures were not interesting or all that informative, and I did most of my learning outside of class. I would consider other options if at all possible. Ruhl is certainly not the best the econ department has to offer.\",\"course_id\":\"ECON 570\",\"date\":\"2025-02-05 22:28:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e22b5f8d6fce7f5024956ccc\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwNjQzNzM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"Listen, Prof. Brauer is a nice guy. But beware of ECON570 if it's the only thing you do. The only prereqs listed are ECON301 and 310, but this class is basically impossible if you haven't taken CS220 and some econometrics. He explains almost zero code and essentially the entire class is coding econometrics ideas in python. Horribly mislabled. \",\"course_id\":\"ECON 570\",\"date\":\"2025-11-20 19:01:27 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"525ed838d0500e880214f739\",\"instructor_id\":\"rmp:3126425\",\"instructor_name\":\"John Brauer\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxOTE2NjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\"}],\"evidence_count\":2,\"review_ids\":[\"e22b5f8d6fce7f5024956ccc\",\"525ed838d0500e880214f739\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"},{\"id\":\"rmp:3126425\",\"name\":\"John Brauer\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"summary\":\"Some students found Ruhl's lectures unengaging and Brauer's lack of coding instruction confusing.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Kim Ruhl is easily hands down one of the best professors in the economics department. His class, ECON 570 was very interesting and my favorite course so far. The class is project heavy but that is a good thing as long as you put in the work, and the exams can be a little tricky, but trust me they are not that bad.\",\"course_id\":\"ECON 570\",\"date\":\"2022-05-18 04:07:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"697b2d3aafa84b6795649a7c\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzY0ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"I was excited when Prof. Ruhl announced a project to design an optimal tariff policy. Imagine my dismay when my paper, based on a careful application of Felbermayr et al. (2013) received an F. Meanwhile, my friend used Chat GPT and suggested the trade deficit / total imports. They received an A+ and were invited to work for the CEA with Prof. Ruhl!\",\"course_id\":\"ECON 570\",\"date\":\"2025-04-03 02:15:29 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f782f859bed33c573780c9a2\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODYyOTEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"John is very fair when you attend class. He is not actively trying to sabotage you, and is a very understanding professor who is TRYING to give his students partial credit. I think if you go to class and try to pay attention you will have a enjoyable time in this course. Overall I was happy how this course went.  \",\"course_id\":\"ECON 570\",\"date\":\"2026-04-29 19:40:26 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fcd7592603e8813e93d2ccea\",\"instructor_id\":\"rmp:3126425\",\"instructor_name\":\"John Brauer\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyOTcyMjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\"}],\"evidence_count\":3,\"review_ids\":[\"697b2d3aafa84b6795649a7c\",\"f782f859bed33c573780c9a2\",\"fcd7592603e8813e93d2ccea\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"},{\"id\":\"rmp:3126425\",\"name\":\"John Brauer\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"Grading is described as fair by some, but others report harsh penalties for academic integrity issues or perceived unfairness.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Coming from Data Science, this class is extremely easy. At the same time, there is a lot of really good content that he gives you, which I felt has made my Python skills better. No attendance required. Overall easy A, low stress and 4 credits. \",\"course_id\":\"ECON 570\",\"date\":\"2026-03-25 21:38:49 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"08c14a1afc55ad0ba0b85f81\",\"instructor_id\":\"rmp:3126425\",\"instructor_name\":\"John Brauer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzM4NzA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\"},{\"comment\":\"Kim Ruhl is easily hands down one of the best professors in the economics department. His class, ECON 570 was very interesting and my favorite course so far. The class is project heavy but that is a good thing as long as you put in the work, and the exams can be a little tricky, but trust me they are not that bad.\",\"course_id\":\"ECON 570\",\"date\":\"2022-05-18 04:07:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"697b2d3aafa84b6795649a7c\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzY0ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"Professor Swanson was very friendly and her lectures were interesting. They were very informative, but also fast. Since each lecture was its own topic we covered a lot, but not on a super deep level. The class was pretty straightforward and not too time consuming.