# ECON 315: Data Visualization for Economists | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ECON_315) ## 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 852378ef0b56ed69dfae2b14188c94b3494e4af6abf533ad0aa1c97b307ba3d2 ### course id ECON 315 ### course uid course\_19b30424849182735425e4f5 ### catalog version id 21badb51a32b927356ff93d0575628817f1690a325d9ac37f565f8b17e6428a0 ### course number 315 ### subjects * ECON ### title DATA VISUALIZATION FOR ECONOMISTS ### description Introduction to the fundamental concepts of economic data visualization and analysis. Develop a toolkit of skills to visualize, interpret, and communicate data. After examining the fundamentals of data visualization, emphasis is on methods using Tableau to design and develop dashboards, graphs, and charts to ease quick and accurate interpretation of economic relationships. Move beyond tabular results to display and demonstrate the findings of economic research. ### requirements text (ECON 101or111) andECON 310 ### credits min 3 ### credits max 4 ### credit offering ids * 1272:296:025985 ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id bd3494fa7d8e6ab1e540523dd2382070d454bf0b9ad2d963d3d450da0e529209 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ECON 315 teaches economic data visualization and analysis using Tableau to design dashboards and communicate research findings. ### llm topics * Fundamentals of data visualization. * Tableau methods for dashboards, graphs, and charts. * Interpretation of economic relationships. ### llm skills * Visualize, interpret, and communicate data. * Design and develop dashboards, graphs, and charts using Tableau. * Display and demonstrate findings of economic research. ### llm assumed background * Prerequisites in introductory economics and statistics/mathematics. * Foundational knowledge in economic data analysis and statistical inference. ### llm search phrases * ECON 315 data visualization * Tableau dashboard economics * ECON 315 economic data analysis * data visualization for economists ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 2ee5511c81f6c32a0df588cb32c69d54290d88a8b797a7400fa8779c85b77148 #### course id ECON 315 #### current instructors ```json [ { "instructor_uid": "instructor_37b4f83e228e58534f4227a9", "message": null, "name": "Gregory Pac", "review_status": "supported", "rmp_instructor_id": "rmp:2583756", "summary": [ { "citations": [ { "instructor_name": "Gregory Pac", "review_date": "2023-12-24 19:17:32 +0000 UTC", "review_id": "feec040139a3a7c338f9f14c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2583756", "source_review_id": "UmF0aW5nLTM4Nzg5MjQz", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "type": "review" }, { "instructor_name": "Gregory Pac", "review_date": "2025-04-09 21:39:53 +0000 UTC", "review_id": "392bdbc2c965d197dfb0ed76", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2583756", "source_review_id": "UmF0aW5nLTQwOTA2Mzg2", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "type": "review" }, { "instructor_name": "Gregory Pac", "review_date": "2025-05-15 19:14:22 +0000 UTC", "review_id": "e1843f4c7c9525ef1c3ff74d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2583756", "source_review_id": "UmF0aW5nLTQxMjk1NDU1", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "type": "review" }, { "instructor_name": "Gregory Pac", "review_date": "2025-11-20 19:05:46 +0000 UTC", "review_id": "eb7674e6e27605ff3183c1a1", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2583756", "source_review_id": "UmF0aW5nLTQxOTE2Njcz", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "type": "review" } ], "text": "Gregory Pac is praised for his passion, engagement, and clear explanations, with students valuing the practical Tableau skills and his flexibility. Reviewers describe him as personable and caring, noting that his teaching style prepares students well for assignments." }, { "citations": [ { "instructor_name": "Gregory Pac", "review_date": "2024-12-23 13:51:13 +0000 UTC", "review_id": "139fd7796b21222a730c44cf", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2583756", "source_review_id": "UmF0aW5nLTQwNDIyNTQ0", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "type": "review" }, { "instructor_name": "Gregory Pac", "review_date": "2025-01-21 18:10:10 +0000 UTC", "review_id": "c92fc782d428510ba471a33f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2583756", "source_review_id": "UmF0aW5nLTQwNTgxMTg3", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "type": "review" }, { "instructor_name": "Gregory Pac", "review_date": "2025-01-23 21:50:19 +0000 UTC", "review_id": "9c4f815642d5b8e42c3f7c8e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2583756", "source_review_id": "UmF0aW5nLTQwNTk0OTMy", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "type": "review" } ], "text": "Some