[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_f44d84e283dbc932f1121826","course_id":"EDPSYCH 326","catalog_version_id":"2f6ecc812cef2e46c394188d0d0255f110eb0c3c5a3be5a1f93f0f90ff619dc2","record_version_id":"b741ed3451fd88f12d5785abd0598ccc69c3bd256ffbd8d1f043128f24cdb6bf","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"6eb3582fcafcd34cefc92a2c6bbafcd6429d66b4c3d89805e9464ce2a02cc247","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"req-1\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req-1\",\"status\":\"parsed\"}","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_f44d84e283dbc932f1121826","course_id":"EDPSYCH 326","catalog_version_id":"2f6ecc812cef2e46c394188d0d0255f110eb0c3c5a3be5a1f93f0f90ff619dc2","record_version_id":"b741ed3451fd88f12d5785abd0598ccc69c3bd256ffbd8d1f043128f24cdb6bf","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"6eb3582fcafcd34cefc92a2c6bbafcd6429d66b4c3d89805e9464ce2a02cc247","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 326\",\"field\":\"description\",\"quote\":\"Findings on brain development from birth to adolescence, brain changes in response to learning and how individual differences in brains relate to individual differences in learning.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Basic understanding of brain development and learning\"}],\"search_phrases\":[\"neuroscience education interface\",\"brain development learning\",\"cognitive neuroscience education\",\"bilingualism reading mathematics brain\",\"executive functions memory attention\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 326\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Summarize and apply research that bridges neuroscience and education.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Summarizing and applying research bridging neuroscience and education\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 326\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Demonstrate ability to work in cross-disciplinary student teams\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Working in cross-disciplinary student teams\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EDPSYCH 326\",\"field\":\"title\",\"quote\":\"MIND, BRAIN AND EDUCATION\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"},{\"course_id\":\"EDPSYCH 326\",\"field\":\"description\",\"quote\":\"Provides an overview of methods and findings at the interface between education and neuroscience.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Overview of methods and findings at the interface between education and neuroscience, covering brain development and learning.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EDPSYCH 326\",\"field\":\"description\",\"quote\":\"Findings on brain development from birth to adolescence, brain changes in response to learning and how individual differences in brains relate to individual differences in learning.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Brain development from birth to adolescence and brain changes in response to learning\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 326\",\"field\":\"description\",\"quote\":\"Educationally relevant domains including language acquisition and bilingualism, the brain basis of reading and mathematics and executive functions like memory, attention and emotion will be highlighted.\",\"source_url\":\"https://guide.wisc.edu/courses/ed_psych/\"}],\"text\":\"Language acquisition, bilingualism, brain basis of reading and mathematics, and executive functions\"}]}","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_f44d84e283dbc932f1121826","course_id":"EDPSYCH 326","catalog_version_id":"2f6ecc812cef2e46c394188d0d0255f110eb0c3c5a3be5a1f93f0f90ff619dc2","record_version_id":"b741ed3451fd88f12d5785abd0598ccc69c3bd256ffbd8d1f043128f24cdb6bf","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"6eb3582fcafcd34cefc92a2c6bbafcd6429d66b4c3d89805e9464ce2a02cc247","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Ed is such a good prof and so nice! He is super engaging and is very approachable and available. If you do readings and his study guides, you will definitely succeed. Group project can definitely help boost your grade if you try hard. He is super knowledgable.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-12-25 04:39:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"49d7933d8d9f6ce527fe3ae9\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMyNzU2NDg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Professor Hubbard was absolutely wonderful. He teaches with neuroscience, psychology, and educational evidence about how to improve learning and he uses these strategies really nicely in his class to help his students learn! Tests are very fair and group research paper is graded easily as long as you put in effort. I recommend taking this class!\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2022-05-19 10:05:39 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"59548923e58933a813d70716\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2Mzc0MTk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"This course was extremely interesting, and the professor did a fantastic job. I wish I could take more classes of his. He always had a smile on his face and always showed great interest in his class and his students. He truly cares about his students and their well-being and is willing to make adjustments to exam dates if you have outside issues.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2024-05-02 18:46:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f7c2bb267dd04cb213d203d4\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MzQzMTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"one of the best professors I have had at Madison. Always enthusiastic in the morning, and happy to be there. Explains things very clearly. Overall a great class. I would take again\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2025-11-27 18:26:21 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"4a197d70b10b7c896c1e90bb\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTYxMzU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Rlly liked this class and Dr.H truly cares about his students and is very approachable/accommodating. Course clearly structured, lectures were organized and clear, Dr.Hubbard explains things well and ties in relevant new research/current events. Exams were fair, not too difficult but require studying especially if you have less neuro background. \",\"course_id\":\"EDPSYCH 326\",\"date\":\"2026-01-14 20:34:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a32d46737e80dbb55a836cb9\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNDk4MjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"}],\"evidence_count\":5,\"review_ids\":[\"49d7933d8d9f6ce527fe3ae9\",\"59548923e58933a813d70716\",\"f7c2bb267dd04cb213d203d4\",\"4a197d70b10b7c896c1e90bb\",\"a32d46737e80dbb55a836cb9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1863219\",\"name\":\"Edward Hubbard\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2019\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1863219\",\"summary\":\"Cited reviews praise Edward Hubbard for clear explanations, approachability, and enthusiasm.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Ed psych 326 was an interesting course especially if you are going into research. You are graded on lots of little assignments which is really nice because the pressure is low. The group project is long process but theres lots of guided steps to help you through! Low stress course. Highly recommend. Very interesting.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2020-12-06 00:40:07 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b4ec2c80bd1d584c5086fb77\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzOTYxNDQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Very nice professor and gave great feedback on final project/essay. Was also super understanding with the pandemic and made the class easy and interesting. Graded solely on discussion posts, easy quizzes, surveys and one final project. If you put work and effort into the project you will most likely get an A.