\",\"course_id\":\"ECON 570\",\"date\":\"2026-01-13 20:51:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f815c7f629de7d7a366fa6d8\",\"instructor_id\":\"rmp:2915913\",\"instructor_name\":\"Ashley Swanson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNDkxMDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\"}],\"evidence_count\":3,\"review_ids\":[\"08c14a1afc55ad0ba0b85f81\",\"697b2d3aafa84b6795649a7c\",\"f815c7f629de7d7a366fa6d8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"},{\"id\":\"rmp:2915913\",\"name\":\"Ashley Swanson\"},{\"id\":\"rmp:3126425\",\"name\":\"John Brauer\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"Workload varies by instructor; Brauer is seen as low stress and easy, while Ruhl's class is project-heavy.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Kim Ruhl is easily hands down one of the best professors in the economics department. His class, ECON 570 was very interesting and my favorite course so far. The class is project heavy but that is a good thing as long as you put in the work, and the exams can be a little tricky, but trust me they are not that bad.\",\"course_id\":\"ECON 570\",\"date\":\"2022-05-18 04:07:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"697b2d3aafa84b6795649a7c\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzY0ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"I was excited when Prof. Ruhl announced a project to design an optimal tariff policy. Imagine my dismay when my paper, based on a careful application of Felbermayr et al. (2013) received an F. Meanwhile, my friend used Chat GPT and suggested the trade deficit / total imports. They received an A+ and were invited to work for the CEA with Prof. Ruhl!\",\"course_id\":\"ECON 570\",\"date\":\"2025-04-03 02:15:29 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f782f859bed33c573780c9a2\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODYyOTEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"}],\"evidence_count\":2,\"review_ids\":[\"697b2d3aafa84b6795649a7c\",\"f782f859bed33c573780c9a2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"Students appreciate the practical, project-based nature of the course when they enjoy the subject matter.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"03d09459a6bb4a7932268081260b8702b601a8bfe671cee2e533f7abe724db5a","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"3c94f04e7bc55d33e4a4733c8c85ad80df380a14a72307208000176ee3699c08\",\"course_id\":\"ECON 570\",\"current_instructors\":[{\"instructor_uid\":\"instructor_4c21a7647e1bffa3c62331a2\",\"message\":\"Summary generation failed\",\"name\":\"Ashley Swanson\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2915913\",\"summary\":[{\"citations\":[{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.77 GPA, 88.5% A/AB (n=96 letter grades); Fall 2024: 3.80 GPA, 92.1% A/AB (n=89 letter grades); Fall 2025: 3.79 GPA, 91.5% A/AB (n=82 letter grades).\"}]},{\"instructor_uid\":\"instructor_85263aa64c973c4ea32c97f0\",\"message\":\"Summary generation failed\",\"name\":\"John Brauer\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:3126425\",\"summary\":[{\"citations\":[{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.81 GPA, 92.2% A/AB (n=129 letter grades); Fall 2025: 3.82 GPA, 94.6% A/AB (n=74 letter grades); Spring 2026: 3.79 GPA, 91.1% A/AB (n=157 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_4c21a7647e1bffa3c62331a2\",\"mode\":\"professor\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_85263aa64c973c4ea32c97f0\",\"mode\":\"professor\"},{\"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 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.81 GPA, 92.2% A/AB (n=129 letter grades); Fall 2025: 3.80 GPA, 92.9% A/AB (n=156 letter grades); Spring 2026: 3.79 GPA, 91.1% A/AB (n=157 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"ASHLEY SWANSON is recorded teaching in Spring 2023, Spring 2024, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"JOHN BRAUER is recorded teaching in Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"KIM RUHL is recorded teaching in Spring 2020, Spring 2022, Fall 2023. 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\": \"professor\", \"instructor_uid\": \"instructor_4c21a7647e1bffa3c62331a2\", \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"professor\", \"instructor_uid\": \"instructor_85263aa64c973c4ea32c97f0\", \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"26c72843ff43021d2fd47ca5bcdc1e7f4265693d03522aad40b7d7b7b708c556","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"[ECON 310, (STAT 240and340), or (STAT 303and333)], and (ECON 301or311)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"[ECON 310, (STAT 240and340), or (STAT 303and333)]\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":310,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 310\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"(STAT 240and340)\",\"id\":\"n3\",\"kind\":\"all\"},{\"children\":[\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"(STAT 