# ACTSCI 654: Regression and Time Series for Actuaries | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ACTSCI_654) ## 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 89a7069f563b3aa8b42e3ffb0e2a685d39a2131cf5fc3624b800289d8282383f ### course id ACTSCI 654 ### course uid course\_2df2f7477ed071a49c40488a ### catalog version id 622968893d6bd6fa27fab2066388f772576ce01c2acbbcca35bd41e2664596e4 ### course number 654 ### subjects * ACTSCI ### title REGRESSION AND TIME SERIES FOR ACTUARIES ### description Foundation of multiple regression and time series analysis with focus on business. Introduction to skills needed to become critical consumers of reports that are based on regression and time series analysis. ### requirements text (ACT SCI 640,GEN BUS 656,STAT 333, or340), or declared in undergraduate Business Exchange program ### credits min 2 ### credits max 3 ### credit offering ids * 1272:242:003683 ### llm job id enrich-ecd149b6a6e0877fce2f3d1c ### llm output id 4944d798250746e013c7bfdab400a00d9cec1bdf5d7dee85e518563265286177 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ACTSCI 654 teaches multiple regression and time series analysis with a business focus, enabling students to critically consume related reports. ### llm topics * Multiple regression * Time series analysis * Report consumption and interpretation ### llm skills * Multiple regression and time series analysis for business contexts. * Critical consumption of regression and time series reports. ### llm assumed background * Prerequisites in regression, statistical learning, and R-based data analysis from STAT 333, STAT 340, ACTSCI 640, or GENBUS 656. ### llm search phrases * regression analysis business * time series analysis actuaries * statistical learning predictive modeling * ACTSCI 654 prerequisites ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 4ed4e42881c1a0d290f50edf3799af81a15e78f97a3acc74d07db71cc75c3072 #### course id ACTSCI 654 #### current instructors ```json [ { "instructor_uid": "instructor_6e06ae39fae8244d56297868", "message": "No course-specific reviews available", "name": "Yang Wang", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2772141", "summary": [ { "citations": [ { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "09b2e759-804a-39e1-8068-97073774bd8b", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "09b2e759-804a-39e1-8068-97073774bd8b", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "09b2e759-804a-39e1-8068-97073774bd8b", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" } ], "text": "Recent recorded grades — Fall 2020: 3.62 GPA, 85.3% A/AB (n=34 letter grades); Spring 2022: 3.78 GPA, 93.3% A/AB (n=30 letter grades); Spring 2025: 3.58 GPA, 83.3% A/AB (n=12 letter grades)." } ] } ] ``` #### difficulty workload Historical reviews of Peng Shi: The material is described as difficult and theoretical, though the professor makes exams manageable. ```json { "citations": [ { "instructor_name": "Peng Shi", "review_date": "2014-01-24 12:29:44 +0000 UTC", "review_id": "57b37083420fd6cd09ac27e3", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1877077", "source_review_id": "UmF0aW5nLTIyNzg5NDcz", "source_url": "https://www.ratemyprofessors.com/professor/1877077", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews for instructor Peng Shi describe the course material as difficult and theoretical, with some content being hard to grasp. However, reviewers note that the professor makes the exams manageable and is likable and humorous. ```json { "citations": [ { "instructor_name": "Peng Shi", "review_date": "2014-01-24 12:29:44 +0000 UTC", "review_id": "57b37083420fd6cd09ac27e3", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1877077", "source_review_id": "UmF0aW5nLTIyNzg5NDcz", "source_url": "https://www.ratemyprofessors.com/professor/1877077", "type": "review" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Historical reviews for Prof. Shi describe him as likable and humorous, with exams that are manageable despite difficult material. ```json { "citations": [ { "instructor_name": "Peng Shi", "review_date": "2014-01-24 12:29:44 +0000 UTC", "review_id": "57b37083420fd6cd09ac27e3", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1877077", "source_review_id": "UmF0aW5nLTIyNzg5NDcz", "source_url": "https://www.ratemyprofessors.com/professor/1877077", "type": "review" } ] } ``` Recent