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interpreted as ECON 101 or ECON 111 based on linked courses.\"],\"root\":\"root\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_50007f8455de756ef2745b4c","course_id":"ECON/REALEST/URBRPL 420","catalog_version_id":"79ef1c652d138020b62bfeaae22a04379ded22c0c3d8e33664c5497fab7ca46c","record_version_id":"5ade7a5c21ff7ffe05f0b3f0ca2832a163cba506930b9080b316026e6c597614","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"fe4f674e79b52677795b82a4569294363ab61855f7bd1ff16fb714532ee0761b","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Develop statistical models to assess residential and commercial real estate and perform sensible business and policy analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"urban economics\",\"regional economics\",\"real estate economics\",\"spatial equilibrium\",\"urban growth\",\"land use\",\"housing market\",\"real estate development\",\"location decisions\",\"sustainable urban development\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"field\":\"description\",\"quote\":\"Uses economic methods to analyze urban real estate.\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Analyze how business and residential location decisions are made and how these decisions impact housing prices, land use, labor market, and many other aspects of cities.\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"}],\"text\":\"Applying economic methods to analyze urban real estate, including location decisions and their impacts on housing prices, land use, and labor markets.\"},{\"evidence\":[{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Apply the spatial equilibrium concepts to urban development and real estate analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"}],\"text\":\"Applying spatial equilibrium concepts to urban development and real estate analysis.\"},{\"evidence\":[{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Develop statistical models to assess residential and commercial real estate and perform sensible business and policy analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"}],\"text\":\"Developing statistical models to assess residential and commercial real estate for business and policy analysis.\"},{\"evidence\":[{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Apply the economic decision-making framework to real estate development decisions.\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"}],\"text\":\"Applying economic decision-making frameworks to real estate development decisions.\"},{\"evidence\":[{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Demonstrate understanding of cycles, risks and bubbles in residential and commercial real estate markets.\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"}],\"text\":\"Understanding cycles, risks, and bubbles in residential and commercial real estate markets.\"},{\"evidence\":[{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Evaluate the challenges in economic, social and environmental sustainability in urban development around the world.\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"}],\"text\":\"Evaluating economic, social, and environmental sustainability challenges in global urban development.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"field\":\"title\",\"quote\":\"URBAN AND REGIONAL ECONOMICS\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"field\":\"description\",\"quote\":\"Focuses on the study of the allocation of scarce resources across space. Uses economic methods to analyze urban real estate.\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"}],\"text\":\"Urban and Regional Economics focuses on allocating scarce resources across space, using economic methods to analyze urban real estate, location decisions, land use, and sustainable development.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"field\":\"description\",\"quote\":\"Topics covered include the determinants of real estate values, the location decisions of households and firms, land use, urban growth and agglomeration, real estate pricing, cycles, development, housing market and policies, and sustainable development.\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"}],\"text\":\"Determinants of real estate values, household and firm location decisions, land use, urban growth, agglomeration, and real estate pricing.\"},{\"evidence\":[{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"field\":\"description\",\"quote\":\"Topics covered include the determinants of real estate values, the location decisions of households and firms, land use, urban growth and agglomeration, real estate pricing, cycles, development, housing market and policies, and sustainable development.\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"}],\"text\":\"Real estate cycles, development, housing markets and policies, and sustainable development.\"},{\"evidence\":[{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Explain the economic forces that drive urban growth and regional development.\",\"source_url\":\"https://guide.wisc.edu/courses/econ/\"}],\"text\":\"Economic forces driving urban growth and regional development.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_50007f8455de756ef2745b4c","course_id":"ECON/REALEST/URBRPL 420","catalog_version_id":"79ef1c652d138020b62bfeaae22a04379ded22c0c3d8e33664c5497fab7ca46c","record_version_id":"5ade7a5c21ff7ffe05f0b3f0ca2832a163cba506930b9080b316026e6c597614","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"fe4f674e79b52677795b82a4569294363ab61855f7bd1ff16fb714532ee0761b","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Maybe the easiest class I've taken on campus. Got near 100%. Very smart man, knows a lot about many things. More about teaching you how to learn than teaching you about urban and regional economics. 