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2020-12-16 21:59:45 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"12dc3fab474839cc69417e57\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MTA3MTIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"}],\"evidence_count\":2,\"review_ids\":[\"b4ec2c80bd1d584c5086fb77\",\"12dc3fab474839cc69417e57\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1863219\",\"name\":\"Edward Hubbard\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1863219\",\"summary\":\"Reviews describe the course as low stress with manageable assignments under Edward Hubbard.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Professor Hubbard was absolutely wonderful. He teaches with neuroscience, psychology, and educational evidence about how to improve learning and he uses these strategies really nicely in his class to help his students learn! Tests are very fair and group research paper is graded easily as long as you put in effort. I recommend taking this class!\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2022-05-19 10:05:39 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"59548923e58933a813d70716\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2Mzc0MTk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Really good guy who is very easy to reach and talk to. Very enthusiastic about the subject and happy to help if you have any questions. Fair tests where he gives a full study guide which can be long, but still very helpful. Great dude overall and made me love the subject that I was initially worried about. 3 exams and one group paper. All fair.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2024-05-09 14:43:03 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e5b049d70093bc36a33dcdd3\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDE4Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Rlly liked this class and Dr.H truly cares about his students and is very approachable/accommodating. Course clearly structured, lectures were organized and clear, Dr.Hubbard explains things well and ties in relevant new research/current events. Exams were fair, not too difficult but require studying especially if you have less neuro background. \",\"course_id\":\"EDPSYCH 326\",\"date\":\"2026-01-14 20:34:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a32d46737e80dbb55a836cb9\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNDk4MjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"}],\"evidence_count\":3,\"review_ids\":[\"59548923e58933a813d70716\",\"e5b049d70093bc36a33dcdd3\",\"a32d46737e80dbb55a836cb9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1863219\",\"name\":\"Edward Hubbard\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1863219\",\"summary\":\"Students report that exams under Edward Hubbard are fair and supported by study guides.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Dr Short is an awful professor, which sucks because the content she teaches is interesting and fun. But she makes it hell. Shes boring, cant stay on task, extremely vague grading criteria, and Im pretty sure she just made up my letter grade for the end of the semester, because idk what I got on the final paper. Attendance is mandatory. Difficult\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-05-17 14:46:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8f69c84b94704077ec366880\",\"instructor_id\":\"rmp:2495134\",\"instructor_name\":\"Sarah Short\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxOTAwMzU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2495134\"},{\"comment\":\"Dr. Short is super sweet but she isn't a great professor. She makes things very confusing and her slides are like 70% just pictures. I went to most lectures and tried to do notes with the slides but she went kind of quick and she talks to much it's hard to get what's even important. The info to some things is very unclear and makes studying not fun\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-06-17 01:11:25 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f5b5bcc088be77ae6e28fda0\",\"instructor_id\":\"rmp:2495134\",\"instructor_name\":\"Sarah Short\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyMDMyNTUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2495134\"}],\"evidence_count\":2,\"review_ids\":[\"8f69c84b94704077ec366880\",\"f5b5bcc088be77ae6e28fda0\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2495134\",\"name\":\"Sarah Short\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2495134\",\"summary\":\"Cited reviews criticize Sarah Short for confusing lectures and vague grading criteria.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Nice but so unorganized. Extremely slow grader. EXTREMELY.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2024-12-23 03:59:20 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"04e41d357e62ef11477eafde\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwNDIwMzg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"}],\"evidence_count\":1,\"review_ids\":[\"04e41d357e62ef11477eafde\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1863219\",\"name\":\"Edward Hubbard\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1863219\",\"summary\":\"One reviewer describes Edward Hubbard as unorganized and a slow grader.\"}]}","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_f44d84e283dbc932f1121826","course_id":"EDPSYCH 326","catalog_version_id":"2f6ecc812cef2e46c394188d0d0255f110eb0c3c5a3be5a1f93f0f90ff619dc2","record_version_id":"b741ed3451fd88f12d5785abd0598ccc69c3bd256ffbd8d1f043128f24cdb6bf","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"6eb3582fcafcd34cefc92a2c6bbafcd6429d66b4c3d89805e9464ce2a02cc247","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"4cd3d8b1b6e3cc05db8650d6d86f1b07a42da820d1fe2c78e4ca0133698bfa0f\",\"course_id\":\"EDPSYCH 326\",\"current_instructors\":[{\"instructor_uid\":\"instructor_94dd63be8ca6babf37674c95\",\"message\":null,\"name\":\"Edward Hubbard\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:1863219\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2024-05-09 14:43:03 +0000 UTC\",\"review_id\":\"e5b049d70093bc36a33dcdd3\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTM5NDE4Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2026-04-29 16:51:26 +0000 UTC\",\"review_id\":\"83657e6df004ec704bec99cd\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTQyOTY5Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2026-01-14 20:34:48 +0000 UTC\",\"review_id\":\"a32d46737e80dbb55a836cb9\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTQyNDk4MjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2024-12-23 03:59:20 +0000 UTC\",\"review_id\":\"04e41d357e62ef11477eafde\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTQwNDIwMzg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Edward Hubbard structured the course with three exams and one group research project. Students described the exams as fair and supported by detailed study guides, though some noted they required preparation for those with limited neuroscience backgrounds. Hubbard was generally viewed as approachable and enthusiastic, but one student felt he rushed through lecture slides, while another criticized him for being unorganized and an extremely slow grader.