students criticize Pac’s lectures as boring, unhelpful, or lacking respect, arguing that they must self-teach Tableau. These reviewers find the course impractical and describe the professor as having a high ego, recommending against the class." }, { "citations": [ { "course_id": "ECON 315", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "source_record": { "entity_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ECON 315", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "source_record": { "entity_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ECON 315", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "source_record": { "entity_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2024: 3.49 GPA, 72.7% A/AB (n=44 letter grades); Spring 2025: 3.17 GPA, 58.7% A/AB (n=46 letter grades); Fall 2025: 3.49 GPA, 71.4% A/AB (n=42 letter grades)." } ] } ] ``` #### difficulty workload The workload is manageable, consisting of a few homework assignments, a final project, and a take-home exam. ```json { "citations": [ { "instructor_name": "Gregory Pac", "review_date": "2023-12-24 19:17:32 +0000 UTC", "review_id": "feec040139a3a7c338f9f14c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2583756", "source_review_id": "UmF0aW5nLTM4Nzg5MjQz", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "type": "review" }, { "instructor_name": "Gregory Pac", "review_date": "2025-01-23 21:50:19 +0000 UTC", "review_id": "9c4f815642d5b8e42c3f7c8e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2583756", "source_review_id": "UmF0aW5nLTQwNTk0OTMy", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "type": "review" } ] } ``` #### errors None recorded. #### historical context None recorded. #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Gregory Pac teaches an engaging course focused on practical data skills like Tableau, with reviewers praising his passion and real-world relevance. ```json { "citations": [ { "instructor_name": "Gregory Pac", "review_date": "2023-12-24 19:17:32 +0000 UTC", "review_id": "feec040139a3a7c338f9f14c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2583756", "source_review_id": "UmF0aW5nLTM4Nzg5MjQz", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "type": "review" }, { "instructor_name": "Gregory Pac", "review_date": "2025-04-09 21:39:53 +0000 UTC", "review_id": "392bdbc2c965d197dfb0ed76", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2583756", "source_review_id": "UmF0aW5nLTQwOTA2Mzg2", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "type": "review" }, { "instructor_name": "Gregory Pac", "review_date": "2025-11-20 19:05:46 +0000 UTC", "review_id": "eb7674e6e27605ff3183c1a1", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2583756", "source_review_id": "UmF0aW5nLTQxOTE2Njcz", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "type": "review" } ] } ``` Recent recorded grades — Fall 2024: 3.49 GPA, 72.7% A/AB (n=44 letter grades); Spring 2025: 3.17 GPA, 58.7% A/AB (n=46 letter grades); Fall 2025: 3.49 GPA, 71.4% A/AB (n=42 letter grades). ```json { "citations": [ { "course_id": "ECON 315", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ECON 315", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ECON 315", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience Experiences vary significantly: some students find lectures boring and unhelpful, while others describe the instructor as engaging, personable, and caring. ```json { "citations": [ { "instructor_name": "Gregory Pac", "review_date": "2024-12-23 13:51:13 +0000 UTC", "review_id": "139fd7796b21222a730c44cf", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2583756", "source_review_id": "UmF0aW5nLTQwNDIyNTQ0", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "type": "review" }, { "instructor_name": "Gregory Pac", "review_date": "2025-01-21 18:10:10 +0000 UTC", "review_id": "c92fc782d428510ba471a33f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2583756", "source_review_id": "UmF0aW5nLTQwNTgxMTg3", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "type": "review" }, { "instructor_name": "Gregory Pac", "review_date": "2025-04-09 21:39:53 +0000 UTC", "review_id": "392bdbc2c965d197dfb0ed76", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2583756", "source_review_id": "UmF0aW5nLTQwOTA2Mzg2", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "type": "review" }, { "instructor_name": "Gregory Pac", "review_date": "2025-05-15 19:14:22 +0000 UTC", "review_id": "e1843f4c7c9525ef1c3ff74d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2583756", "source_review_id": "UmF0aW5nLTQxMjk1NDU1", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "type": "review" }, { "instructor_name": "Gregory Pac", "review_date": "2025-11-20 19:05:46 +0000 UTC", "review_id": "eb7674e6e27605ff3183c1a1", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2583756", "source_review_id": "UmF0aW5nLTQxOTE2Njcz", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history GRZEGORZ PAC is recorded teaching in Spring 2022, Spring 2023, Fall 2023, Fall 2024, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ECON 315", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "source_record": { "entity_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "ECON 315", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "source_record": { "entity_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "ECON 315", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "source_record": { "entity_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ECON 315", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "source_record": { "entity_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ECON 315", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "source_record": { "entity_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ECON 315", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "source_record": { "entity_id": "f74c8426-84a0-38ae-a919-54517b5c2b32", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n4" ], "condition": null, "course": null, "evidence": "(ECON 101or111) andECON 310", "id": "n0", "kind": "all" }, { "children": [ "n2", "n3" ], "condition": null, "course": null, "evidence": "(ECON 101or111)", "id": "n1", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 101, "minimum_grade": null, "subjects": [ "ECON" ], "timing": "prior" }, "evidence": "ECON 101", "id": "n2", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 111, "minimum_grade": null, "subjects": [ "ECON" ], "timing": "prior" }, "evidence": "111", "id": "n3", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 310, "minimum_grade": null, "subjects": [ "ECON" ], "timing": "prior" }, "evidence": "ECON 310", "id": "n4", "kind": "course" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_37b4f83e228e58534f4227a9", "source": "enrollment", "source_instructor_id": "gpac", "identity_basis": "netid", "identity_status": "source_identified", "name": "Gregory Pac", "email": "GPAC@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": 103, "quality": 3.79, "difficulty": 3.23, "quality_count": 103, "difficulty_count": 103, "profile_id": "rmp:2583756", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "match_basis": "exact_name", "observed_at": "2026-09-07 16:37:55.459090+00:00", "courses": { "course_921b4908221d05cbad377045": { "review_count": 40, "quality": 4.38, "difficulty": 3.12, "quality_count": 40, "difficulty_count": 40 }, "course_e104fb600738e5af6d58c4dd": { "review_count": 55, "quality": 3.38, "difficulty": 3.38, "quality_count": 55, "difficulty_count": 55 }, "course_19b30424849182735425e4f5": { "review_count": 7, "quality": 3.43, "difficulty": 2.57, "quality_count": 7, "difficulty_count": 7 }, "course_45144ea1ab61fccd3dc0a3f6": { "review_count": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.7688106965116415, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/GREGORY_PAC" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:296:025985", "course_id": "ECON 315", "course_uid": "course_19b30424849182735425e4f5", "term_id": "1272", "source_course_id": "025985", "source_subject_id": "296", "title": "Data Visualization for Economists", "credits_min": 3, "credits_max": 4, "typically_offered": "Not Applicable" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:27226", "term_id": "1272", "source_section_id": "27226", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 45, "enrolled": 46, "waitlisted": 7, "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_d1a94ed81bb0b3322f47661e", "source": "madgrades", "source_instructor_id": "6242434", "identity_basis": "source_id", "identity_status": "source_identified", "name": "GRZEGORZ PAC", "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": 3.119, "graded": 4586, "counts": [ 1325, 959, 977, 600, 557, 104, 64 ], "sections": 30 }, "instructor_url": "/instructors/GRZEGORZ_PAC" }, { "instructor_uid": "instructor_37b4f83e228e58534f4227a9", "source": "enrollment", "source_instructor_id": "gpac", "identity_basis": "netid", "identity_status": "source_identified", "name": "Gregory Pac", "email": "GPAC@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": 103, "quality": 3.79, "difficulty": 3.23, "quality_count": 103, "difficulty_count": 103, "profile_id": "rmp:2583756", "source_url": "https://www.ratemyprofessors.com/professor/2583756", "match_basis": "exact_name", "observed_at": "2026-09-07 16:37:55.459090+00:00", "courses": { "course_921b4908221d05cbad377045": { "review_count": 40, "quality": 4.38, "difficulty": 3.12, "quality_count": 40, "difficulty_count": 