# INTER-AG 155: Issues in Agriculture, Environment, and Life Sciences | UW–Madison [View on UW Courses](https://uwcourses.com/courses/INTER-AG_155) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07 ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T19:50:42.743001+00:00 ### courses 8951 ### current instructors 5754 ### limited false ### terms * 1272 * 1264 * 1262 * 1254 * 1252 * 1244 * 1242 * 1234 * 1232 * 1224 * 1222 * 1212 * 1204 * 1202 * 1194 * 1192 * 1184 * 1182 * 1174 * 1172 * 1164 * 1162 * 1154 * 1152 * 1144 * 1142 * 1134 * 1132 * 1124 * 1122 * 1114 * 1112 * 1104 * 1102 * 1094 * 1092 * 1084 * 1082 * 1074 * 1072 ### term 1272 ### departments | subject | count | | --------- | ----- | | AAE | 90 | | ABT | 20 | | ACCTIS | 36 | | ACTSCI | 14 | | AFAERO | 10 | | AFRICAN | 87 | | AFROAMER | 71 | | AGROECOL | 21 | | AMERIND | 53 | | ANAT\&PHY | 7 | | ANATOMY | 2 | | ANESTHES | 8 | | ANSCI | 57 | | ANTHRO | 95 | | ART | 125 | | ARTED | 10 | | ARTHIST | 121 | | ASIALANG | 129 | | ASIAN | 109 | | ASIANAM | 28 | | ASTRON | 38 | | ATMOCN | 69 | | BIOCHEM | 51 | | BIOCORE | 10 | | BIOLOGY | 14 | | BIOMDSCI | 18 | | BME | 66 | | BMI | 41 | | BMOLCHEM | 10 | | BOTANY | 69 | | BSE | 44 | | C\&ESOC | 73 | | CBE | 48 | | CHEM | 101 | | CHICLA | 52 | | CIVENGR | 133 | | CLASSICS | 47 | | CNP | 10 | | CNSRSCI | 50 | | COMARTS | 137 | | COMPBIO | 15 | | COMPLIT | 11 | | COMPSCI | 138 | | COUNPSY | 78 | | CRB | 19 | | CS\&D | 71 | | CSCS | 40 | | CURRIC | 193 | | DANCE | 93 | | DERM | 8 | | DS | 88 | | DYSCI | 35 | | ECE | 155 | | ECON | 145 | | EDPOL | 114 | | EDPSYCH | 97 | | ELPA | 70 | | EMA | 53 | | EMERMED | 17 | | ENGL | 206 | | ENTOM | 40 | | ENVIRST | 148 | | EP | 15 | | EPD | 67 | | ESL | 16 | | F\&WECOL | 60 | | FAMMED | 22 | | FINANCE | 50 | | FOLKLORE | 40 | | FOODSCI | 43 | | FRENCH | 63 | | GEN\&WS | 145 | | GENBUS | 72 | | GENECSLR | 17 | | GENETICS | 60 | | GEOG | 113 | | GEOSCI | 83 | | GERMAN | 82 | | GLE | 48 | | GNS | 38 | | GREEK | 27 | | HDFS | 41 | | HEBR-BIB | 13 | | HEBR-MOD | 10 | | HISTORY | 233 | | HISTSCI | 56 | | HONCOL | 13 | | ILS | 43 | | INFOSYS | 9 | | INTEGART | 7 | | INTEGSCI | 22 | | INTER-AG | 18 | | INTER-HE | 11 | | INTER-LS | 22 | | INTEREGR | 16 | | INTLBUS | 21 | | INTLST | 50 | | ISYE | 83 | | ITALIAN | 53 | | JEWISH | 56 | | JOURN | 88 | | KINES | 128 | | LACIS | 26 | | LANDARC | 61 | | LATIN | 24 | | LAW | 120 | | LEGALST | 48 | | LINGUIS | 35 | | LIS | 89 | | LITTRANS | 78 | | LSC | 52 | | M\&ENVTOX | 7 | | MARKETNG | 62 | | MATH | 153 | | MDGENET | 8 | | ME | 130 | | MEDHIST | 43 | | MEDICINE | 60 | | MEDIEVAL | 32 | | MEDPHYS | 39 | | MEDSC-M | 29 | | MEDSC-V | 41 | | MHR | 68 | | MICROBIO | 45 | | MILSCI | 16 | | MM\&I | 22 | | MOLBIOL | 6 | | MS\&E | 59 | | MUSIC | 165 | | MUSPERF | 126 | | NAVSCI | 20 | | NE | 44 | | NEURODPT | 11 | | NEUROL | 7 | | NEURSURG | 4 | | NTP | 11 | | NURSING | 111 | | NUTRSCI | 65 | | OBS\&GYN | 18 | | OCCTHER | 39 | | ONCOLOGY | 14 | | OPHTHALM | 5 | | OTM | 43 | | PATH | 34 | | PATH-BIO | 29 | | PEDIAT | 26 | | PHARMACY | 31 | | PHILOS | 77 | | PHMCOL-M | 11 | | PHMPRAC | 45 | | PHMSCI | 60 | | PHYASST | 37 | | PHYSICS | 88 | | PHYSIOL | 3 | | PHYTHER | 37 | | PLANTSCI | 52 | | PLPATH | 35 | | POLISCI | 192 | | POPHLTH | 58 | | PORTUG | 33 | | PSYCH | 101 | | PSYCHIAT | 22 | | PUBAFFR | 54 | | PUBLHLTH | 23 | | RADIOL | 11 | | REALEST | 41 | | RELIGST | 90 | | RHABMED | 9 | | RMI | 24 | | RP\&SE | 102 | | S\&APHM | 17 | | SCANDST | 73 | | SLAVIC | 89 | | SOC | 149 | | SOCWORK | 87 | | SOILSCI | 46 | | SPANISH | 83 | | SRMED | 21 | | STAT | 94 | | STDYABRD | 52 | | STS | 8 | | SURGERY | 25 | | SURGSCI | 33 | | THEATRE | 91 | | URBRPL | 60 | | UROLOGY | 5 | | ZOOLOGY | 89 | ## course ### run id 20260907T155543-ce3781c4 ### semester 1272 ### observed at 2026-09-07 15:55:43.033547+00:00 ### record version id d1f44d072eb82bab67c753b558a4a94df0b314d24f27261dd882e961594ff6f9 ### course id INTER-AG 155 ### course uid course\_6f625660491efe7d99562411 ### catalog version id 380c1ca14627331b31d4aa4d852d2d40fa1e3cff216110d9f9bea84f319728fb ### course number 155 ### subjects * INTER-AG ### title ISSUES IN AGRICULTURE, ENVIRONMENT, AND LIFE SCIENCES ### description Explore important issues in the application of science