\"},{\"citations\":[{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.57 GPA, 75.5% A/AB (n=53 letter grades); Fall 2025: 3.57 GPA, 79.3% A/AB (n=87 letter grades); Spring 2026: 3.58 GPA, 80.8% A/AB (n=78 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_1eebb83bc89f37a484bf1a5d\",\"message\":\"No course-specific reviews available\",\"name\":\"Roy Luo\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.57 GPA, 75.5% A/AB (n=53 letter grades); Fall 2025: 3.57 GPA, 79.3% A/AB (n=87 letter grades); Spring 2026: 3.58 GPA, 80.8% A/AB (n=78 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_e7039980b4cf9b0ee0e328d4\",\"message\":\"No course-specific reviews available\",\"name\":\"Silvia Liu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2024-05-09 14:43:03 +0000 UTC\",\"review_id\":\"e5b049d70093bc36a33dcdd3\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTM5NDE4Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2026-04-29 16:51:26 +0000 UTC\",\"review_id\":\"83657e6df004ec704bec99cd\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTQyOTY5Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"The workload typically includes three exams and one group paper. Exams are considered fair, though they require studying, especially for students with less neuroscience background. Study guides are provided but can be lengthy.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Elizabeth Toomarian\",\"review_date\":\"2017-05-12 08:26:00 +0000 UTC\",\"review_id\":\"c963cf027c20c600fcd999f2\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2178356\",\"source_review_id\":\"UmF0aW5nLTI4Mjk0MDU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2178356\",\"type\":\"review\"},{\"instructor_name\":\"Sarah Short\",\"review_date\":\"2019-05-20 03:05:28 +0000 UTC\",\"review_id\":\"fdef2518a5638c04be03a762\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2495134\",\"source_review_id\":\"UmF0aW5nLTMxOTE1MDgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2495134\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Past students noted that materials were straightforward and exams were easy under Elizabeth Toomarian, who used TopHat and assigned skimmable readings. Sarah Short taught a tough, multi-field class where students disagreed on clarity: one found her explanations clear and supportive, while another found the course difficult to navigate. 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Students found the course interesting and well-structured, with a focus on learning strategies.\"},{\"citations\":[{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.57 GPA, 75.5% A/AB (n=53 letter grades); Fall 2025: 3.57 GPA, 79.3% A/AB (n=87 letter grades); Spring 2026: 3.58 GPA, 80.8% A/AB (n=78 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2024-12-23 03:59:20 +0000 UTC\",\"review_id\":\"04e41d357e62ef11477eafde\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTQwNDIwMzg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2026-04-29 16:51:26 +0000 UTC\",\"review_id\":\"83657e6df004ec704bec99cd\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTQyOTY5Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"One student found the professor unorganized and an extremely slow grader. 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"ELIZABETH TOOMARIAN is recorded teaching in Fall 2016, Spring 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"ROY LUO is recorded teaching in Fall 2024, Spring 2025, Fall 2025, Spring 2026. 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He truly cares about his students and their well-being and is willing to make adjustments to exam dates if you have outside issues.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2024-05-02 18:46:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f7c2bb267dd04cb213d203d4\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MzQzMTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"one of the best professors I have had at Madison. Always enthusiastic in the morning, and happy to be there. Explains things very clearly. Overall a great class. I would take again\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2025-11-27 18:26:21 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"4a197d70b10b7c896c1e90bb\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTYxMzU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Rlly liked this class and Dr.H truly cares about his students and is very approachable/accommodating. Course clearly structured, lectures were organized and clear, Dr.Hubbard explains things well and ties in relevant new research/current events. Exams were fair, not too difficult but require studying especially if you have less neuro background. \",\"course_id\":\"EDPSYCH 326\",\"date\":\"2026-01-14 20:34:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a32d46737e80dbb55a836cb9\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNDk4MjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"}],\"evidence_count\":5,\"review_ids\":[\"49d7933d8d9f6ce527fe3ae9\",\"59548923e58933a813d70716\",\"f7c2bb267dd04cb213d203d4\",\"4a197d70b10b7c896c1e90bb\",\"a32d46737e80dbb55a836cb9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1863219\",\"name\":\"Edward Hubbard\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2019\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1863219\",\"summary\":\"Cited reviews praise Edward Hubbard for clear explanations, approachability, and enthusiasm.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Ed psych 326 was an interesting course especially if you are going into research. You are graded on lots of little assignments which is really nice because the pressure is low. The group project is long process but theres lots of guided steps to help you through! Low stress course. Highly recommend. Very interesting.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2020-12-06 00:40:07 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b4ec2c80bd1d584c5086fb77\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzOTYxNDQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Very nice professor and gave great feedback on final project/essay. Was also super understanding with the pandemic and made the class easy and interesting. Graded solely on discussion posts, easy quizzes, surveys and one final project. 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He teaches with neuroscience, psychology, and educational evidence about how to improve learning and he uses these strategies really nicely in his class to help his students learn! Tests are very fair and group research paper is graded easily as long as you put in effort. I recommend taking this class!\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2022-05-19 10:05:39 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"59548923e58933a813d70716\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2Mzc0MTk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Really good guy who is very easy to reach and talk to. Very enthusiastic about the subject and happy to help if you have any questions. Fair tests where he gives a full study guide which can be long, but still very helpful. Great dude overall and made me love the subject that I was initially worried about. 3 exams and one group paper. All fair.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2024-05-09 14:43:03 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e5b049d70093bc36a33dcdd3\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDE4Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Rlly liked this class and Dr.H truly cares about his students and is very approachable/accommodating. Course clearly structured, lectures were organized and clear, Dr.Hubbard explains things well and ties in relevant new research/current events. 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But she makes it hell. Shes boring, cant stay on task, extremely vague grading criteria, and Im pretty sure she just made up my letter grade for the end of the semester, because idk what I got on the final paper. Attendance is mandatory. Difficult\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-05-17 14:46:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8f69c84b94704077ec366880\",\"instructor_id\":\"rmp:2495134\",\"instructor_name\":\"Sarah Short\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxOTAwMzU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2495134\"},{\"comment\":\"Dr. Short is super sweet but she isn't a great professor. She makes things very confusing and her slides are like 70% just pictures. I went to most lectures and tried to do notes with the slides but she went kind of quick and she talks to much it's hard to get what's even important. 