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He never give clear grading criteria, all the grades based only on the results of randomized team jobs, I am just curious how he judges us? The final grades are unfair and no explanation given. 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He only wants statistical answers for everything. If you follow the rubric, you will not get full credit unless it is essentially what he imagined the outcome to be. Did not learn much due to group projects being randomly assigned.\",\"course_id\":\"STAT 628\",\"date\":\"2023-10-25 17:46:25 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d45934441bd2c2affcaad463\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4MzA4NTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"This prof. is really disappointing, even I can say the most terrible one I've met in Wisconsin. He never give clear grading criteria, all the grades based only on the results of randomized team jobs, I am just curious how he judges us? The final grades are unfair and no explanation given. 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UTC\",\"review_id\":\"d45934441bd2c2affcaad463\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2234533\",\"source_review_id\":\"UmF0aW5nLTM4MzA4NTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\",\"type\":\"review\"},{\"instructor_name\":\"Hyunseung Kang\",\"review_date\":\"2023-12-27 23:28:41 +0000 UTC\",\"review_id\":\"e8e123f510025ddf86cbc210\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2234533\",\"source_review_id\":\"UmF0aW5nLTM4ODAxNDY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\",\"type\":\"review\"}],\"text\":\"Historical reviews of Hyunseung Kang: The class is a lot of work, with grades heavily dependent on randomly assigned group projects and unclear grading criteria.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Hyunseung Kang\",\"review_date\":\"2019-10-31 17:27:40 +0000 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UTC\",\"review_id\":\"d45934441bd2c2affcaad463\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2234533\",\"source_review_id\":\"UmF0aW5nLTM4MzA4NTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\",\"type\":\"review\"},{\"instructor_name\":\"Hyunseung Kang\",\"review_date\":\"2023-10-25 18:49:57 +0000 UTC\",\"review_id\":\"33f99f8e6797bebae81ba4c7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2234533\",\"source_review_id\":\"UmF0aW5nLTM4MzA4OTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\",\"type\":\"review\"},{\"instructor_name\":\"Hyunseung Kang\",\"review_date\":\"2023-12-27 23:28:41 +0000 UTC\",\"review_id\":\"e8e123f510025ddf86cbc210\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2234533\",\"source_review_id\":\"UmF0aW5nLTM4ODAxNDY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\",\"type\":\"review\"}],\"text\":\"Historical reviews of Hyunseung Kang: Hyunseung Kang is described as beneficial for data science careers but criticized for rigid statistical preferences over machine learning. Reviewers report unclear grading criteria, unfair assessments based on randomized group projects, and a lack of explanatory feedback, creating significant frustration despite the course's potential utility.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Hyunseung Kang\",\"review_date\":\"2019-10-31 17:27:40 +0000 UTC\",\"review_id\":\"72ec682239d9559ba791b441\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2234533\",\"source_review_id\":\"UmF0aW5nLTMyMzQyMDYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\",\"type\":\"review\"},{\"instructor_name\":\"Hyunseung Kang\",\"review_date\":\"2022-11-25 00:25:29 +0000 UTC\",\"review_id\":\"320ab5a52747a2d12f8627bb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2234533\",\"source_review_id\":\"UmF0aW5nLTM2ODg5Njky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\",\"type\":\"review\"}],\"text\":\"Historical reviews of Hyunseung Kang: Hyunseung Kang's course is beneficial for data science careers but involves significant workload and program scheduling conflicts.\"},{\"citations\":[{\"course_id\":\"STAT 628\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 628\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 628\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.73 GPA, 84.6% A/AB (n=13 letter grades); Fall 2025: 3.72 GPA, 88.9% A/AB (n=18 letter grades); Spring 2026: 3.88 GPA, 100.0% A/AB (n=21 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Hyunseung Kang\",\"review_date\":\"2023-10-25 17:46:25 +0000 UTC\",\"review_id\":\"d45934441bd2c2affcaad463\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2234533\",\"source_review_id\":\"UmF0aW5nLTM4MzA4NTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\",\"type\":\"review\"},{\"instructor_name\":\"Hyunseung Kang\",\"review_date\":\"2023-10-25 18:49:57 +0000 UTC\",\"review_id\":\"33f99f8e6797bebae81ba4c7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2234533\",\"source_review_id\":\"UmF0aW5nLTM4MzA4OTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\",\"type\":\"review\"}],\"text\":\"Historical reviews of Hyunseung Kang: Reviewers report Kang dislikes machine learning work, insisting on statistical answers, which limits learning for some students.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"STAT 628\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"source_record\":{\"entity_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"STAT 628\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"source_record\":{\"entity_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"STAT 628\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"source_record\":{\"entity_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"STAT 628\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"source_record\":{\"entity_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"STAT 628\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"source_record\":{\"entity_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"STAT 628\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"source_record\":{\"entity_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"STAT 628\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"source_record\":{\"entity_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"STAT 628\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"source_record\":{\"entity_id\":\"74fb97c9-9e98-3e8a-b0d9-66123b5a8e33\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"HYUNSEUNG KANG is recorded teaching in Spring 2018, Spring 2019, Fall 2019, Fall 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024. 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}]