recorded grades — Fall 2022: 3.15 GPA, 38.5% A/AB (n=26 letter grades); Spring 2024: 3.23 GPA, 42.9% A/AB (n=28 letter grades); Spring 2025: 3.58 GPA, 83.3% A/AB (n=12 letter grades). ```json { "citations": [ { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" } ] } ``` #### student experience Historical reviews of Peng Shi: Reviewers highly recommend Prof. Shi, noting his down-to-earth nature helps navigate the challenging content. ```json { "citations": [ { "instructor_name": "Peng Shi", "review_date": "2014-01-24 12:29:44 +0000 UTC", "review_id": "57b37083420fd6cd09ac27e3", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1877077", "source_review_id": "UmF0aW5nLTIyNzg5NDcz", "source_url": "https://www.ratemyprofessors.com/professor/1877077", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history PENG SHI is recorded teaching in Fall 2013, Spring 2014, Fall 2014, Fall 2015, Fall 2017, Spring 2018. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "09b2e759-804a-39e1-8068-97073774bd8b", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1142", "type": "grade" }, { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "09b2e759-804a-39e1-8068-97073774bd8b", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1144", "type": "grade" }, { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "09b2e759-804a-39e1-8068-97073774bd8b", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1152", "type": "grade" }, { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "09b2e759-804a-39e1-8068-97073774bd8b", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1162", "type": "grade" }, { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "09b2e759-804a-39e1-8068-97073774bd8b", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1182", "type": "grade" }, { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "09b2e759-804a-39e1-8068-97073774bd8b", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1184", "type": "grade" } ] } ``` YANG WANG is recorded teaching in Spring 2017, Spring 2018, Fall 2018, Fall 2020, Spring 2022, Spring 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "09b2e759-804a-39e1-8068-97073774bd8b", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1174", "type": "grade" }, { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "09b2e759-804a-39e1-8068-97073774bd8b", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1184", "type": "grade" }, { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "09b2e759-804a-39e1-8068-97073774bd8b", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1192", "type": "grade" }, { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "09b2e759-804a-39e1-8068-97073774bd8b", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "09b2e759-804a-39e1-8068-97073774bd8b", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "ACTSCI 654", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "09b2e759-804a-39e1-8068-97073774bd8b", "source_record": { "entity_id": "09b2e759-804a-39e1-8068-97073774bd8b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3", "n6" ], "condition": null, "course": null, "evidence": "(ACT SCI 640,GEN BUS 656,STAT 333, or340), or declared in undergraduate Business Exchange program", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 640, "minimum_grade": null, "subjects": [ "ACTSCI" ], "timing": "prior" }, "evidence": "ACT SCI 640", "id": "n1", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 656, "minimum_grade": null, "subjects": [ "GENBUS" ], "timing": "prior" }, "evidence": "GEN BUS 656", "id": "n2", "kind": "course" }, { "children": [ "n4", "n5" ], "condition": null, "course": null, "evidence": "STAT 333, or340", "id": "n3", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 333, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "STAT 333", "id": "n4", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 340, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "340", "id": "n5", "kind": "course" }, { "children": [], "condition": "declared in undergraduate Business Exchange program", "course": null, "evidence": "declared in undergraduate Business Exchange program", "id": "n6", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_6e06ae39fae8244d56297868", "source": "enrollment", "source_instructor_id": "ywang26", "identity_basis": "netid", "identity_status": "source_identified", "name": "Yang Wang", "email": "YANG.WANG@LAFOLLETTE.