# LIS 707: Data Visualization and Communication for Decision Making | UW–Madison [View on UW Courses](https://uwcourses.com/courses/LIS_707) ## 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 77023da673cc3e1b48dda945380cd966a4eb89e8b561968c1a877cdbd84c0114 ### course id LIS 707 ### course uid course\_53aaecb8920d39fa1d6f906f ### catalog version id efbc903a3524bd4db18cbeb0f8d7f73d71cc93700c1e4da886dcb11a6edcbaec ### course number 707 ### subjects * LIS ### title DATA VISUALIZATION AND COMMUNICATION FOR DECISION MAKING ### description Introduces key concepts in data visualization and communication including how and why visualization can be an effective tool for summarizing, analyzing and communicating about data, and limitations and challenges of using visualization techniques. Students will use contemporary software to develop visualization dashboards and presentations as well as plan appropriate types of visualization(s) based on source data, audience, and goals, evaluate visualizations for effectiveness and bias. ### requirements text Graduate/professional standing or Declared in Analytics for Decision Making capstone certificate ### credits min 3 ### credits max 3 ### credit offering ids * 1272:544:024933 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 9ba5b3ffc1a6b0bdfc694e33c6416fa419fb5af8a0e3a836d3bf8d3945ce279f ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary LIS 707 introduces data visualization concepts, teaching students to plan, develop, and evaluate dashboards for effective communication and decision making. ### llm topics * Data visualization and communication concepts * Limitations and challenges of visualization techniques * Visualization effectiveness and bias ### llm skills * Develop visualization dashboards and presentations * Plan appropriate visualizations based on data, audience, and goals * Evaluate visualizations for effectiveness and bias ### llm assumed background None recorded. ### llm search phrases * data visualization dashboard * data communication graduate * analytics decision making visualization ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 15f02126c9f84f7ed6018946030f1a8592bef6d9770cee4a6aaec682ef1734e6 #### course id LIS 707 #### current instructors ```json [ { "instructor_uid": "instructor_dcca9dbcfba830c2f365d283", "message": "No course-specific reviews available", "name": "Chaoqun Ni", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2023: 3.88 GPA, 95.2% A/AB (n=62 letter grades); Fall 2024: 3.80 GPA, 90.0% A/AB (n=40 letter grades); Fall 2025: 3.93 GPA, 100.0% A/AB (n=27 letter grades). Includes jointly taught sections." } ] } ] ``` #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Fall 2023: 3.88 GPA, 95.2% A/AB (n=62 letter grades); Fall 2024: 3.83 GPA, 90.9% A/AB (n=55 letter grades); Fall 2025: 3.93 GPA, 100.0% A/AB (n=27 letter grades). ```json { "citations": [ { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history CHAOQUN NI is recorded teaching in Fall 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "LIS 707", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "source_record": { "entity_id": "66072cf2-51d3-388c-a995-2b0d7326d003", "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": [ "n0", "n1" ], "condition": null, "course": null, "evidence": "Graduate/professional standing or Declared in Analytics for Decision Making capstone certificate", "id": "root", "kind": "any" }, { "children": [], "condition": "Graduate/professional standing", "course": null, "evidence": "Graduate/professional standing", "id": "n0", "kind": "condition" }, { "children": [], "condition": "Declared in Analytics for Decision Making capstone certificate", "course": null, "evidence": "Declared in Analytics for Decision Making capstone certificate", "id": "n1", "kind": "condition" } ] ``` #### notes None recorded. #### root root #### status parsed ### instructors | instructor\_uid | source | source\_instructor\_id | identity\_basis | identity\_status | name | email | first\_observed\_at | last\_observed\_at | instructor\_url | | ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | ---------- | -------------------- | -------------------------------- | -------------------------------- | ------------------------ | | instructor\_dcca9dbcfba830c2f365d283 | enrollment | cni25 | netid | source\_identified | Chaoqun Ni | CHAOQUN.NI\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/CHAOQUN\_NI | ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:544:024933", "course_id": "LIS 707", "course_uid": "course_53aaecb8920d39fa1d6f906f", "term_id": "1272", "source_course_id": "024933", "source_subject_id": "544", "title": "Data Visualization and Communication for Decision Making", "credits_min": 3, "credits_max": 