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If you don't come prepared you will be grilled mercilessly.\",\"course_id\":\"AMERIND 450\",\"date\":\"2018-09-10 12:08:39 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"2020b1b9e3c877fb65587c77\",\"instructor_id\":\"rmp:364701\",\"instructor_name\":\"Denise Wiyaka\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwNDkxODc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/364701\"}],\"evidence_count\":2,\"review_ids\":[\"ce8871978cb30642b709aa66\",\"2020b1b9e3c877fb65587c77\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2468479\",\"name\":\"Kasey Keeler\"},{\"id\":\"rmp:364701\",\"name\":\"Denise Wiyaka\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"One professor made the course engaging and enjoyable, while another used an intimidating teaching style.\"}]}","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_b0b55e891845fb69f3b23b21","course_id":"AMERIND 450","catalog_version_id":"412f7569d94bbb18ea47a9c3fb62c8eefe079ddb878cdfbc02e9c55c55312681","record_version_id":"fb792d9d230818b4439f5066907ae532d391641c4ebbeb930f04c69a435dad0c","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"e63042e7cf48aa6bdf422b4360d4eb5d8cea9f5df76beee4bf216bc73059eb99","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"38ddcc099243bc4a2516d30577b3123c65b695785a797694f82b9323ef0fc626\",\"course_id\":\"AMERIND 450\",\"current_instructors\":[{\"instructor_uid\":\"instructor_64666050d1f23e0dce3c2d05\",\"message\":\"No course-specific reviews available\",\"name\":\"Sasha Suarez\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2789050\",\"summary\":[{\"citations\":[{\"course_id\":\"AMERIND 450\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"source_record\":{\"entity_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 3.88 GPA, 92.3% A/AB (n=26 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Denise Wiyaka\",\"review_date\":\"2018-09-10 12:08:39 +0000 UTC\",\"review_id\":\"2020b1b9e3c877fb65587c77\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:364701\",\"source_review_id\":\"UmF0aW5nLTMwNDkxODc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/364701\",\"type\":\"review\"}],\"text\":\"Historical reviews of Denise Wiyaka: Denise Wiyaka used the Socratic method, requiring students to come prepared to avoid being grilled mercilessly during class discussions.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Denise Wiyaka\",\"review_date\":\"2018-09-10 12:08:39 +0000 UTC\",\"review_id\":\"2020b1b9e3c877fb65587c77\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:364701\",\"source_review_id\":\"UmF0aW5nLTMwNDkxODc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/364701\",\"type\":\"review\"}],\"text\":\"Sasha Suarez is the current instructor. Historical reviews for Denise Wiyaka describe an intimidating Socratic method that requires thorough preparation to avoid being grilled mercilessly.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e9285146d8c7e7f90\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Kasey Keeler\",\"review_date\":\"2024-05-23 23:03:30 +0000 UTC\",\"review_id\":\"ce8871978cb30642b709aa66\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2468479\",\"source_review_id\":\"UmF0aW5nLTM5NTE0NzU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2468479\",\"type\":\"review\"}],\"text\":\"Historical reviews of Kasey Keeler: Kasey Keeler made the course engaging and enjoyable through novel studies and in-class essays.\"},{\"citations\":[{\"course_id\":\"AMERIND 450\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"AMERIND 450\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"AMERIND 450\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.48 GPA, 75.0% A/AB (n=20 letter grades); Fall 2024: 3.91 GPA, 97.0% A/AB (n=33 letter grades); Spring 2025: 3.77 GPA, 92.3% A/AB (n=13 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Denise Wiyaka\",\"review_date\":\"2018-09-10 12:08:39 +0000 UTC\",\"review_id\":\"2020b1b9e3c877fb65587c77\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:364701\",\"source_review_id\":\"UmF0aW5nLTMwNDkxODc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/364701\",\"type\":\"review\"}],\"text\":\"Historical reviews of Denise Wiyaka: The Socratic method employed by Denise Wiyaka was described as intimidating for unprepared students, highlighting a challenging classroom dynamic.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"AMERIND 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450\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":13,\"source_course_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"source_record\":{\"entity_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"AMERIND 450\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":77,\"source_course_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"source_record\":{\"entity_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"AMERIND 450\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":78,\"source_course_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"source_record\":{\"entity_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"}],\"text\":\"DENISE WIYAKA is recorded teaching in Fall 2006, Fall 2007, Spring 2009, Fall 2009, Spring 2011, Spring 2012, Spring 2014, Spring 2015, Spring 2017, Fall 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2021, Spring 2022. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"AMERIND 450\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"source_record\":{\"entity_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"AMERIND 450\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"source_record\":{\"entity_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"AMERIND 450\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"source_record\":{\"entity_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"KASEY KEELER is recorded teaching in Spring 2020, Fall 2022, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"AMERIND 450\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"source_record\":{\"entity_id\":\"fae82d96-8ab4-35b6-9e21-21ef8e50f904\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"SASHA SUAREZ is recorded teaching in Spring 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}]