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He is super engaging and is very approachable and available. If you do readings and his study guides, you will definitely succeed. Group project can definitely help boost your grade if you try hard. He is super knowledgable.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-12-25 04:39:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"49d7933d8d9f6ce527fe3ae9\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMyNzU2NDg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Ed psych 326 was an interesting course especially if you are going into research. You are graded on lots of little assignments which is really nice because the pressure is low. The group project is long process but theres lots of guided steps to help you through! Low stress course. Highly recommend. 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The only bad was a 35% group project\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-05-20 03:05:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"fdef2518a5638c04be03a762\",\"instructor_id\":\"rmp:2495134\",\"instructor_name\":\"Sarah Short\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxOTE1MDgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2495134\"}],\"evidence_count\":4,\"review_ids\":[\"49d7933d8d9f6ce527fe3ae9\",\"b4ec2c80bd1d584c5086fb77\",\"f5b5bcc088be77ae6e28fda0\",\"fdef2518a5638c04be03a762\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1863219\",\"name\":\"Edward Hubbard\"},{\"id\":\"rmp:2495134\",\"name\":\"Sarah Short\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews for Professor Hubbard are overwhelmingly positive regarding clarity and organization, while Professor Short receives mixed to negative feedback for being confusing or vague.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Materials covered in this course are pretty straight forward and not too difficult to understand. Lots of readings assigned, most of which can be skimmed for the main idea. The professor uses TopHat so attendance is graded. There is also a pretty time consuming group project, but is is graded fairly. Exams are pretty easy and fair.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2017-05-12 08:26:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c963cf027c20c600fcd999f2\",\"instructor_id\":\"rmp:2178356\",\"instructor_name\":\"Elizabeth Toomarian\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4Mjk0MDU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2178356\"},{\"comment\":\"Ed psych 326 was an interesting course especially if you are going into research. You are graded on lots of little assignments which is really nice because the pressure is low. The group project is long process but theres lots of guided steps to help you through! Low stress course. Highly recommend. Very interesting.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2020-12-06 00:40:07 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b4ec2c80bd1d584c5086fb77\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzOTYxNDQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Dr. Short is an extremely good professor. This is a really tough class that combines several fields so it can be really difficult to navigate and the readings can be tough. However Dr. Short explains everything as clearly as she can and has her lecture slides online and will take the time to answer questions. The only bad was a 35% group project\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-05-20 03:05:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"fdef2518a5638c04be03a762\",\"instructor_id\":\"rmp:2495134\",\"instructor_name\":\"Sarah Short\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxOTE1MDgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2495134\"}],\"evidence_count\":3,\"review_ids\":[\"c963cf027c20c600fcd999f2\",\"b4ec2c80bd1d584c5086fb77\",\"fdef2518a5638c04be03a762\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1863219\",\"name\":\"Edward Hubbard\"},{\"id\":\"rmp:2178356\",\"name\":\"Elizabeth Toomarian\"},{\"id\":\"rmp:2495134\",\"name\":\"Sarah Short\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is generally described as manageable with low pressure due to many small assignments, though some note a time-consuming group project.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Materials covered in this course are pretty straight forward and not too difficult to understand. Lots of readings assigned, most of which can be skimmed for the main idea. The professor uses TopHat so attendance is graded. There is also a pretty time consuming group project, but is is graded fairly. Exams are pretty easy and fair.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2017-05-12 08:26:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c963cf027c20c600fcd999f2\",\"instructor_id\":\"rmp:2178356\",\"instructor_name\":\"Elizabeth Toomarian\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4Mjk0MDU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2178356\"},{\"comment\":\"Professor Hubbard was absolutely wonderful. He teaches with neuroscience, psychology, and educational evidence about how to improve learning and he uses these strategies really nicely in his class to help his students learn! Tests are very fair and group research paper is graded easily as long as you put in effort. I recommend taking this class!\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2022-05-19 10:05:39 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"59548923e58933a813d70716\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2Mzc0MTk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Dr Short is an awful professor, which sucks because the content she teaches is interesting and fun. But she makes it hell. Shes boring, cant stay on task, extremely vague grading criteria, and Im pretty sure she just made up my letter grade for the end of the semester, because idk what I got on the final paper. Attendance is mandatory. Difficult\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-05-17 14:46:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8f69c84b94704077ec366880\",\"instructor_id\":\"rmp:2495134\",\"instructor_name\":\"Sarah Short\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxOTAwMzU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2495134\"},{\"comment\":\"Really good guy who is very easy to reach and talk to. Very enthusiastic about the subject and happy to help if you have any questions. Fair tests where he gives a full study guide which can be long, but still very helpful. Great dude overall and made me love the subject that I was initially worried about. 3 exams and one group paper. All fair.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2024-05-09 14:43:03 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e5b049d70093bc36a33dcdd3\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDE4Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"}],\"evidence_count\":4,\"review_ids\":[\"c963cf027c20c600fcd999f2\",\"59548923e58933a813d70716\",\"8f69c84b94704077ec366880\",\"e5b049d70093bc36a33dcdd3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1863219\",\"name\":\"Edward Hubbard\"},{\"id\":\"rmp:2178356\",\"name\":\"Elizabeth Toomarian\"},{\"id\":\"rmp:2495134\",\"name\":\"Sarah Short\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"summary\":\"Exams are frequently described as fair and easy, often with study guides provided. Grading is generally seen as fair, though one student reported vague criteria with Professor Short.\"}]}","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_f44d84e283dbc932f1121826","course_id":"EDPSYCH 326","catalog_version_id":"cc8393b9649b670bec8c3c72b0c27e321ffed4d0814a69bc02e8a81ba118dc37","record_version_id":"72c8522f0700311b83649305d3f5d437f02cb4005c46c663c23767a2a59c4d68","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"c5efefe6bff71cb602e5b1621f2ec54036d52fa7e1ba94c36aa3f152f0883a05","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"d715c7c91c1845cd9c72e93b14b446f0d0ed29a0cb3191b0564a18e59cc0bcd4\",\"course_id\":\"EDPSYCH 326\",\"current_instructors\":[{\"instructor_uid\":\"instructor_94dd63be8ca6babf37674c95\",\"message\":\"Summary generation failed\",\"name\":\"Edward Hubbard\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:1863219\",\"summary\":[{\"citations\":[{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.57 GPA, 75.5% A/AB (n=53 letter grades); Fall 2025: 3.57 GPA, 79.3% A/AB (n=87 letter grades); Spring 2026: 3.58 GPA, 80.8% A/AB (n=78 letter grades). 