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": 2, "quality": 2.5, "difficulty": 1.5, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:2772141", "source_url": "https://www.ratemyprofessors.com/professor/2772141", "match_basis": "exact_name", "observed_at": "2026-09-07 15:58:08.628898+00:00", "courses": {}, "bayesian_quality": 3.5542598032241774, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/YANG_WANG" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:242:003683", "course_id": "ACTSCI 654", "course_uid": "course_2df2f7477ed071a49c40488a", "term_id": "1272", "source_course_id": "003683", "source_subject_id": "242", "title": "Regression and Time Series for Actuaries", "credits_min": 2, "credits_max": 3, "typically_offered": "Spring" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:34587", "term_id": "1272", "source_section_id": "34587", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 50, "enrolled": 22, "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_84709acad3beeac1cf043074", "source": "madgrades", "source_instructor_id": "257377", "identity_basis": "source_id", "identity_status": "source_identified", "name": "EDWARD FREES", "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": 3.32, "graded": 920, "counts": [ 241, 249, 345, 48, 31, 2, 4 ], "sections": 49 }, "instructor_url": "/instructors/EDWARD_FREES--instructor_84709acad3beeac1cf043074" }, { "instructor_uid": "instructor_a902a5b64fe0f475fa3dd97c", "source": "madgrades", "source_instructor_id": "577834", "identity_basis": "source_id", "identity_status": "source_identified", "name": "TIMOTHY WELNETZ", "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": 12, "quality": 4.75, "difficulty": 2.33, "quality_count": 12, "difficulty_count": 12, "profile_id": "rmp:450537", "source_url": "https://www.ratemyprofessors.com/professor/450537", "match_basis": "exact_name", "observed_at": "2026-09-07 16:01:35.687683+00:00", "courses": { "course_9d705456a9a3f278c1b60cc6": { "review_count": 1, "quality": 5, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 4.068553614716622, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.506, "graded": 77, "counts": [ 20, 40, 15, 2, 0, 0, 0 ], "sections": 3 }, "instructor_url": "/instructors/TIMOTHY_WELNETZ" }, { "instructor_uid": "instructor_853754eefd11575fc47740a1", "source": "madgrades", "source_instructor_id": "2600510", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MARJORIE ROSENBERG", "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": 3.245, "graded": 1027, "counts": [ 345, 202, 254, 125, 80, 11, 10 ], "sections": 55 }, "instructor_url": "/instructors/MARJORIE_ROSENBERG--instructor_853754eefd11575fc47740a1" }, { "instructor_uid": "instructor_5217fc21c238a5fae9262ddf", "source": "madgrades", "source_instructor_id": "3800534", "identity_basis": "source_id", "identity_status": "source_identified", "name": "PENG SHI", "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": 3, "quality": 4.33, "difficulty": 2.33, "quality_count": 3, "difficulty_count": 3, "profile_id": "rmp:1877077", "source_url": "https://www.ratemyprofessors.com/professor/1877077", "match_basis": "exact_name", "observed_at": "2026-09-07 16:12:10.449164+00:00", "courses": { "course_874e30b1d4fa32884aa74250": { "review_count": 2, "quality": 4.5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2 }, "course_2df2f7477ed071a49c40488a": { "review_count": 1, "quality": 4, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.7471180726492133, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.377, "graded": 999, "counts": [ 344, 322, 173, 115, 28, 8, 9 ], "sections": 56 }, "instructor_url": "/instructors/PENG_SHI--instructor_5217fc21c238a5fae9262ddf" }, { "instructor_uid": "instructor_933496e75ff063cef51932cb", "source": "madgrades", "source_instructor_id": "3013674", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YANG WANG", "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": 2, "quality": 2.5, "difficulty": 1.5, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:2772141", "source_url": "https://www.ratemyprofessors.com/professor/2772141", "match_basis": "exact_name", "observed_at": "2026-09-07 15:58:08.628898+00:00", "courses": {}, "bayesian_quality": 