303and333)\",\"id\":\"n4\",\"kind\":\"all\"},{\"children\":[\"n10\",\"n11\"],\"condition\":null,\"course\":null,\"evidence\":\"(ECON 301or311)\",\"id\":\"n5\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":240,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 240\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":303,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 303\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":333,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"333\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":301,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 301\",\"id\":\"n10\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":311,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"311\",\"id\":\"n11\",\"kind\":\"course\"}],\"notes\":[\"STAT 340, STAT 333, and ECON 311 are mentioned in requirements_text but are not present in the provided linked_courses list. These are treated as verbatim condition leaves requiring review for canonical identity.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"26c72843ff43021d2fd47ca5bcdc1e7f4265693d03522aad40b7d7b7b708c556","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECON 310\",\"field\":\"description\",\"quote\":\"Introduction to analysis of economic data. The techniques of descriptive statistics and statistical inference (hypothesis testing and estimation) as directed toward application in economic research.\"},{\"course_id\":\"STAT 240\",\"field\":\"description\",\"quote\":\"Introduces reproducible data management, modeling, analysis, and statistical inference through a practical, hands-on case studies approach. Topics include the use of an integrated statistical computing environment, data wrangling, the R programming language, data graphics and visualization, random variables and concepts of probability including the binomial and normal distributions, data modeling, statistical inference in one- and two- sample settings for proportions and means, simple linear regression, and report generation using R Markdown with applications to a wide variety of data to address open-ended questions.\"},{\"course_id\":\"STAT 340\",\"field\":\"description\",\"quote\":\"Teaches how to explore, model, and analyze data using R. Topics include basic probability models; the central limit theorem; Monte Carlo simulation; one- and two-sample hypothesis testing; Bayesian inference; linear and logistic regression; ANOVA; the bootstrap; random forests and cross-validation. Features the analysis of real-world data sets and the communication of findings in a clear and reproducible manner within a project setting.\"},{\"course_id\":\"STAT 303\",\"field\":\"description\",\"quote\":\"An understanding of the commonly used statistical language R. Topics will include using R to manipulate data and perform exploratory data analysis.\"}],\"text\":\"Prerequisites require foundational knowledge in economic data analysis, statistical inference, and the R programming language, typically gained through courses like ECON 310, STAT 240, STAT 340, STAT 303, STAT 333, ECON 301, or ECON 311.\"},{\"evidence\":[{\"course_id\":\"ECON 301\",\"field\":\"description\",\"quote\":\"Contemporary theory of consumption, production, pricing and resource allocation.\"}],\"text\":\"Prerequisites also require intermediate microeconomic theory, typically gained through ECON 301 or ECON 311.\"}],\"search_phrases\":[\"ECON 570 data analytics\",\"ECON 570 R programming\",\"ECON 570 statistical inference\",\"ECON 570 prerequisites\",\"ECON 570 research question\",\"ECON 570 economic data sources\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"Formulating research questions, accessing economic data sources, conducting preliminary and formal analysis, and reporting findings professionally.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"title\",\"quote\":\"FUNDAMENTALS OF DATA ANALYTICS FOR ECONOMISTS\"},{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Introduction to the data that underlies quantitative economic analysis. Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"ECON 570 introduces the data underlying quantitative economic analysis, teaching students to formulate research questions, access data sources, conduct analysis, and report findings professionally.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECON 570\",\"field\":\"description\",\"quote\":\"Introduction to the data that underlies quantitative economic analysis. Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner.\"}],\"text\":\"Quantitative economic analysis, research question formulation, economic data sources, preliminary and formal analysis, professional reporting.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"26c72843ff43021d2fd47ca5bcdc1e7f4265693d03522aad40b7d7b7b708c556","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Ruhl is a great professor who genuinely cares about students. He is available outside of class as needed and won't talk down to you even if you have a dumb question. He is incredibly understanding about the busy lives we have outside of class, but at the same time pushes students to learn concepts that will help them after college.