that cut across all majors in the College of Agricultural and Life Sciences, and that are critical for society in coming decades. Develop academic skills and explore majors and careers. ### requirements text None ### credits min 1 ### credits max 1 ### credit offering ids * 1272:494:021581 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 5947649c93af0db44a708b2932d7779f3b87996669a9a56fbce8a0fd9ff05496 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary INTER-AG 155 explores critical science applications in agriculture and life sciences while helping students develop academic skills and explore majors and careers. ### llm topics * Agriculture, environment, and life sciences issues * Major and career exploration ### llm skills * Academic skills development ### llm assumed background None recorded. ### llm search phrases * introductory agriculture major exploration * agricultural and life sciences issues * first year agriculture student success * science application in agriculture ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash c9f62509006fa2e964f02406b6b7b67a9dcc6bd6a165608f27f5138a161e098b #### course id INTER-AG 155 #### current instructors ```json [ { "instructor_uid": "instructor_8e6e20fa114e1ed0c5393d7b", "message": "No course-specific reviews available", "name": "Liza Chang", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2879829", "summary": [ { "citations": [ { "course_id": "INTER-AG 155", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "source_record": { "entity_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "INTER-AG 155", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "source_record": { "entity_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "INTER-AG 155", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "source_record": { "entity_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ], "text": "Recent recorded grades — Spring 2025: 3.90 GPA, 95.8% A/AB (n=24 letter grades); Fall 2025: 3.85 GPA, 93.1% A/AB (n=101 letter grades); Spring 2026: 3.36 GPA, 64.3% A/AB (n=14 letter grades). Includes jointly taught sections." } ] } ] ``` #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Spring 2025: 3.90 GPA, 95.8% A/AB (n=24 letter grades); Fall 2025: 3.85 GPA, 93.1% A/AB (n=101 letter grades); Spring 2026: 3.36 GPA, 64.3% A/AB (n=14 letter grades). ```json { "citations": [ { "course_id": "INTER-AG 155", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "INTER-AG 155", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "INTER-AG 155", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history LIZA CHANG is recorded teaching in Fall 2021, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "INTER-AG 155", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "source_record": { "entity_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "INTER-AG 155", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "source_record": { "entity_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "INTER-AG 155", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "source_record": { "entity_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "INTER-AG 155", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "source_record": { "entity_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "INTER-AG 155", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "source_record": { "entity_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "INTER-AG 155", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "source_record": { "entity_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "INTER-AG 155", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "source_record": { "entity_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "INTER-AG 155", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "source_record": { "entity_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "INTER-AG 155", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "source_record": { "entity_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "INTER-AG 155", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "source_record": { "entity_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "INTER-AG 155", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "source_record": { "entity_id": "68755eb2-e39c-3f57-b2bd-5ae77c1fdaa1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": "None", "course": null, "evidence": "None", "id": "source_requirements", "kind": "condition" } ] ``` #### notes * Display fallback using original requirements text; not an LLM-parsed rule. #### root source\_requirements #### status needs\_review ### instructors ```json [ { "instructor_uid": "instructor_8e6e20fa114e1ed0c5393d7b", "source": "enrollment", "source_instructor_id": "lchang9", "identity_basis": "netid", "identity_status": "source_identified", "name": "Liza Chang", "email": "LCHANG9@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 10, "quality": 4.4, "difficulty": 1.5, "quality_count": 10, "difficulty_count": 10, "profile_id": "rmp:2879829", "source_url": "https://www.ratemyprofessors.com/professor/2879829", "match_basis": "exact_name", "observed_at": "2026-09-07 16:22:53.578918+00:00", "courses": {}, "bayesian_quality": 3.9064571890310638, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/LIZA_CHANG" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:494:021581", "course_id": "INTER-AG 155", "course_uid": "course_6f625660491efe7d99562411", "term_id": "1272", "source_course_id": "021581", "source_subject_id": "494", "title": "Issues in Agriculture, Environment, and Life Sciences", "credits_min": 1, "credits_max": 1, "typically_offered": "Fall" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:10144", "term_id": "1272", "source_section_id": "10144", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 90, "enrolled": 85, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:36489", "term_id": "1272", "source_section_id": "36489", "identity_basis": "class_number", "section_number": "002", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 90, "enrolled": 88, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" } ] ``` ### grade instructors ```json [ { "instructor_uid": "instructor_11f6c8f28b96d6c48d4a867d", "source": "madgrades", "source_instructor_id": "2600708", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ROBERT RAY", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.869, "graded": 809, "counts": [ 714, 45, 25, 11, 7, 0, 7 ], "sections": 18 }, "instructor_url": "/instructors/ROBERT_RAY" }, { "instructor_uid": "instructor_a80786baab205b9076e0aa63", "source": "madgrades", "source_instructor_id": "251859", "identity_basis": "source_id", "identity_status": "source_identified", "name": "RICHARD LEE BARROWS", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.865, "graded": 152, "counts": [ 133, 10, 3, 3, 2, 0, 1 ], "sections": 3 }, "instructor_url": "/instructors/RICHARD_LEE_BARROWS--instructor_a80786baab205b9076e0aa63" }, { "instructor_uid": "instructor_07cf7d282a5007151d14267c", "source": "madgrades", "source_instructor_id": "206050", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SARAH PFATTEICHER", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.864, "graded": 129, "counts": [ 113, 5, 8, 2, 0, 0, 1 ], "sections": 4 }, "instructor_url": "/instructors/SARAH_PFATTEICHER" }, { "instructor_uid": "instructor_5533f46fd529f3d4a303fee9", "source": "madgrades", "source_instructor_id": "670083", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JOHN KLATT", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 9, "quality": 4.89, "difficulty": 1, "quality_count": 9, "difficulty_count": 9, "profile_id": "rmp:1601579", "source_url": "https://www.ratemyprofessors.com/professor/1601579", "match_basis": "exact_name", "observed_at": "2026-09-07 16:31:23.905383+00:00", "courses": {}, "bayesian_quality": 4.041507436928686, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.857, "graded": 1470, "counts": [ 1295, 75, 47, 22, 14, 4, 13 ], "sections": 24 }, "instructor_url": "/instructors/JOHN_KLATT--instructor_5533f46fd529f3d4a303fee9" }, { "instructor_uid": "instructor_810064e90e3670600322ae7c", "source": "madgrades", "source_instructor_id": "1625978", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SCOTT GUSSICK", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.825, "graded": 20, "counts": [ 16, 2, 1, 1, 0, 0, 0 ], "sections": 1 }, "instructor_url": "/instructors/SCOTT_GUSSICK--instructor_810064e90e3670600322ae7c" }, { "instructor_uid": "instructor_01f9185512fe68a87fca04d5", "source": "madgrades", "source_instructor_id": "4001158", "identity_basis": "source_id", "identity_status": "source_identified", "name": "STEPHANIE LAWRY", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.833, "graded": 99, "counts": [ 80, 11, 3, 4, 1, 0, 0 ], "sections": 3 }, "instructor_url": "/instructors/STEPHANIE_LAWRY" }, { "instructor_uid": "instructor_f40f376bcea051beb9536af4", "source": "madgrades", "source_instructor_id": "4370975", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BRITTANY RUSH", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.881, "graded": 151, "counts": [ 135, 6, 5, 2, 2, 1, 0 ], "sections": 5 }, "instructor_url": "/instructors/BRITTANY_RUSH--instructor_f40f376bcea051beb9536af4" }, { "instructor_uid": "instructor_f108ba5b8b27fd72142a5a96", "source": "madgrades", "source_instructor_id": "4598305", "identity_basis": "source_id", "identity_status": "source_identified", "name": "HEATHER MIALIK", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.81, "graded": 84, "counts": [ 74, 4, 0, 2, 2, 1, 1 ], "sections": 2 }, "instructor_url": "/instructors/HEATHER_MIALIK--instructor_f108ba5b8b27fd72142a5a96" }, { "instructor_uid": "instructor_781b93618eed27e5647bb280", "source": "madgrades", "source_instructor_id": "4723595", "identity_basis": "source_id", "identity_status": "source_identified", "name": "LIZA CHANG", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 10, "quality": 4.4, "difficulty": 1.5, "quality_count": 10, "difficulty_count": 10, "profile_id": "rmp:2879829", "source_url": "https://www.ratemyprofessors.com/professor/2879829", "match_basis": "exact_name", "observed_at": "2026-09-07 16:22:53.578918+00:00", "courses": {}, "bayesian_quality": 3.9064571890310638, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.748, "graded": 1004, "counts": [ 838, 29, 57, 21, 40, 6, 13 ], "sections": 29 }, "instructor_url": "/instructors/LIZA_CHANG--instructor_781b93618eed27e5647bb280" }, { "instructor_uid": "instructor_5de31b144749ff379b753b66", "source": "madgrades", "source_instructor_id": "4941667", "identity_basis": "source_id", "identity_status": "source_identified", "name": "AURELIE RAKOTONDRAFARA", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 16, "quality": 3.88, "difficulty": 2.56, "quality_count": 16, "difficulty_count": 16, "profile_id": "rmp:2428280", "source_url": "https://www.ratemyprofessors.com/professor/2428280", "match_basis": "exact_name", "observed_at": "2026-09-07 16:53:51.943440+00:00", "courses": { "course_5f5ed7de88af3629fa7ac938": { "review_count": 11, "quality": 4.18, "difficulty": 2.27, "quality_count": 11, "difficulty_count": 11 }, "course_43773711e0ab2307721bcd6d": { "review_count": 2, "quality": 2.5, "difficulty": 3, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.7576032130814414, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.716, "graded": 1747, "counts": [ 1227, 253, 162, 55, 33, 9, 8 ], "sections": 92 }, "instructor_url": "/instructors/AURELIE_RAKOTONDRAFARA--instructor_5de31b144749ff379b753b66" }, { "instructor_uid": "instructor_8e6e20fa114e1ed0c5393d7b", "source": "enrollment", "source_instructor_id": "lchang9", "identity_basis": "netid", "identity_status": "source_identified", "name": "Liza Chang", "email": "LCHANG9@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 10, "quality": 4.4, "difficulty": 1.5, "quality_count": 10, "difficulty_count": 10, "profile_id": "rmp:2879829", "source_url": "https://www.ratemyprofessors.com/professor/2879829", "match_basis": "exact_name", "observed_at": "2026-09-07 16:22:53.578918+00:00", "courses": {}, "bayesian_quality": 3.9064571890310638, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/LIZA_CHANG" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTER-AG 155", "course_uid": "course_6f625660491efe7d99562411", "term_id": "1072", "term_name": "Fall 2006", "instructors": [ "RICHARD LEE BARROWS", "ROBERT RAY" ], "a": 114, "ab": 10, "b": 3, "bc": 3, "c": 2, "d": 0, "f": 1, "satisfactory": 0, 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15:55:43.033547+00:00", "course_id": "INTER-AG 155", "course_uid": "course_6f625660491efe7d99562411", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Liza Chang" ], "a": 