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Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_e7039980b4cf9b0ee0e328d4\",\"message\":\"No course-specific reviews available\",\"name\":\"Silvia Liu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_94dd63be8ca6babf37674c95\",\"mode\":\"professor\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"EDPSYCH 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A/AB (n=87 letter grades); Spring 2026: 3.58 GPA, 80.8% A/AB (n=78 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 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326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"EDWARD HUBBARD is recorded teaching in Fall 2013, Spring 2014, Fall 2014, Fall 2015, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Spring 2022, 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\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"ELIZABETH TOOMARIAN is recorded teaching in Fall 2016, Spring 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"ROY LUO is recorded teaching in Fall 2024, Spring 2025, Fall 2025, Spring 2026. 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interface between education and neuroscience.\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 326\",\"field\":\"description\",\"quote\":\"Findings on brain development from birth to adolescence, brain changes in response to learning\"}],\"text\":\"Understanding brain development and changes in response to learning.\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 326\",\"field\":\"description\",\"quote\":\"how individual differences in brains relate to individual differences in learning\"}],\"text\":\"Relating individual brain differences to individual learning differences.\"},{\"evidence\":[{\"course_id\":\"EDPSYCH 326\",\"field\":\"description\",\"quote\":\"Educationally relevant domains including language acquisition and bilingualism, the brain basis of reading and mathematics and executive functions like memory, attention and emotion\"}],\"text\":\"Exploring language acquisition, bilingualism, reading, mathematics, and executive 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He is super engaging and is very approachable and available. If you do readings and his study guides, you will definitely succeed. Group project can definitely help boost your grade if you try hard. He is super knowledgable.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-12-25 04:39:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"49d7933d8d9f6ce527fe3ae9\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMyNzU2NDg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Ed psych 326 was an interesting course especially if you are going into research. You are graded on lots of little assignments which is really nice because the pressure is low. The group project is long process but theres lots of guided steps to help you through! Low stress course. Highly recommend. Very interesting.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2020-12-06 00:40:07 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b4ec2c80bd1d584c5086fb77\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzOTYxNDQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Dr. Short is super sweet but she isn't a great professor. She makes things very confusing and her slides are like 70% just pictures. I went to most lectures and tried to do notes with the slides but she went kind of quick and she talks to much it's hard to get what's even important. The info to some things is very unclear and makes studying not fun\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-06-17 01:11:25 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f5b5bcc088be77ae6e28fda0\",\"instructor_id\":\"rmp:2495134\",\"instructor_name\":\"Sarah Short\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyMDMyNTUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2495134\"},{\"comment\":\"Dr. Short is an extremely good professor. This is a really tough class that combines several fields so it can be really difficult to navigate and the readings can be tough. However Dr. Short explains everything as clearly as she can and has her lecture slides online and will take the time to answer questions. The only bad was a 35% group project\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-05-20 03:05:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"fdef2518a5638c04be03a762\",\"instructor_id\":\"rmp:2495134\",\"instructor_name\":\"Sarah Short\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxOTE1MDgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2495134\"}],\"evidence_count\":4,\"review_ids\":[\"49d7933d8d9f6ce527fe3ae9\",\"b4ec2c80bd1d584c5086fb77\",\"f5b5bcc088be77ae6e28fda0\",\"fdef2518a5638c04be03a762\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1863219\",\"name\":\"Edward Hubbard\"},{\"id\":\"rmp:2495134\",\"name\":\"Sarah Short\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews for Professor Hubbard are overwhelmingly positive regarding clarity and organization, while Professor Short receives mixed to negative feedback for being confusing or vague.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Materials covered in this course are pretty straight forward and not too difficult to understand. Lots of readings assigned, most of which can be skimmed for the main idea. The professor uses TopHat so attendance is graded. There is also a pretty time consuming group project, but is is graded fairly. Exams are pretty easy and fair.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2017-05-12 08:26:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c963cf027c20c600fcd999f2\",\"instructor_id\":\"rmp:2178356\",\"instructor_name\":\"Elizabeth Toomarian\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4Mjk0MDU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2178356\"},{\"comment\":\"Ed psych 326 was an interesting course especially if you are going into research. You are graded on lots of little assignments which is really nice because the pressure is low. The group project is long process but theres lots of guided steps to help you through! Low stress course. Highly recommend. Very interesting.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2020-12-06 00:40:07 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b4ec2c80bd1d584c5086fb77\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzOTYxNDQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Dr. Short is an extremely good professor. This is a really tough class that combines several fields so it can be really difficult to navigate and the readings can be tough. However Dr. Short explains everything as clearly as she can and has her lecture slides online and will take the time to answer questions. The only bad was a 35% group project\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-05-20 03:05:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"fdef2518a5638c04be03a762\",\"instructor_id\":\"rmp:2495134\",\"instructor_name\":\"Sarah Short\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxOTE1MDgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2495134\"}],\"evidence_count\":3,\"review_ids\":[\"c963cf027c20c600fcd999f2\",\"b4ec2c80bd1d584c5086fb77\",\"fdef2518a5638c04be03a762\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1863219\",\"name\":\"Edward Hubbard\"},{\"id\":\"rmp:2178356\",\"name\":\"Elizabeth Toomarian\"},{\"id\":\"rmp:2495134\",\"name\":\"Sarah Short\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is generally described as manageable with low pressure due to many small assignments, though some note a time-consuming group project.