40 }, "course_e104fb600738e5af6d58c4dd": { "review_count": 55, "quality": 3.38, "difficulty": 3.38, "quality_count": 55, "difficulty_count": 55 }, "course_19b30424849182735425e4f5": { "review_count": 7, "quality": 3.43, "difficulty": 2.57, "quality_count": 7, "difficulty_count": 7 }, "course_45144ea1ab61fccd3dc0a3f6": { "review_count": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.7688106965116415, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/GREGORY_PAC" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECON 315", "course_uid": "course_19b30424849182735425e4f5", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Gregory Pac" ], "a": 19, "ab": 9, "b": 4, "bc": 2, "c": 3, "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": 38, "source_aliases": [ "ECON 315" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECON 315", "course_uid": "course_19b30424849182735425e4f5", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Gregory Pac" ], "a": 26, "ab": 7, "b": 9, "bc": 1, "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": 44, "source_aliases": [ "ECON 315" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECON 315", "course_uid": "course_19b30424849182735425e4f5", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Gregory Pac" ], "a": 18, "ab": 11, "b": 14, "bc": 1, "c": 0, "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": 45, "source_aliases": [ "ECON 315" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECON 315", "course_uid": "course_19b30424849182735425e4f5", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Gregory Pac" ], "a": 18, "ab": 14, "b": 10, "bc": 1, "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": 44, "source_aliases": [ "ECON 315" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECON 315", "course_uid": "course_19b30424849182735425e4f5", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Gregory Pac" ], "a": 13, "ab": 14, "b": 8, "bc": 4, "c": 5, "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": 46, "source_aliases": [ "ECON 315" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECON 315", "course_uid": "course_19b30424849182735425e4f5", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Gregory Pac" ], "a": 15, "ab": 15, "b": 10, "bc": 0, "c": 2, "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": 42, "source_aliases": [ "ECON 315" ] } ] ``` ### statistics #### gpa 3.442 #### graded 259 #### counts * 109 * 70 * 55 * 9 * 10 * 3 * 3 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_19b30424849182735425e4f5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_19b30424849182735425e4f5-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_19b30424849182735425e4f5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_19b30424849182735425e4f5-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_19b30424849182735425e4f5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_19b30424849182735425e4f5-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_19b30424849182735425e4f5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_19b30424849182735425e4f5-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_19b30424849182735425e4f5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_19b30424849182735425e4f5-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.442084942084942 #### count 259 #### university ##### size 3731 ##### gpa Percentile 18 ##### count Percentile 76 ##### median Count 99 ##### 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 | 13 | false | | 2.8–3.2 | 240 | false | | 3.2–3.6 | 934 | true | | 3.6–4.0 | 2544 | false | #### departments ```json [ { "subject": "ECON", "comparison": { "size": 89, "gpaPercentile": 38, "countPercentile": 74, "medianCount": 139, "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": 16, "current": false }, { "range": "3.2–3.6", "count": 40, "current": true }, { "range": "3.6–4.0", "count": 33, "current": false } ] } } ] ``` ### terms #### 1224 ##### term 1224 ##### gpa 3.460526315789474 ##### count 38 ##### university ###### size 1171 ###### gpa Percentile 35 ###### count Percentile 18 ###### 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 | true | | 3.6–4.0 | 616 | false | ##### departments ```json [ { "subject": "ECON", "comparison": { "size": 37, "gpaPercentile": 64, "countPercentile": 22, "medianCount": 71, "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": 15, "current": false }, { "range": "3.2–3.6", "count": 15, "current": true }, { "range": "3.6–4.0", "count": 7, "current": false } ] } } ] ``` #### 1234 ##### term 1234 ##### gpa 3.590909090909091 ##### count 44 ##### university ###### size 1188 ###### gpa Percentile 45 ###### count Percentile 28 ###### 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 | 3 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 