70, "ab": 3, "b": 0, "bc": 0, "c": 1, "d": 0, "f": 2, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 76, "source_aliases": [ "INTER-AG 155" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTER-AG 155", "course_uid": "course_6f625660491efe7d99562411", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Liza Chang" ], "a": 14, "ab": 0, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 15, "source_aliases": [ "INTER-AG 155" ] }, { "run_id": "20260907T155543-ce3781c4", 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155" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTER-AG 155", "course_uid": "course_6f625660491efe7d99562411", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Aurelie Rakotondrafara", "Liza Chang" ], "a": 91, "ab": 3, "b": 3, "bc": 1, "c": 1, "d": 1, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 101, "source_aliases": [ "INTER-AG 155" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTER-AG 155", "course_uid": "course_6f625660491efe7d99562411", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Liza Chang" ], "a": 9, "ab": 0, "b": 3, "bc": 0, "c": 1, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 14, "source_aliases": [ "INTER-AG 155" ] } ] ``` ### statistics #### gpa 3.846 #### graded 2521 #### counts * 2215 * 120 * 86 * 37 * 30 * 6 * 27 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_6f625660491efe7d99562411-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_6f625660491efe7d99562411-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_6f625660491efe7d99562411-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_6f625660491efe7d99562411-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_6f625660491efe7d99562411-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_6f625660491efe7d99562411-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_6f625660491efe7d99562411-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_6f625660491efe7d99562411-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.846291154303848 #### count 2521 #### university ##### size 5454 ##### gpa Percentile 67 ##### count Percentile 95 ##### median Count 194 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 10 | false | | 2.8–3.2 | 345 | false | | 3.2–3.6 | 1457 | false | | 3.6–4.0 | 3642 | true | #### departments ```json [ { "subject": "INTER-AG", "comparison": { "size": 10, "gpaPercentile": 11, "countPercentile": 89, "medianCount": 307, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 0, "current": false }, { "range": "3.2–3.6", "count": 0, "current": false }, { "range": "3.6–4.0", "count": 10, "current": true } ] } } ] ``` ### terms #### 1072 ##### term 1072 ##### gpa 3.845864661654135 ##### count 133 ##### university ###### size 723 ###### gpa Percentile 88 ###### count Percentile 76 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 62 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 306 | false | | 3.6–4.0 | 180 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1082 ##### term 1082 ##### gpa 3.8359375 ##### count 128 ##### university ###### size 723 ###### gpa Percentile 86 ###### count Percentile 75 ###### median Count 68 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 51 | false | | 2.8–3.2 | 202 | false | | 3.2–3.6 | 265 | false | | 3.6–4.0 | 204 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1092 ##### term 1092 ##### gpa 3.9731182795698925 ##### count 93 ##### university ###### size 732 ###### gpa Percentile 94 ###### count Percentile 62 ###### median Count 70 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 41 | false | | 2.8–3.2 | 208 | false | | 3.2–3.6 | 271 | false | | 3.6–4.0 | 211 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1102 ##### term 1102 ##### gpa 3.8656716417910446 ##### count 134 ##### university ###### size 774 ###### gpa Percentile 88 ###### count Percentile 77 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 1 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 49 | false | | 2.8–3.2 | 201 | false | | 3.2–3.6 | 287 | false | | 3.6–4.0 | 235 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1112 ##### term 1112 ##### gpa 3.9159663865546217 ##### count 119 ##### university ###### size 805 ###### gpa Percentile 91 ###### count Percentile 74 