\",\"course_id\":\"ECON 570\",\"date\":\"2020-09-16 12:34:46 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5afcb6afa85c590904aa2389\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNjQ3MjE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"Easily one of my favorite and one of the most useful classes I've taken through the econ department. I had virtually 0 coding experience coming into this class and left with a solid basis. Lectures are very clear and he is always accessible outside of class. He doesn't hesitate to answer any questions, and his feedback is always clear and useful.\",\"course_id\":\"ECON 570\",\"date\":\"2022-05-11 16:46:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ca6d7c28e5eb44327653da25\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzEwMTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"Prof Swanson's lectures were always impeccable. Each one focused on a separate topic and was a single, complete lesson. She was a tough grader but the class was heavily curved.\",\"course_id\":\"ECON 570\",\"date\":\"2025-12-26 23:49:20 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"37022ad1a396965a75ec8e82\",\"instructor_id\":\"rmp:2915913\",\"instructor_name\":\"Ashley Swanson\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNDAyNDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\"},{\"comment\":\"Professor Swanson was very friendly and her lectures were interesting. They were very informative, but also fast. Since each lecture was its own topic we covered a lot, but not on a super deep level. The class was pretty straightforward and not too time consuming.\",\"course_id\":\"ECON 570\",\"date\":\"2026-01-13 20:51:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f815c7f629de7d7a366fa6d8\",\"instructor_id\":\"rmp:2915913\",\"instructor_name\":\"Ashley Swanson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNDkxMDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\"}],\"evidence_count\":4,\"review_ids\":[\"5afcb6afa85c590904aa2389\",\"ca6d7c28e5eb44327653da25\",\"37022ad1a396965a75ec8e82\",\"f815c7f629de7d7a366fa6d8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"},{\"id\":\"rmp:2915913\",\"name\":\"Ashley Swanson\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"summary\":\"Professor Ruhl and Swanson are praised for clear, accessible lectures and being helpful outside of class.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Ruhl was not a particularly engaging instructor, which is a shame, because I was interested in the subject material. Lectures were not interesting or all that informative, and I did most of my learning outside of class. I would consider other options if at all possible. Ruhl is certainly not the best the econ department has to offer.\",\"course_id\":\"ECON 570\",\"date\":\"2025-02-05 22:28:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e22b5f8d6fce7f5024956ccc\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwNjQzNzM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"Listen, Prof. Brauer is a nice guy. But beware of ECON570 if it's the only thing you do. The only prereqs listed are ECON301 and 310, but this class is basically impossible if you haven't taken CS220 and some econometrics. He explains almost zero code and essentially the entire class is coding econometrics ideas in python. Horribly mislabled. \",\"course_id\":\"ECON 570\",\"date\":\"2025-11-20 19:01:27 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"525ed838d0500e880214f739\",\"instructor_id\":\"rmp:3126425\",\"instructor_name\":\"John Brauer\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxOTE2NjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\"}],\"evidence_count\":2,\"review_ids\":[\"e22b5f8d6fce7f5024956ccc\",\"525ed838d0500e880214f739\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"},{\"id\":\"rmp:3126425\",\"name\":\"John Brauer\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"summary\":\"Some students found Ruhl's lectures unengaging and Brauer's lack of coding instruction confusing.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Kim Ruhl is easily hands down one of the best professors in the economics department. His class, ECON 570 was very interesting and my favorite course so far. The class is project heavy but that is a good thing as long as you put in the work, and the exams can be a little tricky, but trust me they are not that bad.\",\"course_id\":\"ECON 570\",\"date\":\"2022-05-18 04:07:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"697b2d3aafa84b6795649a7c\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzY0ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"I was excited when Prof. Ruhl announced a project to design an optimal tariff policy. Imagine my dismay when my paper, based on a careful application of Felbermayr et al. (2013) received an F. Meanwhile, my friend used Chat GPT and suggested the trade deficit / total imports. They received an A+ and were invited to work for the CEA with Prof. Ruhl!