# LIS 706: Data Mining Planning and Management | UW–Madison [View on UW Courses](https://uwcourses.com/courses/LIS_706) ## 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 febb652aabd38bae276facb4a03621b15e54366ce0a8301da34ad0c828f6718a ### course id LIS 706 ### course uid course\_d9e4488d09284d500b81d51e ### catalog version id c290d413dcca5a42b509714f48085be07a07f38030900b4527bf2fd84a310a3d ### course number 706 ### subjects * LIS ### title DATA MINING PLANNING AND MANAGEMENT ### description Prepares students to plan, manage and assess a data mining project in light of organizational strategic goals. Introduces stages of a data mining project, data mining project evaluation frameworks, and principles of data ethics related to data mining. Learn and apply introductory data mining tools and techniques for data clustering, dividing data into classes, making predictions and identifying networks. ### requirements text L I S/​COM ARTS  705 ### credits min 3 ### credits max 3 ### credit offering ids * 1272:544:025061 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id b32d2f7ceb86cef0d62e809347a62847b20043d24aa406716d973e89642735d7 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary LIS 706 teaches planning, management, and assessment of data mining projects, including ethics, evaluation, and techniques like clustering and prediction. ### llm topics * Data mining project stages * Evaluation frameworks * Data ethics * Clustering, classification, prediction, and network analysis ### llm skills * Data mining project planning and management * Project evaluation frameworks * Data ethics principles * Data clustering, classification, prediction, and network identification ### llm assumed background * Foundational analytics, data gathering, and statistical methods ### llm search phrases * data mining project management * data ethics in mining * data clustering prediction * LIS 706 data mining ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 453fd9d0e41804f24ae822615d958ba32c25a5906d96569a09d35223e5277df3 #### course id LIS 706 #### current instructors ```json [ { "instructor_uid": "instructor_68b98f9ca1f1b84ac3b054f4", "message": "No course-specific reviews available", "name": "B. Hutchins", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "LIS 706", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "source_record": { "entity_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "LIS 706", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "source_record": { "entity_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "LIS 706", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "source_record": { "entity_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2020: 4.00 GPA, 100.0% A/AB (n=7 letter grades); Spring 2022: 4.00 GPA, 100.0% A/AB (n=13 letter grades); Fall 2025: 3.79 GPA, 92.9% A/AB (n=14 letter grades)." } ] } ] ``` #### 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: 3.95 GPA, 100.0% A/AB (n=11 letter grades); Spring 2024: 3.93 GPA, 100.0% A/AB (n=36 letter grades); Fall 2025: 3.79 GPA, 92.9% A/AB (n=14 letter grades). ```json { "citations": [ { "course_id": "LIS 706", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "LIS 706", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "LIS 706", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "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 B. HUTCHINS is recorded teaching in Fall 2020, Fall 2021, Spring 2022, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "LIS 706", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "source_record": { "entity_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "LIS 706", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "source_record": { "entity_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "LIS 706", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "source_record": { "entity_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "LIS 706", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "source_record": { "entity_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "LIS 706", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "source_record": { "entity_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "LIS 706", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "source_record": { "entity_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "LIS 706", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "source_record": { "entity_id": "16bf5f70-c722-378f-9581-a9b68a5d4c5c", "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": [], "condition": null, "course": { "course_number": 705, "minimum_grade": null, "subjects": [ "COMARTS", "LIS" ], "timing": "prior" }, "evidence": "L I S/COM ARTS 705", "id": "n0", "kind": "course" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors | instructor\_uid | source | source\_instructor\_id | identity\_basis | identity\_status | name | email | first\_observed\_at | last\_observed\_at | instructor\_url | | ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | ----------- | -------------------- | -------------------------------- | -------------------------------- | ------------------------ | | instructor\_68b98f9ca1f1b84ac3b054f4 | enrollment | bihutchins | netid | source\_identified | B. Hutchins | BIHUTCHINS\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/B\_HUTCHINS | ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:544:025061", "course_id": "LIS 706", "course_uid": "course_d9e4488d09284d500b81d51e", "term_id": "1272", "source_course_id": "025061", "source_subject_id": "544", "title": "Data Mining Planning and Management", "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:1272:31952", "term_id": "1272", "source_section_id": "31952", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 20, "enrolled": 10, "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:1272:35700", "term_id": "1272", "source_section_id": "35700", "identity_basis": "class_number", "section_number": "002", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 10, "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_b3c95f0a33bef0659ca7b18a", "source": "madgrades", "source_instructor_id": "3128474", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KRISTIN ESCHENFELDER", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 10, "quality": 4.2, "difficulty": 1.6, "quality_count": 10, "difficulty_count": 10, "profile_id": "rmp:841892", "source_url": "https://www.ratemyprofessors.com/professor/841892", "match_basis": "exact_name", "observed_at": "2026-09-07 16:25:30.584429+00:00", "courses": { "course_b7124aab0f885840575f8fab": { "review_count": 3, "quality": 4.67, "difficulty": 2, "quality_count": 3, "difficulty_count": 3 }, "course_195b34643875b4af72811020": { "review_count": 5, "quality": 4.2, "difficulty": 1.4, "quality_count": 5, "difficulty_count": 5 } }, "bayesian_quality": 3.839790522364397, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.665, "graded": 988, "counts": [ 592, 220, 121, 33, 18, 2, 2 ], "sections": 104 }, "instructor_url": "/instructors/KRISTIN_ESCHENFELDER--instructor_b3c95f0a33bef0659ca7b18a" }, { "instructor_uid": "instructor_c1317e73aaa027ab4dd2cf0a", "source": "madgrades", "source_instructor_id": "1634724", "identity_basis": "source_id", "identity_status": "source_identified", "name": "B. HUTCHINS", "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": 3.857, "graded": 896, "counts": [ 716, 148, 22, 3, 0, 0, 7 ], "sections": 37 }, "instructor_url": "/instructors/B_HUTCHINS--instructor_c1317e73aaa027ab4dd2cf0a" }, { "instructor_uid": "instructor_873cdfd8e5919c47900faaa4", "source": "madgrades", "source_instructor_id": "6492343", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BECKY DEITENBECK", "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": 3.792, "graded": 24, "counts": [ 17, 5, 1, 1, 0, 0, 0 ], "sections": 5 }, "instructor_url": "/instructors/BECKY_DEITENBECK--instructor_873cdfd8e5919c47900faaa4" }, { "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_68b98f9ca1f1b84ac3b054f4", "source": "enrollment", "source_instructor_id": "bihutchins", "identity_basis": "netid", "identity_status": "source_identified", "name": "B. Hutchins", "email": "BIHUTCHINS@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/B_HUTCHINS" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 706", "course_uid": "course_d9e4488d09284d500b81d51e", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "Kristin Eschenfelder" ], "a": 0, "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": 0, "source_aliases": [ "LIS 706" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 706", "course_uid": "course_d9e4488d09284d500b81d51e", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "B. Hutchins" ], "a": 7, "ab": 0, "b": 0, "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": 8, "source_aliases": [ "LIS 706" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 706", "course_uid": "course_d9e4488d09284d500b81d51e", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "B. Hutchins" ], "a": 0, "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": 0, "source_aliases": [ "LIS 706" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 706", "course_uid": "course_d9e4488d09284d500b81d51e", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "B. Hutchins" ], "a": 13, "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": 13, "source_aliases": [ "LIS 706" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 706", "course_uid": "course_d9e4488d09284d500b81d51e", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "BECKY