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Fall 2025: 3.60 GPA, 84.3% A/AB (n=83 letter grades); Spring 2026: 3.33 GPA, 66.7% A/AB (n=15 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.50 GPA, 82.3% A/AB (n=175 letter grades); Fall 2025: 3.58 GPA, 86.1% A/AB (n=122 letter grades); Spring 2026: 3.45 GPA, 86.3% A/AB (n=139 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":100,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":100,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"KELLY BOUDREAU is recorded teaching in Fall 2022, Spring 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":100,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"MARY KATHRYN MALONE is recorded teaching in Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. 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460\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":100,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"MARY KATHRYN MALONE is recorded teaching in Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 460\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"source_record\":{\"entity_id\":\"d514eef5-d380-3f4b-9bfa-41bf0005e1df\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"MILT HWANG is recorded teaching in Fall 2025, Spring 2026. 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}]