3.5542598032241774, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.737, "graded": 367, "counts": [ 246, 74, 32, 11, 2, 1, 1 ], "sections": 18 }, "instructor_url": "/instructors/YANG_WANG--instructor_933496e75ff063cef51932cb" }, { "instructor_uid": "instructor_a543224f2b400e44d06c4237", "source": "madgrades", "source_instructor_id": "553148", "identity_basis": "source_id", "identity_status": "source_identified", "name": "PAUL JOHNSON", "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": 15, "quality": 3.8, "difficulty": 3.67, "quality_count": 15, "difficulty_count": 15, "profile_id": "rmp:2067033", "source_url": "https://www.ratemyprofessors.com/professor/2067033", "match_basis": "exact_name", "observed_at": "2026-09-07 16:12:31.391967+00:00", "courses": { "course_d5c3b831cc97e1d5bef0f5ff": { "review_count": 1, "quality": 4, "difficulty": 1, "quality_count": 1, "difficulty_count": 1 }, "course_201b25ecc8a2ddee30b320c8": { "review_count": 3, "quality": 4, "difficulty": 3.67, "quality_count": 3, "difficulty_count": 3 }, "course_9f3d31814669db24532fa2c2": { "review_count": 8, "quality": 3.75, "difficulty": 4.12, "quality_count": 8, "difficulty_count": 8 }, "course_969e3f1b5c6d33d8965c5c9b": { "review_count": 1, "quality": 3, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 }, "course_cf57ee176273b438b9f1adc9": { "review_count": 2, "quality": 4, "difficulty": 3, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.719820447740912, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.191, "graded": 1670, "counts": [ 498, 341, 485, 158, 130, 34, 24 ], "sections": 61 }, "instructor_url": "/instructors/PAUL_JOHNSON--instructor_a543224f2b400e44d06c4237" }, { "instructor_uid": "instructor_6e06ae39fae8244d56297868", "source": "enrollment", "source_instructor_id": "ywang26", "identity_basis": "netid", "identity_status": "source_identified", "name": "Yang Wang", "email": "YANG.WANG@LAFOLLETTE.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": 2, "quality": 2.5, "difficulty": 1.5, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:2772141", "source_url": "https://www.ratemyprofessors.com/professor/2772141", "match_basis": "exact_name", "observed_at": "2026-09-07 15:58:08.628898+00:00", "courses": {}, "bayesian_quality": 3.5542598032241774, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/YANG_WANG" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ACTSCI 654", "course_uid": "course_2df2f7477ed071a49c40488a", "term_id": "1074", "term_name": "Spring 2007", "instructors": [ "EDWARD FREES" ], "a": 13, "ab": 8, "b": 9, "bc": 1, "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": 31, "source_aliases": [ "ACTSCI 654" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ACTSCI 654", "course_uid": "course_2df2f7477ed071a49c40488a", "term_id": "1084", "term_name": "Spring 2008", "instructors": [ "EDWARD FREES" ], "a": 11, "ab": 2, "b": 22, "bc": 4, "c": 4, "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": 43, "source_aliases": [ "ACTSCI 654" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ACTSCI 654", "course_uid": "course_2df2f7477ed071a49c40488a", "term_id": "1094", "term_name": "Spring 2009", "instructors": [ "TIMOTHY WELNETZ" ], "a": 8, "ab": 22, "b": 8, "bc": 1, "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": 39, "source_aliases": [ "ACTSCI 654" ] }, { "run_id": 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"course_uid": "course_2df2f7477ed071a49c40488a", "term_id": "1182", "term_name": "Fall 2017", "instructors": [ "Peng Shi" ], "a": 5, "ab": 15, "b": 10, "bc": 9, "c": 0, "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": 40, "source_aliases": [ "ACTSCI 654" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ACTSCI 654", "course_uid": "course_2df2f7477ed071a49c40488a", "term_id": "1184", "term_name": "Spring 2018", "instructors": [ "Peng Shi", "Yang Wang" ], "a": 26, "ab": 14, "b": 11, "bc": 7, "c": 2, "d": 2, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 63, "source_aliases": [ "ACTSCI 654" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ACTSCI 654", "course_uid": "course_2df2f7477ed071a49c40488a", "term_id": "1192", "term_name": "Fall 2018", "instructors": [ "Yang Wang" ], "a": 5, "ab": 6, "b": 9, "bc": 0, "c": 0, "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": 