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 45 | false | | 2.8–3.2 | 218 | false | | 3.2–3.6 | 316 | false | | 3.6–4.0 | 225 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1122 ##### term 1122 ##### gpa 3.8283132530120483 ##### count 166 ##### university ###### size 804 ###### gpa Percentile 86 ###### count Percentile 84 ###### median Count 70 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 3 | false | | 2.4–2.8 | 47 | false | | 2.8–3.2 | 224 | false | | 3.2–3.6 | 282 | false | | 3.6–4.0 | 248 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1132 ##### term 1132 ##### gpa 3.859437751004016 ##### count 249 ##### university ###### size 851 ###### gpa Percentile 88 ###### count Percentile 92 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 40 | false | | 2.8–3.2 | 234 | false | | 3.2–3.6 | 303 | false | | 3.6–4.0 | 272 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1142 ##### term 1142 ##### gpa 3.883495145631068 ##### count 206 ##### university ###### size 853 ###### gpa Percentile 91 ###### count Percentile 89 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 4 | false | | 2.4–2.8 | 33 | false | | 2.8–3.2 | 228 | false | | 3.2–3.6 | 320 | false | | 3.6–4.0 | 268 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1152 ##### term 1152 ##### gpa 3.777142857142857 ##### count 175 ##### university ###### size 918 ###### gpa Percentile 82 ###### count Percentile 86 ###### median Count 65 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 33 | false | | 2.8–3.2 | 227 | false | | 3.2–3.6 | 371 | false | | 3.6–4.0 | 286 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1162 ##### term 1162 ##### gpa 3.7466216216216215 ##### count 148 ##### university ###### size 954 ###### gpa Percentile 77 ###### count Percentile 81 ###### median Count 64.5 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 23 | false | | 2.8–3.2 | 234 | false | | 3.2–3.6 | 350 | false | | 3.6–4.0 | 345 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1172 ##### term 1172 ##### gpa 3.8333333333333335 ##### count 99 ##### university ###### size 991 ###### gpa Percentile 82 ###### count Percentile 70 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 22 | false | | 2.8–3.2 | 226 | false | | 3.2–3.6 | 353 | false | | 3.6–4.0 | 390 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1182 ##### term 1182 ##### gpa 3.8118279569892475 ##### count 93 ##### university ###### size 1025 ###### gpa Percentile 80 ###### count Percentile 65 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 21 | false | | 2.8–3.2 | 216 | false | | 3.2–3.6 | 369 | false | | 3.6–4.0 | 418 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1184 ##### term 1184 ##### gpa 3.96 ##### count 25 ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1192 ##### term 1192 ##### gpa 3.9214285714285713 ##### count 70 ##### university ###### size 1077 ###### gpa Percentile 89 ###### count Percentile 52 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 22 | false | | 2.8–3.2 | 203 | false | | 3.2–3.6 | 370 | false | | 3.6–4.0 | 481 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1194 ##### term 1194 ##### gpa 3.8636363636363638 ##### count 11 ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1202 ##### term 1202 ##### gpa 3.926470588235294 ##### count 68 ##### university ###### size 1102 ###### gpa Percentile 90 ###### count Percentile 50 ###### median Count 68 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 218 | false | | 3.2–3.6 | 371 | false | | 3.6–4.0 | 498 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1212 ##### term 1212 ##### gpa 3.789473684210526 ##### count 76 ##### university ###### size 1111 ###### gpa Percentile 68 ###### count Percentile 53 ###### median Count 68 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 4 | false | | 2.8–3.2 | 159 | false | | 3.2–3.6 | 337 | false | | 3.6–4.0 | 611 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1222 ##### term 1222 ##### gpa 3.875 ##### count 76 ##### university ###### size 1157 ###### gpa Percentile 81 ###### count Percentile 55 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 351 | false | | 3.6–4.0 | 614 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1224 ##### term 1224 ##### gpa 3.74 ##### count 25 ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1232 ##### term 1232 ##### gpa 3.877659574468085 ##### count 94 ##### university ###### size 1216 ###### gpa Percentile 79 ###### count Percentile 64 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 356 | false | | 3.6–4.0 | 670 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1234 ##### term 1234 ##### gpa 3.875 ##### count 20 ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1242 ##### term 1242 ##### gpa 3.848684210526316 ##### count 76 ##### university ###### size 1295 ###### gpa Percentile 73 ###### count Percentile 55 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 11 | false | | 2.8–3.2 | 162 | false | | 3.2–3.6 | 394 | false | | 3.6–4.0 | 726 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1244 ##### term 1244 ##### gpa 3.933333333333333 ##### count 15 ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1252 ##### term 1252 ##### gpa 3.7650602409638556 ##### count 83 ##### university ###### size 1333 ###### gpa Percentile 61 ###### count Percentile 58 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 115 | false | | 3.2–3.6 | 431 | false | | 3.6–4.0 | 773 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1254 ##### term 1254 ##### gpa 3.8958333333333335 ##### count 24 ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1262 ##### term 1262 ##### gpa 3.8514851485148514 ##### count 101 ##### university ###### size 1320 ###### gpa Percentile 71 ###### count Percentile 66 ###### median Count 70 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 8 | false | | 2.8–3.2 | 133 | false | | 3.2–3.6 | 381 | false | | 3.6–4.0 | 797 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | #### 1264 ##### term 1264 ##### gpa 3.357142857142857 ##### count 14 ##### departments | subject | comparison | | -------- | ---------- | | INTER-AG | | ### benchmarks #### all ##### school ###### size 5454 ###### gpa 3.678062184152541 ###### top Share 82.9389241092521 ###### count 194 ##### INTER-AG ###### size 10 ###### gpa 3.9374866114291445 ###### top Share 97.13255885353622 ###### count 307 #### terms ##### 1072 ###### school ###### size 723 ###### gpa 3.344595727439471 ###### top Share 62.012941427864526 ###### count 67 ##### 1082 ###### school ###### size 723 ###### gpa 3.3583896732335172 ###### top Share 62.932746798940194 ###### count 68 ##### 1092 ###### school ###### size 732 ###### gpa 3.374660709520374 ###### top Share 63.690339324346596 ###### count 70 ##### 1102 ###### school ###### size 774 ###### gpa 3.36712622366007 ###### top Share 63.703228532165696 ###### count 67 ##### 1112 ###### school ###### size 805 ###### gpa 3.3737773184830386 ###### top Share 63.91039244872789 ###### count 66 ##### 1122 ###### school ###### size 804 ###### gpa 3.3737149752667013 ###### top Share 63.65118790117902 ###### count 70 ##### 1132 ###### school ###### size 851 ###### gpa 3.391128778809763 ###### top Share 64.69509437122704 ###### count 66 ##### 1142 ###### school ###### size 853 ###### gpa 3.3941849959684913 ###### top Share 65.28450334228523 ###### count 67 ##### 1152 ###### school ###### size 918 ###### gpa 3.408733538594633 ###### top Share 66.06693005846735 ###### count 65 ##### 1162 ###### school ###### size 954 ###### gpa 3.43726781345039 ###### top Share 68.05645304987395 ###### count 64.5 ##### 1172 ###### school ###### size 991 ###### gpa 3.465129042641772 ###### top Share 69.42600667567366 ###### count 67 ##### 1182 ###### school ###### size 1025 ###### gpa 3.474159360325319 ###### top Share 70.34861441764347 ###### count 69 ##### 1184 ###### school ###### size 1010 ###### gpa 3.47925290354517 ###### top Share 70.86270937115944 ###### count 68 ##### 1192 ###### school ###### size 1077 ###### gpa 3.50327634323125 ###### top Share 72.44641925727845 ###### count 67 ##### 1194 ###### school ###### size 1040 ###### gpa 3.4906527436719808 ###### top Share 71.74728845515045 ###### count 67 ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ## instructor Trends ```json [ { "uid": "instructor_5533f46fd529f3d4a303fee9", "name": "JOHN KLATT", "count": 1470, "terms": [ { "term": "1092", "count": 93, "sections": 1, "gpa": 3.9731182795698925 }, { "term": "1102", "count": 134, "sections": 1, "gpa": 3.8656716417910446 }, { "term": "1112", "count": 