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Materials covered in this course are pretty straight forward and not too difficult to understand. Lots of readings assigned, most of which can be skimmed for the main idea. The professor uses TopHat so attendance is graded. There is also a pretty time consuming group project, but is is graded fairly. Exams are pretty easy and fair.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2017-05-12 08:26:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c963cf027c20c600fcd999f2\",\"instructor_id\":\"rmp:2178356\",\"instructor_name\":\"Elizabeth Toomarian\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4Mjk0MDU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2178356\"},{\"comment\":\"Professor Hubbard was absolutely wonderful. He teaches with neuroscience, psychology, and educational evidence about how to improve learning and he uses these strategies really nicely in his class to help his students learn! Tests are very fair and group research paper is graded easily as long as you put in effort. I recommend taking this class!\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2022-05-19 10:05:39 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"59548923e58933a813d70716\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2Mzc0MTk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Dr Short is an awful professor, which sucks because the content she teaches is interesting and fun. But she makes it hell. Shes boring, cant stay on task, extremely vague grading criteria, and Im pretty sure she just made up my letter grade for the end of the semester, because idk what I got on the final paper. Attendance is mandatory. Difficult\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-05-17 14:46:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8f69c84b94704077ec366880\",\"instructor_id\":\"rmp:2495134\",\"instructor_name\":\"Sarah Short\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxOTAwMzU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2495134\"},{\"comment\":\"Really good guy who is very easy to reach and talk to. Very enthusiastic about the subject and happy to help if you have any questions. Fair tests where he gives a full study guide which can be long, but still very helpful. Great dude overall and made me love the subject that I was initially worried about. 3 exams and one group paper. All fair.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2024-05-09 14:43:03 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e5b049d70093bc36a33dcdd3\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDE4Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"}],\"evidence_count\":4,\"review_ids\":[\"c963cf027c20c600fcd999f2\",\"59548923e58933a813d70716\",\"8f69c84b94704077ec366880\",\"e5b049d70093bc36a33dcdd3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1863219\",\"name\":\"Edward Hubbard\"},{\"id\":\"rmp:2178356\",\"name\":\"Elizabeth Toomarian\"},{\"id\":\"rmp:2495134\",\"name\":\"Sarah Short\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"summary\":\"Exams are frequently described as fair and easy, often with study guides provided. Grading is generally seen as fair, though one student reported vague criteria with Professor Short.\"}]}","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_f44d84e283dbc932f1121826","course_id":"EDPSYCH 326","catalog_version_id":"cc8393b9649b670bec8c3c72b0c27e321ffed4d0814a69bc02e8a81ba118dc37","record_version_id":"72c8522f0700311b83649305d3f5d437f02cb4005c46c663c23767a2a59c4d68","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"d47a973b85e643f116c53cab986207d757ad04638d4906e14bcbaeb604034033","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"d715c7c91c1845cd9c72e93b14b446f0d0ed29a0cb3191b0564a18e59cc0bcd4\",\"course_id\":\"EDPSYCH 326\",\"current_instructors\":[{\"instructor_uid\":\"instructor_94dd63be8ca6babf37674c95\",\"message\":null,\"name\":\"Edward Hubbard\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:1863219\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2019-12-25 04:39:18 +0000 UTC\",\"review_id\":\"49d7933d8d9f6ce527fe3ae9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTMyNzU2NDg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2020-12-06 00:40:07 +0000 UTC\",\"review_id\":\"b4ec2c80bd1d584c5086fb77\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTMzOTYxNDQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2020-12-16 21:59:45 +0000 UTC\",\"review_id\":\"12dc3fab474839cc69417e57\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTM0MTA3MTIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2022-05-19 10:05:39 +0000 UTC\",\"review_id\":\"59548923e58933a813d70716\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTM2Mzc0MTk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2024-05-02 18:46:56 +0000 UTC\",\"review_id\":\"f7c2bb267dd04cb213d203d4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTM5MzQzMTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2024-05-09 14:43:03 +0000 UTC\",\"review_id\":\"e5b049d70093bc36a33dcdd3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTM5NDE4Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2024-12-23 03:59:20 +0000 UTC\",\"review_id\":\"04e41d357e62ef11477eafde\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTQwNDIwMzg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2025-11-27 18:26:21 +0000 UTC\",\"review_id\":\"4a197d70b10b7c896c1e90bb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTQxOTYxMzU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2026-01-14 20:34:48 +0000 UTC\",\"review_id\":\"a32d46737e80dbb55a836cb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTQyNDk4MjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2026-04-29 16:51:26 +0000 UTC\",\"review_id\":\"83657e6df004ec704bec99cd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTQyOTY5Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"}],\"text\":\"Edward Hubbard is praised for being engaging, approachable, and enthusiastic, with students noting his clear explanations and care for well-being. Reviewers highlight his use of evidence-based teaching strategies and fair exams supported by study guides. Conversely, some reviewers describe him as unorganized and an extremely slow grader, while others criticize his lecture pacing and focus on irrelevant material.\"},{\"citations\":[{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.57 GPA, 75.5% A/AB (n=53 letter grades); Fall 2025: 3.57 GPA, 79.3% A/AB (n=87 letter grades); Spring 2026: 3.58 GPA, 80.8% A/AB (n=78 letter grades). 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Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_e7039980b4cf9b0ee0e328d4\",\"message\":\"No course-specific reviews available\",\"name\":\"Silvia Liu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2020-12-06 00:40:07 +0000 UTC\",\"review_id\":\"b4ec2c80bd1d584c5086fb77\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTMzOTYxNDQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2020-12-16 21:59:45 +0000 UTC\",\"review_id\":\"12dc3fab474839cc69417e57\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTM0MTA3MTIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2024-05-09 14:43:03 +0000 UTC\",\"review_id\":\"e5b049d70093bc36a33dcdd3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTM5NDE4Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2026-01-14 20:34:48 +0000 UTC\",\"review_id\":\"a32d46737e80dbb55a836cb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTQyNDk4MjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2026-04-29 16:51:26 +0000 UTC\",\"review_id\":\"83657e6df004ec704bec99cd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTQyOTY5Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"}],\"text\":\"The course features a group project, three exams, and smaller assignments like quizzes and discussion posts. Workload is described as low-stress with fair tests, though exams require studying for those without a neuroscience background.