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If you put in minimal work and take it seriously, you will get an A in this class, and learn a lot about logistics management along the way. \",\"course_id\":\"MARKETNG/OTM 422\",\"date\":\"2022-12-27 04:48:03 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"8a088e9899acf910982ddbfa\",\"instructor_id\":\"rmp:1205495\",\"instructor_name\":\"Peter Lukszys\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3MjQ4NTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1205495\"}],\"evidence_count\":1,\"review_ids\":[\"8a088e9899acf910982ddbfa\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1205495\",\"name\":\"Peter Lukszys\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"Students can get an A with minimal work if they take the class seriously, though the environment is competitive.\"}]}","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_d4f3ff82ea817cccbac302ed","course_id":"MARKETNG/OTM 422","catalog_version_id":"eb37c41bf2eaae143447056a774f9fcdf8eecfc1f39b12c96420702e37b3f9a9","record_version_id":"9cb842da44a4664c34832829f5f4d31881351fa110f6d37ac73c3bdb40d12655","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"7e0a1a74e68558d096495ea27cfb869001a8d3c1312ed6282545b96c7d1786c0","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"5f5a2d1a83331f42ea0fd010eaac0e3344fdf502de0edb613806a133b11be209\",\"course_id\":\"MARKETNG/OTM 422\",\"current_instructors\":[{\"instructor_uid\":\"instructor_2d78be7c13ff20b073f734d8\",\"message\":null,\"name\":\"Peter Lukszys\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:1205495\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Peter Lukszys\",\"review_date\":\"2017-12-28 17:44:12 +0000 UTC\",\"review_id\":\"85a6fa81c091c0c2cb262975\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1205495\",\"source_review_id\":\"UmF0aW5nLTI5MzUxOTgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1205495\",\"type\":\"review\"}],\"text\":\"Peter Lukszys is a solid professor who cares about students, though the course is competitive and requires going above and beyond to succeed. Reviewers emphasize understanding cases and taking detailed notes on lectures and discussions.\"},{\"citations\":[{\"instructor_name\":\"Peter Lukszys\",\"review_date\":\"2022-12-27 04:48:03 +0000 UTC\",\"review_id\":\"8a088e9899acf910982ddbfa\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1205495\",\"source_review_id\":\"UmF0aW5nLTM3MjQ4NTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1205495\",\"type\":\"review\"}],\"text\":\"Peter Lukszys is a fantastic instructor with engaging lectures that relate material to real-world experiences. He expects general business acumen, but serious students can achieve high grades with minimal work while learning logistics management.\"},{\"citations\":[{\"course_id\":\"MARKETNG/OTM 422\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"source_record\":{\"entity_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 422\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"source_record\":{\"entity_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 422\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"source_record\":{\"entity_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 422\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"source_record\":{\"entity_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 422\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"source_record\":{\"entity_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 422\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"source_record\":{\"entity_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.67 GPA, 89.9% A/AB (n=69 letter grades); Fall 2024: 3.55 GPA, 73.3% A/AB (n=75 letter grades); Fall 2025: 3.76 GPA, 91.0% A/AB (n=67 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Peter Lukszys\",\"review_date\":\"2017-12-28 17:44:12 +0000 UTC\",\"review_id\":\"85a6fa81c091c0c2cb262975\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1205495\",\"source_review_id\":\"UmF0aW5nLTI5MzUxOTgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1205495\",\"type\":\"review\"},{\"instructor_name\":\"Peter Lukszys\",\"review_date\":\"2022-12-27 04:48:03 +0000 UTC\",\"review_id\":\"8a088e9899acf910982ddbfa\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1205495\",\"source_review_id\":\"UmF0aW5nLTM3MjQ4NTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1205495\",\"type\":\"review\"}],\"text\":\"Reviewers report conflicting workload expectations. One reviewer advises understanding cases and taking notes, while another states that general business acumen is expected and minimal work suffices for an A.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Peter Lukszys\",\"review_date\":\"2017-12-28 17:44:12 +0000 UTC\",\"review_id\":\"85a6fa81c091c0c2cb262975\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1205495\",\"source_review_id\":\"UmF0aW5nLTI5MzUxOTgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1205495\",\"type\":\"review\"},{\"instructor_name\":\"Peter Lukszys\",\"review_date\":\"2022-12-27 04:48:03 +0000 UTC\",\"review_id\":\"8a088e9899acf910982ddbfa\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1205495\",\"source_review_id\":\"UmF0aW5nLTM3MjQ4NTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1205495\",\"type\":\"review\"}],\"text\":\"Peter Lukszys is a solid and engaging professor who connects material to real-world logistics. Reviewers disagree on effort: one says good grades are attainable with deep engagement, while another claims minimal work yields an A.\"},{\"citations\":[{\"course_id\":\"MARKETNG/OTM 422\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 422\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 422\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.67 GPA, 89.9% A/AB (n=69 letter grades); Fall 2024: 3.55 GPA, 73.3% A/AB (n=75 letter grades); Fall 2025: 3.76 GPA, 91.0% A/AB (n=67 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Peter Lukszys\",\"review_date\":\"2022-12-27 04:48:03 +0000 UTC\",\"review_id\":\"8a088e9899acf910982ddbfa\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1205495\",\"source_review_id\":\"UmF0aW5nLTM3MjQ4NTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1205495\",\"type\":\"review\"}],\"text\":\"Lukszys's lectures are extremely engaging and relate to real-world experiences. However, the expectation of prior business or logistics acumen may be a frustration for some students.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MARKETNG/OTM 422\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"source_record\":{\"entity_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 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422\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"source_record\":{\"entity_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 422\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"source_record\":{\"entity_id\":\"d5bfe40c-bf95-3be8-ac79-2ea687400bcc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"PETER LUKSZYS is recorded teaching in Fall 2008, Fall 2009, Fall 2010, Fall 2011, Fall 2012, Fall 2013, Fall 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2018, Fall 2019, Fall 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":true}]