144 | false | | 3.2–3.6 | 374 | true | | 3.6–4.0 | 650 | false | ##### departments ```json [ { "subject": "ECON", "comparison": { "size": 36, "gpaPercentile": 80, "countPercentile": 31, "medianCount": 70.5, "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": 15, "current": false }, { "range": "3.2–3.6", "count": 15, "current": true }, { "range": "3.6–4.0", "count": 6, "current": false } ] } } ] ``` #### 1242 ##### term 1242 ##### gpa 3.466666666666667 ##### count 45 ##### university ###### size 1295 ###### gpa Percentile 31 ###### count Percentile 31 ###### 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 | true | | 3.6–4.0 | 726 | false | ##### departments ```json [ { "subject": "ECON", "comparison": { "size": 44, "gpaPercentile": 56, "countPercentile": 33, "medianCount": 70, "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": 1, "current": false }, { "range": "2.8–3.2", "count": 13, "current": false }, { "range": "3.2–3.6", "count": 19, "current": true }, { "range": "3.6–4.0", "count": 11, "current": false } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.4886363636363638 ##### count 44 ##### university ###### size 1333 ###### gpa Percentile 31 ###### count Percentile 27 ###### 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 | true | | 3.6–4.0 | 773 | false | ##### departments ```json [ { "subject": "ECON", "comparison": { "size": 46, "gpaPercentile": 69, "countPercentile": 29, "medianCount": 74, "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": 8, "current": false }, { "range": "3.2–3.6", "count": 26, "current": true }, { "range": "3.6–4.0", "count": 12, "current": false } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.1739130434782608 ##### count 46 ##### university ###### size 1289 ###### gpa Percentile 10 ###### count Percentile 29 ###### 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 | 0 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 128 | true | | 3.2–3.6 | 379 | false | | 3.6–4.0 | 765 | false | ##### departments ```json [ { "subject": "ECON", "comparison": { "size": 39, "gpaPercentile": 26, "countPercentile": 37, "medianCount": 73, "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": 12, "current": true }, { "range": "3.2–3.6", "count": 17, "current": false }, { "range": "3.6–4.0", "count": 10, "current": false } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.488095238095238 ##### count 42 ##### university ###### size 1320 ###### gpa Percentile 28 ###### 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 | 1 | false | | 2.4–2.8 | 8 | false | | 2.8–3.2 | 133 | false | | 3.2–3.6 | 381 | true | | 3.6–4.0 | 797 | false | ##### departments ```json [ { "subject": "ECON", "comparison": { "size": 40, "gpaPercentile": 56, "countPercentile": 18, "medianCount": 65.5, "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": 9, "current": false }, { "range": "3.2–3.6", "count": 21, "current": true }, { "range": "3.6–4.0", "count": 10, "current": false } ] } } ] ``` ### benchmarks #### all ##### school ###### size 3731 ###### gpa 3.687236795656713 ###### top Share 83.59849811638443 ###### count 99 ##### ECON ###### size 89 ###### gpa 3.527485223201023 ###### top Share 72.91515306935855 ###### count 139 #### terms ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### ECON ###### size 37 ###### gpa 3.358824647431352 ###### top Share 62.02356029673636 ###### count 71 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### ECON ###### size 36 ###### gpa 3.338494521920077 ###### top Share 61.825472132927935 ###### count 70.5 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### ECON ###### size 44 ###### gpa 3.382488776849895 ###### top Share 64.71357517027587 ###### count 70 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### ECON ###### size 46 ###### gpa 3.4251846784024935 ###### top Share 66.33912567216377 ###### count 74 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### ECON ###### size 39 ###### gpa 3.4082741335226703 ###### top Share 66.64551412266185 ###### count 73 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### ECON ###### size 40 ###### gpa 3.446407481735755 ###### top Share 68.17148103554868 ###### count 65.5 ## instructor Trends ```json [ { "uid": "instructor_d1a94ed81bb0b3322f47661e", "name": "GRZEGORZ PAC", "count": 259, "terms": [ { "term": "1224", "count": 38, "sections": 1, "gpa": 3.460526315789474 }, { "term": "1234", "count": 44, "sections": 1, "gpa": 3.590909090909091 }, { "term": "1242", "count": 45, "sections": 1, "gpa": 3.466666666666667 }, { "term": "1252", "count": 44, "sections": 1, "gpa": 3.4886363636363638 }, { "term": "1254", "count": 46, "sections": 1, "gpa": 3.1739130434782608 }, { "term": "1262", "count": 42, "sections": 1, "gpa": 3.488095238095238 } ] } ] ``` ## following None recorded.