21, "source_aliases": [ "ACTSCI 654" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ACTSCI 654", "course_uid": "course_2df2f7477ed071a49c40488a", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "Margie Rosenberg" ], "a": 6, "ab": 7, "b": 6, "bc": 6, "c": 1, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 27, "source_aliases": [ "ACTSCI 654" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ACTSCI 654", "course_uid": "course_2df2f7477ed071a49c40488a", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "Margie Rosenberg" ], "a": 2, "ab": 7, "b": 4, "bc": 0, "c": 1, "d": 1, "f": 0, "satisfactory": 12, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 27, "source_aliases": [ "ACTSCI 654" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ACTSCI 654", "course_uid": "course_2df2f7477ed071a49c40488a", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "Yang Wang" ], "a": 15, "ab": 14, "b": 3, "bc": 2, "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": 34, "source_aliases": [ "ACTSCI 654" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ACTSCI 654", "course_uid": "course_2df2f7477ed071a49c40488a", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Margie Rosenberg" ], "a": 4, "ab": 8, "b": 6, "bc": 2, "c": 1, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 22, "source_aliases": [ "ACTSCI 654" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ACTSCI 654", "course_uid": "course_2df2f7477ed071a49c40488a", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Yang Wang" ], "a": 19, "ab": 9, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 31, "source_aliases": [ "ACTSCI 654" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ACTSCI 654", "course_uid": "course_2df2f7477ed071a49c40488a", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Margie Rosenberg" ], "a": 7, "ab": 3, "b": 10, "bc": 3, "c": 3, "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": 26, "source_aliases": [ "ACTSCI 654" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ACTSCI 654", "course_uid": "course_2df2f7477ed071a49c40488a", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Paul Johnson" ], "a": 6, "ab": 6, "b": 12, "bc": 3, "c": 1, "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": 28, "source_aliases": [ "ACTSCI 654" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ACTSCI 654", "course_uid": "course_2df2f7477ed071a49c40488a", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Yang Wang" ], "a": 4, "ab": 6, "b": 2, "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": 12, "source_aliases": [ "ACTSCI 654" ] } ] ``` ### statistics #### gpa 3.313 #### graded 924 #### counts * 275 * 257 * 243 * 104 * 34 * 5 * 6 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_2df2f7477ed071a49c40488a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_2df2f7477ed071a49c40488a-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_2df2f7477ed071a49c40488a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_2df2f7477ed071a49c40488a-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_2df2f7477ed071a49c40488a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_2df2f7477ed071a49c40488a-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_2df2f7477ed071a49c40488a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_2df2f7477ed071a49c40488a-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_2df2f7477ed071a49c40488a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_2df2f7477ed071a49c40488a-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.313311688311688 #### count 924 #### university ##### size 5208 ##### gpa Percentile 13 ##### count Percentile 84 ##### median Count 202 ##### 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 | 11 | false | | 2.8–3.2 | 393 | false | | 3.2–3.6 | 1498 | true | | 3.6–4.0 | 3305 | false | #### departments ```json [ { "subject": "ACTSCI", "comparison": { "size": 11, "gpaPercentile": 50, "countPercentile": 50, "medianCount": 924, "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": 2, "current": false }, { "range": "3.2–3.6", "count": 6, "current": true }, { "range": "3.6–4.0", "count": 3, "current": false } ] } } ] ``` ### terms #### 1074 ##### term 1074 ##### gpa 3.532258064516129 ##### count 31 ##### university ###### size 695 ###### gpa Percentile 67 ###### count Percentile 1 ###### 