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Elizabeth Toomarian\",\"review_date\":\"2017-05-12 08:26:00 +0000 UTC\",\"review_id\":\"c963cf027c20c600fcd999f2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2178356\",\"source_review_id\":\"UmF0aW5nLTI4Mjk0MDU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2178356\",\"type\":\"review\"}],\"text\":\"Historical reviews of Elizabeth Toomarian: Elizabeth Toomarian taught materials that were straightforward and easy to understand, with exams described as easy and fair. Her course required significant reading, though most could be skimmed, and included a time-consuming group project graded fairly. Attendance was tracked via TopHat.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2019-12-25 04:39:18 +0000 UTC\",\"review_id\":\"49d7933d8d9f6ce527fe3ae9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTMyNzU2NDg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2020-12-06 00:40:07 +0000 UTC\",\"review_id\":\"b4ec2c80bd1d584c5086fb77\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTMzOTYxNDQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2022-05-19 10:05:39 +0000 UTC\",\"review_id\":\"59548923e58933a813d70716\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTM2Mzc0MTk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2024-05-02 18:46:56 +0000 UTC\",\"review_id\":\"f7c2bb267dd04cb213d203d4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTM5MzQzMTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2024-05-09 14:43:03 +0000 UTC\",\"review_id\":\"e5b049d70093bc36a33dcdd3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTM5NDE4Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2025-11-27 18:26:21 +0000 UTC\",\"review_id\":\"4a197d70b10b7c896c1e90bb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTQxOTYxMzU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2026-01-14 20:34:48 +0000 UTC\",\"review_id\":\"a32d46737e80dbb55a836cb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTQyNDk4MjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"}],\"text\":\"Edward Hubbard is described as engaging, approachable, and enthusiastic, with students finding the course interesting. Reviewers note his clear explanations and supportive nature.\"},{\"citations\":[{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.57 GPA, 75.5% A/AB (n=53 letter grades); Fall 2025: 3.57 GPA, 79.3% A/AB (n=87 letter grades); Spring 2026: 3.58 GPA, 80.8% A/AB (n=78 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2019-12-25 04:39:18 +0000 UTC\",\"review_id\":\"49d7933d8d9f6ce527fe3ae9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTMyNzU2NDg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2022-05-19 10:05:39 +0000 UTC\",\"review_id\":\"59548923e58933a813d70716\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTM2Mzc0MTk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2024-12-23 03:59:20 +0000 UTC\",\"review_id\":\"04e41d357e62ef11477eafde\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTQwNDIwMzg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2026-01-14 20:34:48 +0000 UTC\",\"review_id\":\"a32d46737e80dbb55a836cb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTQyNDk4MjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"},{\"instructor_name\":\"Edward Hubbard\",\"review_date\":\"2026-04-29 16:51:26 +0000 UTC\",\"review_id\":\"83657e6df004ec704bec99cd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1863219\",\"source_review_id\":\"UmF0aW5nLTQyOTY5Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\",\"type\":\"review\"}],\"text\":\"Students appreciate the structured course and Hubbard's use of current research. One reviewer cites extremely slow grading, while another finds lectures disorganized or rushed.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 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He is super engaging and is very approachable and available. If you do readings and his study guides, you will definitely succeed. Group project can definitely help boost your grade if you try hard. He is super knowledgable.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-12-25 04:39:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"49d7933d8d9f6ce527fe3ae9\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMyNzU2NDg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Ed psych 326 was an interesting course especially if you are going into research. You are graded on lots of little assignments which is really nice because the pressure is low. The group project is long process but theres lots of guided steps to help you through! Low stress course. Highly recommend. Very interesting.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2020-12-06 00:40:07 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b4ec2c80bd1d584c5086fb77\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzOTYxNDQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Dr. Short is super sweet but she isn't a great professor. She makes things very confusing and her slides are like 70% just pictures. I went to most lectures and tried to do notes with the slides but she went kind of quick and she talks to much it's hard to get what's even important. The info to some things is very unclear and makes studying not fun\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-06-17 01:11:25 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f5b5bcc088be77ae6e28fda0\",\"instructor_id\":\"rmp:2495134\",\"instructor_name\":\"Sarah Short\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyMDMyNTUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2495134\"},{\"comment\":\"Dr. Short is an extremely good professor. This is a really tough class that combines several fields so it can be really difficult to navigate and the readings can be tough. However Dr. Short explains everything as clearly as she can and has her lecture slides online and will take the time to answer questions. The only bad was a 35% group project\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-05-20 03:05:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"fdef2518a5638c04be03a762\",\"instructor_id\":\"rmp:2495134\",\"instructor_name\":\"Sarah Short\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxOTE1MDgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2495134\"}],\"evidence_count\":4,\"review_ids\":[\"49d7933d8d9f6ce527fe3ae9\",\"b4ec2c80bd1d584c5086fb77\",\"f5b5bcc088be77ae6e28fda0\",\"fdef2518a5638c04be03a762\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1863219\",\"name\":\"Edward Hubbard\"},{\"id\":\"rmp:2495134\",\"name\":\"Sarah Short\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews for Professor Hubbard are overwhelmingly positive regarding clarity and organization, while Professor Short receives mixed to negative feedback for being confusing or vague.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Materials covered in this course are pretty straight forward and not too difficult to understand. Lots of readings assigned, most of which can be skimmed for the main idea. The professor uses TopHat so attendance is graded. There is also a pretty time consuming group project, but is is graded fairly. Exams are pretty easy and fair.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2017-05-12 08:26:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c963cf027c20c600fcd999f2\",\"instructor_id\":\"rmp:2178356\",\"instructor_name\":\"Elizabeth Toomarian\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4Mjk0MDU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2178356\"},{\"comment\":\"Ed psych 326 was an interesting course especially if you are going into research. You are graded on lots of little assignments which is really nice because the pressure is low. The group project is long process but theres lots of guided steps to help you through! Low stress course. Highly recommend. Very interesting.