\",\"course_id\":\"ECON 570\",\"date\":\"2025-04-03 02:15:29 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f782f859bed33c573780c9a2\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODYyOTEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"John is very fair when you attend class. He is not actively trying to sabotage you, and is a very understanding professor who is TRYING to give his students partial credit. I think if you go to class and try to pay attention you will have a enjoyable time in this course. Overall I was happy how this course went.  \",\"course_id\":\"ECON 570\",\"date\":\"2026-04-29 19:40:26 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fcd7592603e8813e93d2ccea\",\"instructor_id\":\"rmp:3126425\",\"instructor_name\":\"John Brauer\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyOTcyMjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\"}],\"evidence_count\":3,\"review_ids\":[\"697b2d3aafa84b6795649a7c\",\"f782f859bed33c573780c9a2\",\"fcd7592603e8813e93d2ccea\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"},{\"id\":\"rmp:3126425\",\"name\":\"John Brauer\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"Grading is described as fair by some, but others report harsh penalties for academic integrity issues or perceived unfairness.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Coming from Data Science, this class is extremely easy. At the same time, there is a lot of really good content that he gives you, which I felt has made my Python skills better. No attendance required. Overall easy A, low stress and 4 credits. \",\"course_id\":\"ECON 570\",\"date\":\"2026-03-25 21:38:49 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"08c14a1afc55ad0ba0b85f81\",\"instructor_id\":\"rmp:3126425\",\"instructor_name\":\"John Brauer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzM4NzA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\"},{\"comment\":\"Kim Ruhl is easily hands down one of the best professors in the economics department. His class, ECON 570 was very interesting and my favorite course so far. The class is project heavy but that is a good thing as long as you put in the work, and the exams can be a little tricky, but trust me they are not that bad.\",\"course_id\":\"ECON 570\",\"date\":\"2022-05-18 04:07:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"697b2d3aafa84b6795649a7c\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzY0ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"Professor Swanson was very friendly and her lectures were interesting. They were very informative, but also fast. Since each lecture was its own topic we covered a lot, but not on a super deep level. The class was pretty straightforward and not too time consuming.\",\"course_id\":\"ECON 570\",\"date\":\"2026-01-13 20:51:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f815c7f629de7d7a366fa6d8\",\"instructor_id\":\"rmp:2915913\",\"instructor_name\":\"Ashley Swanson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNDkxMDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\"}],\"evidence_count\":3,\"review_ids\":[\"08c14a1afc55ad0ba0b85f81\",\"697b2d3aafa84b6795649a7c\",\"f815c7f629de7d7a366fa6d8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"},{\"id\":\"rmp:2915913\",\"name\":\"Ashley Swanson\"},{\"id\":\"rmp:3126425\",\"name\":\"John Brauer\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"Workload varies by instructor; Brauer is seen as low stress and easy, while Ruhl's class is project-heavy.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Kim Ruhl is easily hands down one of the best professors in the economics department. His class, ECON 570 was very interesting and my favorite course so far. The class is project heavy but that is a good thing as long as you put in the work, and the exams can be a little tricky, but trust me they are not that bad.\",\"course_id\":\"ECON 570\",\"date\":\"2022-05-18 04:07:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"697b2d3aafa84b6795649a7c\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzY0ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"},{\"comment\":\"I was excited when Prof. Ruhl announced a project to design an optimal tariff policy. Imagine my dismay when my paper, based on a careful application of Felbermayr et al. (2013) received an F. Meanwhile, my friend used Chat GPT and suggested the trade deficit / total imports. They received an A+ and were invited to work for the CEA with Prof. Ruhl!\",\"course_id\":\"ECON 570\",\"date\":\"2025-04-03 02:15:29 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f782f859bed33c573780c9a2\",\"instructor_id\":\"rmp:2417643\",\"instructor_name\":\"Kim Ruhl\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODYyOTEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\"}],\"evidence_count\":2,\"review_ids\":[\"697b2d3aafa84b6795649a7c\",\"f782f859bed33c573780c9a2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2417643\",\"name\":\"Kim Ruhl\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"Students appreciate the practical, project-based nature of the course when they enjoy the subject matter.