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 | 3 | false | | 2.4–2.8 | 53 | false | | 2.8–3.2 | 184 | false | | 3.2–3.6 | 256 | true | | 3.6–4.0 | 199 | false | ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1084 ##### term 1084 ##### gpa 3.13953488372093 ##### count 43 ##### university ###### size 720 ###### gpa Percentile 30 ###### count Percentile 24 ###### 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 | 45 | false | | 2.8–3.2 | 207 | true | | 3.2–3.6 | 248 | false | | 3.6–4.0 | 217 | false | ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1094 ##### term 1094 ##### gpa 3.4743589743589745 ##### count 39 ##### university ###### size 758 ###### gpa Percentile 57 ###### count Percentile 18 ###### median Count 71 ###### 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 | 35 | false | | 2.8–3.2 | 226 | false | | 3.2–3.6 | 259 | true | | 3.6–4.0 | 236 | false | ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1104 ##### term 1104 ##### gpa 3.3727272727272726 ##### count 55 ##### university ###### size 793 ###### gpa Percentile 48 ###### count Percentile 42 ###### 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 | 4 | false | | 2.4–2.8 | 49 | false | | 2.8–3.2 | 205 | false | | 3.2–3.6 | 294 | true | | 3.6–4.0 | 241 | false | ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1112 ##### term 1112 ##### gpa 3.675 ##### count 20 ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1114 ##### term 1114 ##### gpa 3.539473684210526 ##### count 38 ##### university ###### size 804 ###### gpa Percentile 66 ###### count Percentile 16 ###### 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 | 53 | false | | 2.8–3.2 | 231 | false | | 3.2–3.6 | 292 | true | | 3.6–4.0 | 227 | false | ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1122 ##### term 1122 ##### gpa 3.28125 ##### count 16 ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1124 ##### term 1124 ##### gpa 3.0945945945945947 ##### count 37 ##### university ###### size 821 ###### gpa Percentile 25 ###### count Percentile 15 ###### 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 | 39 | false | | 2.8–3.2 | 223 | true | | 3.2–3.6 | 278 | false | | 3.6–4.0 | 280 | false | ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1132 ##### term 1132 ##### gpa 3.357142857142857 ##### count 42 ##### university ###### size 851 ###### gpa Percentile 47 ###### count Percentile 25 ###### 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 | true | | 3.6–4.0 | 272 | false | ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1134 ##### term 1134 ##### gpa 3.0625 ##### count 32 ##### university ###### size 852 ###### gpa Percentile 19 ###### count Percentile 5 ###### 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 | 30 | false | | 2.8–3.2 | 229 | true | | 3.2–3.6 | 304 | false | | 3.6–4.0 | 287 | false | ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1142 ##### term 1142 ##### gpa 3.317073170731707 ##### count 41 ##### university ###### size 853 ###### gpa Percentile 43 ###### count Percentile 23 ###### 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 | true | | 3.6–4.0 | 268 | false | ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1144 ##### term 1144 ##### gpa 3.225806451612903 ##### count 31 ##### university ###### size 878 ###### gpa Percentile 34 ###### count Percentile 2 ###### 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 | 4 | false | | 2.4–2.8 | 30 | false | | 2.8–3.2 | 243 | false | | 3.2–3.6 | 302 | true | | 3.6–4.0 | 299 | false | ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1152 ##### term 1152 ##### gpa 3.1166666666666667 ##### count 30 ##### university ###### size 918 ###### gpa Percentile 21 ###### count Percentile 0 ###### 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 | true | | 3.2–3.6 | 371 | false | | 3.6–4.0 | 286 | false | ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1154 ##### term 1154 ##### gpa 3.25 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1162 ##### term 1162 ##### gpa 3.314814814814815 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1164 ##### term 1164 ##### gpa 3.1451612903225805 ##### count 31 ##### university ###### size 965 ###### gpa Percentile 22 ###### count Percentile 3 ###### 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 | 3 | false | | 2.4–2.8 | 37 | false | | 