DEITENBECK" ], "a": 0, "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": 0, "source_aliases": [ "LIS 706" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 706", "course_uid": "course_d9e4488d09284d500b81d51e", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Bradley Bryant" ], "a": 10, "ab": 1, "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": 11, "source_aliases": [ "LIS 706" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 706", "course_uid": "course_d9e4488d09284d500b81d51e", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Bradley Bryant" ], "a": 31, "ab": 5, "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": 36, "source_aliases": [ "LIS 706" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 706", "course_uid": "course_d9e4488d09284d500b81d51e", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "B. Hutchins" ], "a": 9, "ab": 4, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 14, "source_aliases": [ "LIS 706" ] } ] ``` ### statistics #### gpa 3.926 #### graded 81 #### counts * 70 * 10 * 1 * 0 * 0 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_d9e4488d09284d500b81d51e-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_d9e4488d09284d500b81d51e-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_d9e4488d09284d500b81d51e-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_d9e4488d09284d500b81d51e-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_d9e4488d09284d500b81d51e-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_d9e4488d09284d500b81d51e-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_d9e4488d09284d500b81d51e-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_d9e4488d09284d500b81d51e-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.925925925925926 #### count 81 #### university ##### size 3999 ##### gpa Percentile 78 ##### count Percentile 39 ##### median Count 109 ##### 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 | 9 | false | | 2.8–3.2 | 221 | false | | 3.2–3.6 | 990 | false | | 3.6–4.0 | 2779 | true | #### departments ```json [ { "subject": "LIS", "comparison": { "size": 57, "gpaPercentile": 75, "countPercentile": 30, "medianCount": 135, "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": 7, "current": false }, { "range": "3.6–4.0", "count": 50, "current": true } ] } } ] ``` ### terms #### 1212 ##### term 1212 ##### gpa 4 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1224 ##### term 1224 ##### gpa 4 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1242 ##### term 1242 ##### gpa 3.9545454545454546 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1244 ##### term 1244 ##### gpa 3.9305555555555554 ##### count 36 ##### university ###### size 1241 ###### gpa Percentile 86 ###### count Percentile 13 ###### 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 | 2 | false | | 2.4–2.8 | 9 | false | | 2.8–3.2 | 151 | false | | 3.2–3.6 | 373 | false | | 3.6–4.0 | 706 | true | ##### departments ```json [ { "subject": "LIS", "comparison": { "size": 23, "gpaPercentile": 86, "countPercentile": 14, "medianCount": 43, "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": 1, "current": false }, { "range": "3.6–4.0", "count": 21, "current": true } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.7857142857142856 ##### count 14 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | ### benchmarks #### all ##### school ###### size 3999 ###### gpa 3.697268163412625 ###### top Share 84.2018474145258 ###### count 109 ##### LIS ###### size 57 ###### gpa 3.824605588697061 ###### top Share 92.22581189520405 ###### count 135 #### terms ##### 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 ###### LIS ###### size 11 ###### gpa 3.8787860078339502 ###### top Share 94.66576641579059 ###### count 73 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### LIS ###### size 12 ###### gpa 3.881349891576495 ###### top Share 94.91067374910642 ###### count 54.5 ##### 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 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ###### LIS ###### size 23 ###### gpa 3.7785046032731033 ###### top Share 90.26192741317158 ###### count 43 ##### 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_b53364e3ef3094f65db7f252", "name": "BRADLEY BRYANT", "count": 47, "terms": [ { "term": "1242", "count": 11, "sections": 3, "gpa": 3.9545454545454546 }, { "term": "1244", "count": 36, "sections": 1, "gpa": 3.9305555555555554 } ] }, { "uid": "instructor_c1317e73aaa027ab4dd2cf0a", "name": "B. HUTCHINS", "count": 34, "terms": [ { "term": "1212", "count": 7, "sections": 2, "gpa": 4 }, { "term": "1224", "count": 13, "sections": 1, "gpa": 4 }, { "term": "1262", "count": 14, "sections": 1, "gpa": 3.7857142857142856 } ] } ] ``` ## following None recorded.