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_05d67a715fdacf96f5e1d957","course_id":"ECON 570","catalog_version_id":"32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc","record_version_id":"210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"26c72843ff43021d2fd47ca5bcdc1e7f4265693d03522aad40b7d7b7b708c556","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"3c94f04e7bc55d33e4a4733c8c85ad80df380a14a72307208000176ee3699c08\",\"course_id\":\"ECON 570\",\"current_instructors\":[{\"instructor_uid\":\"instructor_4c21a7647e1bffa3c62331a2\",\"message\":null,\"name\":\"Ashley Swanson\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2915913\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Ashley Swanson\",\"review_date\":\"2025-12-26 23:49:20 +0000 UTC\",\"review_id\":\"37022ad1a396965a75ec8e82\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2915913\",\"source_review_id\":\"UmF0aW5nLTQyNDAyNDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\",\"type\":\"review\"},{\"instructor_name\":\"Ashley Swanson\",\"review_date\":\"2026-01-13 20:51:44 +0000 UTC\",\"review_id\":\"f815c7f629de7d7a366fa6d8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2915913\",\"source_review_id\":\"UmF0aW5nLTQyNDkxMDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\",\"type\":\"review\"}],\"text\":\"Ashley Swanson delivers impeccable, interesting, and informative lectures that cover many topics quickly but not deeply. Reviewers describe her as friendly and the class as straightforward with low time consumption, though she is noted as a tough grader despite heavy curving.\"},{\"citations\":[{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.77 GPA, 88.5% A/AB (n=96 letter grades); Fall 2024: 3.80 GPA, 92.1% A/AB (n=89 letter grades); Fall 2025: 3.79 GPA, 91.5% A/AB (n=82 letter grades).\"}]},{\"instructor_uid\":\"instructor_85263aa64c973c4ea32c97f0\",\"message\":null,\"name\":\"John Brauer\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:3126425\",\"summary\":[{\"citations\":[{\"instructor_name\":\"John Brauer\",\"review_date\":\"2025-11-20 19:01:27 +0000 UTC\",\"review_id\":\"525ed838d0500e880214f739\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126425\",\"source_review_id\":\"UmF0aW5nLTQxOTE2NjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\",\"type\":\"review\"},{\"instructor_name\":\"John Brauer\",\"review_date\":\"2026-03-25 21:38:49 +0000 UTC\",\"review_id\":\"08c14a1afc55ad0ba0b85f81\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126425\",\"source_review_id\":\"UmF0aW5nLTQyNzM4NzA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\",\"type\":\"review\"},{\"instructor_name\":\"John Brauer\",\"review_date\":\"2026-04-29 19:40:26 +0000 UTC\",\"review_id\":\"fcd7592603e8813e93d2ccea\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126425\",\"source_review_id\":\"UmF0aW5nLTQyOTcyMjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\",\"type\":\"review\"}],\"text\":\"John Brauer is described as a nice and fair instructor who attempts to offer partial credit and is understanding (review:3). Reviews disagree on difficulty: one student found the course extremely easy and beneficial for Python skills (review:2), while another found it impossible due to insufficient coding instruction (review:1). The course involves significant Python coding for econometrics, which one reviewer felt was poorly explained (review:1).\"},{\"citations\":[{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.81 GPA, 92.2% A/AB (n=129 letter grades); Fall 2025: 3.82 GPA, 94.6% A/AB (n=74 letter grades); Spring 2026: 3.79 GPA, 91.1% A/AB (n=157 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"John Brauer\",\"review_date\":\"2025-11-20 19:01:27 +0000 UTC\",\"review_id\":\"525ed838d0500e880214f739\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126425\",\"source_review_id\":\"UmF0aW5nLTQxOTE2NjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\",\"type\":\"review\"},{\"instructor_name\":\"John Brauer\",\"review_date\":\"2026-03-25 21:38:49 +0000 UTC\",\"review_id\":\"08c14a1afc55ad0ba0b85f81\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126425\",\"source_review_id\":\"UmF0aW5nLTQyNzM4NzA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\",\"type\":\"review\"}],\"text\":\"John Brauer's course involves significant Python coding for econometrics, which reviewers find difficult without prior CS or econometrics background, though one Data Science student found it easy.