119, "sections": 1, "gpa": 3.9159663865546217 }, { "term": "1132", "count": 249, "sections": 2, "gpa": 3.859437751004016 }, { "term": "1142", "count": 186, "sections": 2, "gpa": 3.889784946236559 }, { "term": "1152", "count": 175, "sections": 3, "gpa": 3.777142857142857 }, { "term": "1162", "count": 148, "sections": 3, "gpa": 3.7466216216216215 }, { "term": "1172", "count": 99, "sections": 3, "gpa": 3.8333333333333335 }, { "term": "1182", "count": 93, "sections": 2, "gpa": 3.8118279569892475 }, { "term": "1184", "count": 25, "sections": 1, "gpa": 3.96 }, { "term": "1192", "count": 70, "sections": 2, "gpa": 3.9214285714285713 }, { "term": "1194", "count": 11, "sections": 1, "gpa": 3.8636363636363638 }, { "term": "1202", "count": 68, "sections": 2, "gpa": 3.926470588235294 } ] }, { "uid": "instructor_11f6c8f28b96d6c48d4a867d", "name": "ROBERT RAY", "count": 773, "terms": [ { "term": "1072", "count": 133, "sections": 1, "gpa": 3.845864661654135 }, { "term": "1082", "count": 128, "sections": 1, "gpa": 3.8359375 }, { "term": "1092", "count": 93, "sections": 1, "gpa": 3.9731182795698925 }, { "term": "1102", "count": 134, "sections": 1, "gpa": 3.8656716417910446 }, { "term": "1112", "count": 119, "sections": 1, "gpa": 3.9159663865546217 }, { "term": "1122", "count": 166, "sections": 2, "gpa": 3.8283132530120483 } ] }, { "uid": "instructor_781b93618eed27e5647bb280", "name": "LIZA CHANG", "count": 528, "terms": [ { "term": "1222", "count": 76, "sections": 2, "gpa": 3.875 }, { "term": "1224", "count": 25, "sections": 1, "gpa": 3.74 }, { "term": "1232", "count": 94, "sections": 1, "gpa": 3.877659574468085 }, { "term": "1234", "count": 20, "sections": 1, "gpa": 3.875 }, { "term": "1242", "count": 76, "sections": 1, "gpa": 3.848684210526316 }, { "term": "1244", "count": 15, "sections": 1, "gpa": 3.933333333333333 }, { "term": "1252", "count": 83, "sections": 1, "gpa": 3.7650602409638556 }, { "term": "1254", "count": 24, "sections": 1, "gpa": 3.8958333333333335 }, { "term": "1262", "count": 101, "sections": 1, "gpa": 3.8514851485148514 }, { "term": "1264", "count": 14, "sections": 1, "gpa": 3.357142857142857 } ] }, { "uid": "instructor_f40f376bcea051beb9536af4", "name": "BRITTANY RUSH", "count": 151, "terms": [ { "term": "1182", "count": 45, "sections": 1, "gpa": 3.7777777777777777 }, { "term": "1184", "count": 25, "sections": 1, "gpa": 3.96 }, { "term": "1192", "count": 70, "sections": 2, "gpa": 3.9214285714285713 }, { "term": "1194", "count": 11, "sections": 1, "gpa": 3.8636363636363638 } ] }, { "uid": "instructor_a80786baab205b9076e0aa63", "name": "RICHARD LEE BARROWS", "count": 133, "terms": [ { "term": "1072", "count": 133, "sections": 1, "gpa": 3.845864661654135 } ] }, { "uid": "instructor_5de31b144749ff379b753b66", "name": "AURELIE RAKOTONDRAFARA", "count": 101, "terms": [ { "term": "1262", "count": 101, "sections": 1, "gpa": 3.8514851485148514 } ] }, { "uid": "instructor_01f9185512fe68a87fca04d5", "name": "STEPHANIE LAWRY", "count": 99, "terms": [ { "term": "1172", "count": 99, "sections": 3, "gpa": 3.8333333333333335 } ] }, { "uid": "instructor_07cf7d282a5007151d14267c", "name": "SARAH PFATTEICHER", "count": 93, "terms": [ { "term": "1092", "count": 93, "sections": 1, "gpa": 3.9731182795698925 } ] }, { "uid": "instructor_f108ba5b8b27fd72142a5a96", "name": "HEATHER MIALIK", "count": 76, "terms": [ { "term": "1212", "count": 76, "sections": 1, "gpa": 3.789473684210526 } ] }, { "uid": "instructor_810064e90e3670600322ae7c", "name": "SCOTT GUSSICK", "count": 20, "terms": [ { "term": "1142", "count": 20, "sections": 1, "gpa": 3.825 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### interval #### lower 3.72 #### upper 3.96 #### coverage 80 #### terms 8 ### gpa 3.837236119154699 ### grades | grade | percentage | | ----- | ------------------ | | A | 89.85615457164752 | | AB | 2.244198137895134 | | B | 3.731336740450723 | | BC | 1.1886317795444399 | | C | 0.9920892025126976 | | D | 0.2945320710081479 | | F | 1.6930574969413175 | ### source Terms * 1262 * 1252 * 1242 * 1232 * 1222 ### source Count 430 ### same Season true ### historical Range * 3.765060240963855 * 3.877659574468085 ### backtest #### terms 8 #### gpa Error 0.057748795848571954 #### mix Error 5.7235824239907025