3, "typically_offered": "Fall, Spring" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:22737", "term_id": "1272", "source_section_id": "22737", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 40, "enrolled": 16, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:28284", "term_id": "1272", "source_section_id": "28284", "identity_basis": "class_number", "section_number": "003", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 1, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:35701", "term_id": "1272", "source_section_id": "35701", "identity_basis": "class_number", "section_number": "002", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 0, "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_1163960d8109fbc5b4659971", "source": "madgrades", "source_instructor_id": "4149858", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BECKY YOOSE", "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": 3.462, "graded": 13, "counts": [ 6, 5, 0, 1, 0, 1, 0 ], "sections": 3 }, "instructor_url": "/instructors/BECKY_YOOSE" }, { "instructor_uid": "instructor_835aff0aa0a599a43ec329b5", "source": "madgrades", "source_instructor_id": "6317161", "identity_basis": "source_id", "identity_status": "source_identified", "name": "CHAOQUN NI", "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": 3.767, "graded": 558, "counts": [ 433, 71, 24, 7, 15, 2, 6 ], "sections": 41 }, "instructor_url": "/instructors/CHAOQUN_NI--instructor_835aff0aa0a599a43ec329b5" }, { "instructor_uid": "instructor_b53364e3ef3094f65db7f252", "source": "madgrades", "source_instructor_id": "6587889", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BRADLEY BRYANT", "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": 3.706, "graded": 451, "counts": [ 326, 75, 24, 6, 6, 6, 8 ], "sections": 18 }, "instructor_url": "/instructors/BRADLEY_BRYANT--instructor_b53364e3ef3094f65db7f252" }, { "instructor_uid": "instructor_b5ada9a25cfffd8e61afad06", "source": "madgrades", "source_instructor_id": "6642745", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JIALIN LIU", "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": 3.683, "graded": 300, "counts": [ 208, 48, 25, 4, 8, 4, 3 ], "sections": 5 }, "instructor_url": "/instructors/JIALIN_LIU--instructor_b5ada9a25cfffd8e61afad06" }, { "instructor_uid": "instructor_dcca9dbcfba830c2f365d283", "source": "enrollment", "source_instructor_id": "cni25", "identity_basis": "netid", "identity_status": "source_identified", "name": "Chaoqun Ni", "email": "CHAOQUN.NI@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", "instructor_url": "/instructors/CHAOQUN_NI" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 707", "course_uid": "course_53aaecb8920d39fa1d6f906f", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "BECKY YOOSE" ], "a": 6, "ab": 5, "b": 0, "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": 13, "source_aliases": [ "LIS 707" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 707", "course_uid": "course_53aaecb8920d39fa1d6f906f", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "Chaoqun Ni" ], "a": 6, "ab": 0, "b": 0, "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": 6, "source_aliases": [ "LIS 707" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 707", "course_uid": "course_53aaecb8920d39fa1d6f906f", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Chaoqun Ni" ], "a": 5, "ab": 0, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 8, "source_aliases": [ "LIS 707" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 707", "course_uid": "course_53aaecb8920d39fa1d6f906f", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Chaoqun Ni" ], "a": 12, "ab": 7, "b": 1, "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": 21, "source_aliases": [ "LIS 707" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 707", "course_uid": "course_53aaecb8920d39fa1d6f906f", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Chaoqun Ni" ], "a": 55, "ab": 4, "b": 0, "bc": 1, "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": 62, "source_aliases": [ "LIS 707" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 707", "course_uid": "course_53aaecb8920d39fa1d6f906f", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Bradley Bryant", "Chaoqun Ni", "Jialin Liu" ], "a": 43, "ab": 7, "b": 4, "bc": 0, "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": 55, "source_aliases": [ "LIS 707" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 707", "course_uid": "course_53aaecb8920d39fa1d6f906f", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Chaoqun Ni" ], "a": 23, "ab": 4, "b": 0, "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": 27, "source_aliases": [ "LIS 707" ] } ] ``` ### statistics #### gpa 3.833 #### graded 189 #### counts * 150 * 27 * 6 * 2 * 3 * 1 