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Kim Ruhl\",\"review_date\":\"2020-09-16 12:34:46 +0000 UTC\",\"review_id\":\"5afcb6afa85c590904aa2389\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2417643\",\"source_review_id\":\"UmF0aW5nLTMzNjQ3MjE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\",\"type\":\"review\"},{\"instructor_name\":\"Kim Ruhl\",\"review_date\":\"2020-10-06 15:06:14 +0000 UTC\",\"review_id\":\"9d415c2cd1b7d01af88434b8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2417643\",\"source_review_id\":\"UmF0aW5nLTMzNjgxMzY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\",\"type\":\"review\"},{\"instructor_name\":\"Kim Ruhl\",\"review_date\":\"2022-05-11 16:46:48 +0000 UTC\",\"review_id\":\"ca6d7c28e5eb44327653da25\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2417643\",\"source_review_id\":\"UmF0aW5nLTM2MzEwMTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\",\"type\":\"review\"},{\"instructor_name\":\"Kim Ruhl\",\"review_date\":\"2022-05-18 04:07:15 +0000 UTC\",\"review_id\":\"697b2d3aafa84b6795649a7c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2417643\",\"source_review_id\":\"UmF0aW5nLTM2MzY0ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\",\"type\":\"review\"},{\"instructor_name\":\"Kim Ruhl\",\"review_date\":\"2025-02-05 22:28:43 +0000 UTC\",\"review_id\":\"e22b5f8d6fce7f5024956ccc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2417643\",\"source_review_id\":\"UmF0aW5nLTQwNjQzNzM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\",\"type\":\"review\"},{\"instructor_name\":\"Kim Ruhl\",\"review_date\":\"2025-04-03 02:15:29 +0000 UTC\",\"review_id\":\"f782f859bed33c573780c9a2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2417643\",\"source_review_id\":\"UmF0aW5nLTQwODYyOTEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2417643\",\"type\":\"review\"}],\"text\":\"Historical reviews for Kim Ruhl describe him as caring, accessible, and clear, with students valuing his supportive feedback and project-based learning. Conversely, recent reviews criticize his lectures as unengaging and report inconsistent grading standards, including a dispute over an F grade for a well-researched paper versus an A+ for a simple suggestion.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Ashley Swanson\",\"review_date\":\"2025-12-26 23:49:20 +0000 UTC\",\"review_id\":\"37022ad1a396965a75ec8e82\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2915913\",\"source_review_id\":\"UmF0aW5nLTQyNDAyNDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\",\"type\":\"review\"},{\"instructor_name\":\"Ashley Swanson\",\"review_date\":\"2026-01-13 20:51:44 +0000 UTC\",\"review_id\":\"f815c7f629de7d7a366fa6d8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2915913\",\"source_review_id\":\"UmF0aW5nLTQyNDkxMDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\",\"type\":\"review\"},{\"instructor_name\":\"John Brauer\",\"review_date\":\"2026-03-25 21:38:49 +0000 UTC\",\"review_id\":\"08c14a1afc55ad0ba0b85f81\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126425\",\"source_review_id\":\"UmF0aW5nLTQyNzM4NzA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\",\"type\":\"review\"},{\"instructor_name\":\"John Brauer\",\"review_date\":\"2026-04-29 19:40:26 +0000 UTC\",\"review_id\":\"fcd7592603e8813e93d2ccea\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126425\",\"source_review_id\":\"UmF0aW5nLTQyOTcyMjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\",\"type\":\"review\"}],\"text\":\"Students report mixed experiences with current instructors Ashley Swanson and John Brauer. Swanson offers clear, fast-paced lectures with tough grading, while Brauer provides valuable Python content and is viewed as fair and understanding.\"},{\"citations\":[{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.81 GPA, 92.2% A/AB (n=129 letter grades); Fall 2025: 3.80 GPA, 92.9% A/AB (n=156 letter grades); Spring 2026: 3.79 GPA, 91.1% A/AB (n=157 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Ashley Swanson\",\"review_date\":\"2025-12-26 23:49:20 +0000 UTC\",\"review_id\":\"37022ad1a396965a75ec8e82\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2915913\",\"source_review_id\":\"UmF0aW5nLTQyNDAyNDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\",\"type\":\"review\"},{\"instructor_name\":\"Ashley Swanson\",\"review_date\":\"2026-01-13 20:51:44 +0000 UTC\",\"review_id\":\"f815c7f629de7d7a366fa6d8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2915913\",\"source_review_id\":\"UmF0aW5nLTQyNDkxMDY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2915913\",\"type\":\"review\"},{\"instructor_name\":\"John Brauer\",\"review_date\":\"2026-04-29 19:40:26 +0000 UTC\",\"review_id\":\"fcd7592603e8813e93d2ccea\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126425\",\"source_review_id\":\"UmF0aW5nLTQyOTcyMjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126425\",\"type\":\"review\"}],\"text\":\"Ashley Swanson is praised for impeccable, interesting lectures and fairness despite tough grading. John Brauer is viewed as fair and understanding, with students noting that attending class and paying attention leads to an enjoyable experience.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"ASHLEY SWANSON is recorded teaching in Spring 2023, Spring 2024, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"JOHN BRAUER is recorded teaching in Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ECON 570\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"source_record\":{\"entity_id\":\"c9f62259-cfaa-3752-836f-e3eb4457a903\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"KIM RUHL is recorded teaching in Spring 2020, Spring 2022, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]