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Got near 100%. Very smart man, knows a lot about many things. More about teaching you how to learn than teaching you about urban and regional economics. 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He was genuinely passionate about the source material, which was nice, and he would go over how to the homework in class, which made some otherwise difficult assignments much easier. 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Instructors went over homework in class, which helped make those challenging tasks much easier to complete.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Stephen Malpezzi\",\"review_date\":\"2013-06-07 13:58:40 +0000 UTC\",\"review_id\":\"a6a10b5d644e58493ad8a7eb\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:806520\",\"source_review_id\":\"UmF0aW5nLTIxODcyNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/806520\",\"type\":\"review\"},{\"instructor_name\":\"Yongheng Deng\",\"review_date\":\"2020-09-13 21:41:24 +0000 UTC\",\"review_id\":\"20a2bc026373002dff1f7cff\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2621123\",\"source_review_id\":\"UmF0aW5nLTMzNjQyODkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2621123\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Past students described the course as engaging, with instructors who were knowledgeable and passionate about the material. Feedback noted that the teaching style focused heavily on learning strategies and reviewing homework in class.\"},{\"citations\":[{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.56 GPA, 78.2% A/AB (n=142 letter grades); Fall 2025: 3.52 GPA, 76.9% A/AB (n=160 letter grades); Spring 2026: 3.53 GPA, 74.3% A/AB (n=152 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Stephen Malpezzi\",\"review_date\":\"2013-06-07 13:58:40 +0000 UTC\",\"review_id\":\"a6a10b5d644e58493ad8a7eb\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:806520\",\"source_review_id\":\"UmF0aW5nLTIxODcyNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/806520\",\"type\":\"review\"},{\"instructor_name\":\"Yongheng Deng\",\"review_date\":\"2020-09-13 21:41:24 +0000 UTC\",\"review_id\":\"20a2bc026373002dff1f7cff\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2621123\",\"source_review_id\":\"UmF0aW5nLTMzNjQyODkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2621123\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students experienced varying levels of engagement depending on the instructor's mood and character. 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"YONGHENG DENG is recorded teaching in Spring 2019, Spring 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024, Fall 2025. 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However, his accent is a little strong, and sometimes it can be difficult to tell what the test questions are asking.\",\"course_id\":\"ECON/REALEST/URBRPL 420\",\"date\":\"2020-09-13 21:41:24 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"20a2bc026373002dff1f7cff\",\"instructor_id\":\"rmp:2621123\",\"instructor_name\":\"Yongheng Deng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzNjQyODkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2621123\"}],\"evidence_count\":2,\"review_ids\":[\"a6a10b5d644e58493ad8a7eb\",\"20a2bc026373002dff1f7cff\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2621123\",\"name\":\"Yongheng Deng\"},{\"id\":\"rmp:806520\",\"name\":\"Stephen Malpezzi\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Instructors vary in clarity; one is highly engaging and smart, while another has a strong accent that can make understanding difficult.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Maybe the easiest class I've taken on campus. 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However, his accent is a little strong, and sometimes it can be difficult to tell what the test questions are asking.\",\"course_id\":\"ECON/REALEST/URBRPL 420\",\"date\":\"2020-09-13 21:41:24 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"20a2bc026373002dff1f7cff\",\"instructor_id\":\"rmp:2621123\",\"instructor_name\":\"Yongheng Deng\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzNjQyODkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2621123\"}],\"evidence_count\":2,\"review_ids\":[\"a6a10b5d644e58493ad8a7eb\",\"20a2bc026373002dff1f7cff\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2621123\",\"name\":\"Yongheng Deng\"},{\"id\":\"rmp:806520\",\"name\":\"Stephen Malpezzi\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2013\"},\"sentiment\":\"positive\",\"summary\":\"The course is considered easy with high potential for high grades, taught by passionate and knowledgeable professors.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Maybe the easiest class I've taken on campus. Got near 100%. Very smart man, knows a lot about many things. More about teaching you how to learn than teaching you about urban and regional economics. Class can either be very interesting because of his character or very boring depending on his mood.