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_53aaecb8920d39fa1d6f906f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_53aaecb8920d39fa1d6f906f-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_53aaecb8920d39fa1d6f906f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_53aaecb8920d39fa1d6f906f-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_53aaecb8920d39fa1d6f906f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_53aaecb8920d39fa1d6f906f-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_53aaecb8920d39fa1d6f906f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_53aaecb8920d39fa1d6f906f-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.8333333333333335 #### count 189 #### university ##### size 3220 ##### gpa Percentile 62 ##### count Percentile 61 ##### median Count 131 ##### 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 | 7 | false | | 2.8–3.2 | 192 | false | | 3.2–3.6 | 812 | false | | 3.6–4.0 | 2209 | true | #### departments ```json [ { "subject": "LIS", "comparison": { "size": 48, "gpaPercentile": 43, "countPercentile": 68, "medianCount": 137, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 0, "current": false }, { "range": "3.2–3.6", "count": 6, "current": false }, { "range": "3.6–4.0", "count": 42, "current": true } ] } } ] ``` ### terms #### 1202 ##### term 1202 ##### gpa 3.4615384615384617 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1212 ##### term 1212 ##### gpa 4 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1222 ##### term 1222 ##### gpa 3.8333333333333335 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1232 ##### term 1232 ##### gpa 3.775 ##### count 20 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1242 ##### term 1242 ##### gpa 3.879032258064516 ##### count 62 ##### university ###### size 1295 ###### gpa Percentile 78 ###### count Percentile 46 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 11 | false | | 2.8–3.2 | 162 | false | | 3.2–3.6 | 394 | false | | 3.6–4.0 | 726 | true | ##### departments ```json [ { "subject": "LIS", "comparison": { "size": 21, "gpaPercentile": 60, "countPercentile": 45, "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": 1, "current": false }, { "range": "3.2–3.6", "count": 2, "current": false }, { "range": "3.6–4.0", "count": 18, "current": true } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.827272727272727 ##### count 55 ##### university ###### size 1333 ###### gpa Percentile 70 ###### count Percentile 39 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 115 | false | | 3.2–3.6 | 431 | false | | 3.6–4.0 | 773 | true | ##### departments ```json [ { "subject": "LIS", "comparison": { "size": 22, "gpaPercentile": 38, "countPercentile": 24, "medianCount": 64, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 0, "current": false }, { "range": "3.2–3.6", "count": 2, "current": false }, { "range": "3.6–4.0", "count": 20, "current": true } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.925925925925926 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | ### benchmarks #### all ##### school ###### size 3220 ###### gpa 3.6887830382500986 ###### top Share 83.75346055650121 ###### count 131 ##### LIS ###### size 48 ###### gpa 3.7965246216969426 ###### top Share 90.9276574087527 ###### count 137 #### terms ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### LIS ###### size 11 ###### gpa 3.8787860078339502 ###### top Share 94.66576641579059 ###### count 73 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### LIS ###### size 21 ###### gpa 3.7798109571537672 ###### top Share 89.96354041118646 ###### count 71 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### LIS ###### size 22 ###### gpa 3.812010001587644 ###### top Share 91.12079947643103 ###### count 64 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### LIS ###### size 22 ###### gpa 3.7696395303678063 ###### top Share 89.8756587241882 ###### count 89.5 ## instructor Trends ```json [ { "uid": "instructor_835aff0aa0a599a43ec329b5", "name": "CHAOQUN NI", "count": 161, "terms": [ { "term": "1212", "count": 6, "sections": 3, "gpa": 4 }, { "term": "1222", "count": 6, "sections": 4, "gpa": 3.8333333333333335 }, { "term": "1232", "count": 20, "sections": 2, "gpa": 3.775 }, { "term": "1242", "count": 62, "sections": 3, "gpa": 3.879032258064516 }, { "term": "1252", "count": 40, "sections": 2, "gpa": 3.8 }, { "term": "1262", "count": 27, "sections": 2, "gpa": 3.925925925925926 } ] }, { "uid": "instructor_b5ada9a25cfffd8e61afad06", "name": "JIALIN LIU", "count": 40, "terms": [ { "term": "1252", "count": 40, "sections": 2, "gpa": 3.8 } ] }, { "uid": "instructor_b53364e3ef3094f65db7f252", "name": "BRADLEY BRYANT", "count": 15, "terms": [ { "term": "1252", "count": 15, "sections": 2, "gpa": 3.9 } ] }, { "uid": "instructor_1163960d8109fbc5b4659971", "name": "BECKY YOOSE", "count": 13, "terms": [ { "term": "1202", "count": 13, "sections": 3, "gpa": 3.4615384615384617 } ] } ] ``` ## following None recorded.