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2020-12-06 00:40:07 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b4ec2c80bd1d584c5086fb77\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzOTYxNDQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Dr. Short is an extremely good professor. This is a really tough class that combines several fields so it can be really difficult to navigate and the readings can be tough. However Dr. Short explains everything as clearly as she can and has her lecture slides online and will take the time to answer questions. The only bad was a 35% group project\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-05-20 03:05:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"fdef2518a5638c04be03a762\",\"instructor_id\":\"rmp:2495134\",\"instructor_name\":\"Sarah Short\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxOTE1MDgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2495134\"}],\"evidence_count\":3,\"review_ids\":[\"c963cf027c20c600fcd999f2\",\"b4ec2c80bd1d584c5086fb77\",\"fdef2518a5638c04be03a762\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1863219\",\"name\":\"Edward Hubbard\"},{\"id\":\"rmp:2178356\",\"name\":\"Elizabeth Toomarian\"},{\"id\":\"rmp:2495134\",\"name\":\"Sarah Short\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is generally described as manageable with low pressure due to many small assignments, though some note a time-consuming group project.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Materials covered in this course are pretty straight forward and not too difficult to understand. Lots of readings assigned, most of which can be skimmed for the main idea. The professor uses TopHat so attendance is graded. There is also a pretty time consuming group project, but is is graded fairly. Exams are pretty easy and fair.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2017-05-12 08:26:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c963cf027c20c600fcd999f2\",\"instructor_id\":\"rmp:2178356\",\"instructor_name\":\"Elizabeth Toomarian\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4Mjk0MDU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2178356\"},{\"comment\":\"Professor Hubbard was absolutely wonderful. He teaches with neuroscience, psychology, and educational evidence about how to improve learning and he uses these strategies really nicely in his class to help his students learn! Tests are very fair and group research paper is graded easily as long as you put in effort. I recommend taking this class!\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2022-05-19 10:05:39 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"59548923e58933a813d70716\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2Mzc0MTk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"},{\"comment\":\"Dr Short is an awful professor, which sucks because the content she teaches is interesting and fun. But she makes it hell. Shes boring, cant stay on task, extremely vague grading criteria, and Im pretty sure she just made up my letter grade for the end of the semester, because idk what I got on the final paper. Attendance is mandatory. Difficult\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2019-05-17 14:46:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8f69c84b94704077ec366880\",\"instructor_id\":\"rmp:2495134\",\"instructor_name\":\"Sarah Short\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxOTAwMzU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2495134\"},{\"comment\":\"Really good guy who is very easy to reach and talk to. Very enthusiastic about the subject and happy to help if you have any questions. Fair tests where he gives a full study guide which can be long, but still very helpful. Great dude overall and made me love the subject that I was initially worried about. 3 exams and one group paper. All fair.\",\"course_id\":\"EDPSYCH 326\",\"date\":\"2024-05-09 14:43:03 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e5b049d70093bc36a33dcdd3\",\"instructor_id\":\"rmp:1863219\",\"instructor_name\":\"Edward Hubbard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDE4Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1863219\"}],\"evidence_count\":4,\"review_ids\":[\"c963cf027c20c600fcd999f2\",\"59548923e58933a813d70716\",\"8f69c84b94704077ec366880\",\"e5b049d70093bc36a33dcdd3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1863219\",\"name\":\"Edward Hubbard\"},{\"id\":\"rmp:2178356\",\"name\":\"Elizabeth Toomarian\"},{\"id\":\"rmp:2495134\",\"name\":\"Sarah Short\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"summary\":\"Exams are frequently described as fair and easy, often with study guides provided. Grading is generally seen as fair, though one student reported vague criteria with Professor Short.\"}]}","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_f44d84e283dbc932f1121826","course_id":"EDPSYCH 326","catalog_version_id":"cc8393b9649b670bec8c3c72b0c27e321ffed4d0814a69bc02e8a81ba118dc37","record_version_id":"72c8522f0700311b83649305d3f5d437f02cb4005c46c663c23767a2a59c4d68","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"be2b3c94872eb5b47e11f58d5f1cb5f30df8c2c6fe6cbf39838e010b220c77de","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"d715c7c91c1845cd9c72e93b14b446f0d0ed29a0cb3191b0564a18e59cc0bcd4\",\"course_id\":\"EDPSYCH 326\",\"current_instructors\":[{\"instructor_uid\":\"instructor_94dd63be8ca6babf37674c95\",\"message\":\"Summary generation failed\",\"name\":\"Edward Hubbard\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:1863219\",\"summary\":[{\"citations\":[{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.57 GPA, 75.5% A/AB (n=53 letter grades); Fall 2025: 3.57 GPA, 79.3% A/AB (n=87 letter grades); Spring 2026: 3.58 GPA, 80.8% A/AB (n=78 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_1eebb83bc89f37a484bf1a5d\",\"message\":\"No course-specific reviews available\",\"name\":\"Roy Luo\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.57 GPA, 75.5% A/AB (n=53 letter grades); Fall 2025: 3.57 GPA, 79.3% A/AB (n=87 letter grades); Spring 2026: 3.58 GPA, 80.8% A/AB (n=78 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_e7039980b4cf9b0ee0e328d4\",\"message\":\"No course-specific reviews available\",\"name\":\"Silvia Liu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":\"instructor_94dd63be8ca6babf37674c95\",\"mode\":\"professor\"},{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Elizabeth Toomarian\",\"review_date\":\"2017-05-12 08:26:00 +0000 UTC\",\"review_id\":\"c963cf027c20c600fcd999f2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2178356\",\"source_review_id\":\"UmF0aW5nLTI4Mjk0MDU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2178356\",\"type\":\"review\"}],\"text\":\"Historical reviews of Elizabeth Toomarian: Elizabeth Toomarian taught materials that were straightforward and easy to understand, with exams described as easy and fair. Her course required significant reading, though most could be skimmed, and included a time-consuming group project graded fairly. Attendance was tracked via TopHat.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.57 GPA, 75.5% A/AB (n=53 letter grades); Fall 2025: 3.57 GPA, 79.3% A/AB (n=87 letter grades); Spring 2026: 3.58 GPA, 80.8% A/AB (n=78 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"EDPSYCH 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326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"EDWARD HUBBARD is recorded teaching in Fall 2013, Spring 2014, Fall 2014, Fall 2015, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Spring 2022, 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\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"ELIZABETH TOOMARIAN is recorded teaching in Fall 2016, Spring 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"ROY LUO is recorded teaching in Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"EDPSYCH 326\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"source_record\":{\"entity_id\":\"0bcfdf47-e9d7-38fb-8b02-117010015b75\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"SARAH SHORT is recorded teaching in Spring 2019, Spring 2020. 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":"[{\"mode\": \"professor\", \"instructor_uid\": \"instructor_94dd63be8ca6babf37674c95\", \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]