\",\"course_id\":\"ECON/REALEST/URBRPL 420\",\"date\":\"2013-06-07 13:58:40 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"a6a10b5d644e58493ad8a7eb\",\"instructor_id\":\"rmp:806520\",\"instructor_name\":\"Stephen Malpezzi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIxODcyNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/806520\"}],\"evidence_count\":1,\"review_ids\":[\"a6a10b5d644e58493ad8a7eb\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:806520\",\"name\":\"Stephen Malpezzi\"}],\"review_year_end\":\"2013\",\"review_year_start\":\"2013\"},\"sentiment\":\"positive\",\"summary\":\"Students report the class as one of the easiest on campus, allowing for near-perfect scores.\"}]}","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_50007f8455de756ef2745b4c","course_id":"ECON/REALEST/URBRPL 420","catalog_version_id":"841d7978c9c7ba0b123f6b872bdaaa09f1a03fbe0534f6942e39e7f589e271dc","record_version_id":"43edd69b2c9b78915674ccbb5612b27800eac62a3b4b513061344d6f80b77310","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"3dc603ee713a98dd5c720c837179719ac7b3ddd073db1cd086b56b3ac1a857d3","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"3d2b58f58f79412f9fd03757e8727ac9d91be7325ec20d9b8ca8c636d6eaf264\",\"course_id\":\"ECON/REALEST/URBRPL 420\",\"current_instructors\":[{\"instructor_uid\":\"instructor_1aee6fcd3797fac5871e7b3e\",\"message\":\"No course-specific reviews available\",\"name\":\"Joe Walsh\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:1675821\",\"summary\":[]},{\"instructor_uid\":\"instructor_8dca6762c9c2b25dbd40533a\",\"message\":\"No course-specific reviews available\",\"name\":\"Tao Guan\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Yongheng Deng\",\"review_date\":\"2020-09-13 21:41:24 +0000 UTC\",\"review_id\":\"20a2bc026373002dff1f7cff\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2621123\",\"source_review_id\":\"UmF0aW5nLTMzNjQyODkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2621123\",\"type\":\"review\"}],\"text\":\"Historical reviews of Yongheng Deng: Homework can be difficult, though in-class guidance on assignments helps clarify the material.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Stephen Malpezzi\",\"review_date\":\"2013-06-07 13:58:40 +0000 UTC\",\"review_id\":\"a6a10b5d644e58493ad8a7eb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:806520\",\"source_review_id\":\"UmF0aW5nLTIxODcyNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/806520\",\"type\":\"review\"},{\"instructor_name\":\"Yongheng Deng\",\"review_date\":\"2020-09-13 21:41:24 +0000 UTC\",\"review_id\":\"20a2bc026373002dff1f7cff\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2621123\",\"source_review_id\":\"UmF0aW5nLTMzNjQyODkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2621123\",\"type\":\"review\"}],\"text\":\"No reviews exist for current instructors Joe Walsh or Tao Guan. Historical reviews for Stephen Malpezzi and Yongheng Deng provide the only available context for this course.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Stephen Malpezzi\",\"review_date\":\"2013-06-07 13:58:40 +0000 UTC\",\"review_id\":\"a6a10b5d644e58493ad8a7eb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:806520\",\"source_review_id\":\"UmF0aW5nLTIxODcyNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/806520\",\"type\":\"review\"},{\"instructor_name\":\"Yongheng Deng\",\"review_date\":\"2020-09-13 21:41:24 +0000 UTC\",\"review_id\":\"20a2bc026373002dff1f7cff\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2621123\",\"source_review_id\":\"UmF0aW5nLTMzNjQyODkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2621123\",\"type\":\"review\"}],\"text\":\"Historical reviews describe the course as either very easy or moderately difficult, with instructors ranging from charismatic to passionate but hard to understand.\"},{\"citations\":[{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.56 GPA, 78.2% A/AB (n=142 letter grades); Fall 2025: 3.52 GPA, 76.9% A/AB (n=160 letter grades); Spring 2026: 3.53 GPA, 74.3% A/AB (n=152 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Stephen Malpezzi\",\"review_date\":\"2013-06-07 13:58:40 +0000 UTC\",\"review_id\":\"a6a10b5d644e58493ad8a7eb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:806520\",\"source_review_id\":\"UmF0aW5nLTIxODcyNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/806520\",\"type\":\"review\"},{\"instructor_name\":\"Yongheng Deng\",\"review_date\":\"2020-09-13 21:41:24 +0000 UTC\",\"review_id\":\"20a2bc026373002dff1f7cff\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2621123\",\"source_review_id\":\"UmF0aW5nLTMzNjQyODkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2621123\",\"type\":\"review\"}],\"text\":\"Historical reviews of Stephen Malpezzi, Yongheng Deng: Instructor personality and clarity significantly impact the experience, with some finding the class interesting and others struggling with strong accents or unclear test questions.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECON/REALEST/URBRPL 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420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"STEPHEN MALPEZZI is recorded teaching in Spring 2010, Fall 2010, Fall 2011, Spring 2012, Spring 2013, Spring 2014, Spring 2015, Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECON/REALEST/URBRPL 420\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"source_record\":{\"entity_id\":\"85d76a6d-14ae-39a4-bca1-bde90c3fae1b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"YONGHENG DENG is recorded teaching in Spring 2019, Spring 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]