2.8–3.2 | 216 | true | | 3.2–3.6 | 319 | false | | 3.6–4.0 | 390 | false | ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1172 ##### term 1172 ##### gpa 3.1029411764705883 ##### count 34 ##### university ###### size 991 ###### gpa Percentile 18 ###### count Percentile 9 ###### 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 | true | | 3.2–3.6 | 353 | false | | 3.6–4.0 | 390 | false | ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1174 ##### term 1174 ##### gpa 3.5294117647058822 ##### count 34 ##### university ###### size 955 ###### gpa Percentile 55 ###### count Percentile 8 ###### 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 | 29 | false | | 2.8–3.2 | 224 | false | | 3.2–3.6 | 332 | true | | 3.6–4.0 | 369 | false | ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1182 ##### term 1182 ##### gpa 3.125 ##### count 40 ##### university ###### size 1025 ###### gpa Percentile 19 ###### count Percentile 17 ###### 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 | true | | 3.2–3.6 | 369 | false | | 3.6–4.0 | 418 | false | ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1184 ##### term 1184 ##### gpa 3.3253968253968256 ##### count 63 ##### university ###### size 1010 ###### gpa Percentile 33 ###### count Percentile 46 ###### 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 | 26 | false | | 2.8–3.2 | 210 | false | | 3.2–3.6 | 355 | true | | 3.6–4.0 | 418 | false | ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1192 ##### term 1192 ##### gpa 3.238095238095238 ##### count 21 ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1202 ##### term 1202 ##### gpa 3.2115384615384617 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1204 ##### term 1204 ##### gpa 3.1666666666666665 ##### count 15 ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1212 ##### term 1212 ##### gpa 3.6176470588235294 ##### count 34 ##### university ###### size 1111 ###### gpa Percentile 47 ###### count Percentile 9 ###### 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 | | ------- | ---------- | | ACTSCI | | #### 1222 ##### term 1222 ##### gpa 3.1818181818181817 ##### count 22 ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1224 ##### term 1224 ##### gpa 3.783333333333333 ##### count 30 ##### university ###### size 1171 ###### gpa Percentile 68 ###### count Percentile 0 ###### 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 | 3 | false | | 2.4–2.8 | 21 | false | | 2.8–3.2 | 173 | false | | 3.2–3.6 | 358 | false | | 3.6–4.0 | 616 | true | ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1232 ##### term 1232 ##### gpa 3.1538461538461537 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1244 ##### term 1244 ##### gpa 3.232142857142857 ##### count 28 ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | #### 1254 ##### term 1254 ##### gpa 3.5833333333333335 ##### count 12 ##### departments | subject | comparison | | ------- | ---------- | | ACTSCI | | ### benchmarks #### all ##### school ###### size 5208 ###### gpa 3.658180937769587 ###### top Share 81.71635304018236 ###### count 202 ##### ACTSCI ###### size 11 ###### gpa 3.4541772761674068 ###### top Share 66.77614898477941 ###### count 924 #### terms ##### 1074 ###### school ###### size 695 ###### gpa 3.3616924722887376 ###### top Share 63.22509110105764 ###### count 69 ##### 1084 ###### school ###### size 720 ###### gpa 3.3670742938849725 ###### top Share 63.42064564712246 ###### count 70 ##### 1094 ###### school ###### size 758 ###### gpa 3.3891454428111527 ###### top Share 64.36369814389255 ###### count 71 ##### 1104 ###### school ###### size 793 ###### gpa 3.384661458923085 ###### top Share 64.6614752434143 ###### count 66 ##### 1112 ###### school ###### size 805 ###### gpa 3.3737773184830386 ###### top Share 63.91039244872789 ###### count 66 ##### 1114 ###### school ###### size 804 ###### gpa 3.3696004653806844 ###### top Share 64.0389334741844 ###### count 68 ##### 1122 ###### school ###### size 804 ###### gpa 3.3737149752667013 ###### top Share 63.65118790117902 ###### count 70 ##### 1124 ###### school ###### size 821 ###### gpa 3.406589342026613 ###### top Share 66.35774230127205 ###### count 67 ##### 1132 ###### school ###### size 851 ###### gpa 3.391128778809763 ###### top Share 64.69509437122704 ###### count 66 ##### 1134 ###### school ###### size 852 ###### gpa 3.4138934207568203 ###### top Share 66.35946578182744 ###### count 66 ##### 1142 ###### school ###### size 853 ###### gpa 3.3941849959684913 ###### top Share 65.28450334228523 ###### count 67 ##### 1144 ###### school ###### size 878 ###### gpa 3.4092443327803017 ###### top Share 65.95978235963416 ###### count 64 ##### 1152 ###### school ###### size 918 ###### gpa 3.408733538594633 ###### top Share 66.06693005846735 ###### count 65 ##### 1154 ###### school ###### size 935 ###### gpa 3.4282378385810093 ###### top Share 67.66674668721691 ###### count 63 ##### 1162 ###### school ###### size 954 ###### gpa 3.43726781345039 ###### top Share 68.05645304987395 ###### count 64.5 ##### 1164 ###### school ###### size 965 ###### gpa 3.46491230798535 ###### top Share 69.92376287143657 ###### count 68 ##### 1172 ###### school ###### size 991 ###### gpa 3.465129042641772 ###### top Share 69.42600667567366 ###### count 67 ##### 1174 ###### school ###### size 955 ###### gpa 3.4597947384071412 ###### top Share 69.5290038366363 ###### count 69 ##### 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 ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ##### 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 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ## instructor Trends ```json [ { "uid": "instructor_853754eefd11575fc47740a1", "name": "MARJORIE ROSENBERG", "count": 281, "terms": [ { "term": "1122", "count": 16, "sections": 1, "gpa": 3.28125 }, { "term": "1124", "count": 37, "sections": 1, "gpa": 3.0945945945945947 }, { "term": "1132", "count": 42, "sections": 1, "gpa": 3.357142857142857 }, { "term": "1134", "count": 32, "sections": 1, "gpa": 3.0625 }, { "term": "1164", "count": 31, "sections": 1, "gpa": 3.1451612903225805 }, { "term": "1172", "count": 34, "sections": 1, "gpa": 3.1029411764705883 }, { "term": "1202", "count": 26, "sections": 1, "gpa": 3.2115384615384617 }, { "term": "1204", "count": 15, "sections": 1, "gpa": 3.1666666666666665 }, { "term": "1222", "count": 22, "sections": 1, "gpa": 3.1818181818181817 }, { "term": "1232", "count": 26, "sections": 1, "gpa": 3.1538461538461537 } ] }, { "uid": "instructor_5217fc21c238a5fae9262ddf", "name": "PENG SHI", "count": 196, "terms": [ { "term": "1142", "count": 41, "sections": 1, "gpa": 3.317073170731707 }, { "term": "1144", "count": 31, "sections": 1, "gpa": 3.225806451612903 }, { "term": "1152", "count": 30, "sections": 1, "gpa": 3.1166666666666667 }, { "term": "1162", "count": 27, "sections": 1, "gpa": 3.314814814814815 }, { "term": "1182", "count": 40, "sections": 1, "gpa": 3.125 }, { "term": "1184", "count": 27, "sections": 1, "gpa": 3.2222222222222223 } ] }, { "uid": "instructor_84709acad3beeac1cf043074", "name": "EDWARD FREES", "count": 175, "terms": [ { "term": "1074", "count": 31, "sections": 1, "gpa": 3.532258064516129 }, { "term": "1084", "count": 43, "sections": 1, "gpa": 3.13953488372093 }, { "term": "1104", "count": 55, "sections": 1, "gpa": 3.3727272727272726 }, { "term": "1112", "count": 20, "sections": 1, "gpa": 3.675 }, { "term": "1154", "count": 26, "sections": 1, "gpa": 3.25 } ] }, { "uid": "instructor_933496e75ff063cef51932cb", "name": "YANG WANG", "count": 167, "terms": [ { "term": "1174", "count": 34, "sections": 1, "gpa": 3.5294117647058822 }, { "term": "1184", "count": 36, "sections": 1, "gpa": 3.4027777777777777 }, { "term": "1192", "count": 21, "sections": 1, "gpa": 3.238095238095238 }, { "term": "1212", "count": 34, "sections": 1, "gpa": 3.6176470588235294 }, { "term": "1224", "count": 30, "sections": 1, "gpa": 3.783333333333333 }, { "term": "1254", "count": 12, "sections": 1, "gpa": 3.5833333333333335 } ] }, { "uid": "instructor_a902a5b64fe0f475fa3dd97c", "name": "TIMOTHY WELNETZ", "count": 77, "terms": [ { "term": "1094", "count": 39, "sections": 1, "gpa": 3.4743589743589745 }, { "term": "1114", "count": 38, "sections": 1, "gpa": 3.539473684210526 } ] }, { "uid": "instructor_a543224f2b400e44d06c4237", "name": "PAUL JOHNSON", "count": 28, "terms": [ { "term": "1244", "count": 28, "sections": 1, "gpa": 3.232142857142857 } ] } ] ``` ## following | code | title | | ---------------- | ----------------------- | | ECON/FINANCE 320 | INVESTMENT THEORY | | FINANCE 325 | CORPORATION FINANCE | | FINANCE 330 | DERIVATIVE SECURITIES | | FINANCE 340 | FIXED INCOME SECURITIES |