# LIS 464: Applied Database Design | UW–Madison [View on UW Courses](https://uwcourses.com/courses/LIS_464) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 94468b7d4154126ca413937bb4738a6d21e0c2277f6fa397a6078ad80a32384f ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T23:19:01.870283+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 be7c27ec2589d28b11e9d59e5d4fd36afc26ab22aafc9e4ef1d35f4fdbd837e3 ### course id LIS 464 ### course uid course\_b7124aab0f885840575f8fab ### catalog version id 141fb152692c563d6c2f2834ff56184ceb6844426e546da54d7587e2686aba96 ### course number 464 ### subjects * LIS ### title APPLIED DATABASE DESIGN ### description Introduces the applications of databases to real-world data and information problems. Overview of the principles and practices of user-oriented database design, management, and application. Discussion and practice cover database application lifecycle, data modeling, relational database design, SQL queries, reports and other interfaces to database data, and database documentation. ### requirements text Sophomore standing and satisfied Quantitative Reasoning (QR) A ### credits min 3 ### credits max 3 ### credit offering ids * 1272:544:026057 ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id a3ef3c2b6f6f99a006c1d52b1363bc627ab5eeee0ab03ee80afc4d02d5e3631f ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary APPLIED DATABASE DESIGN introduces database applications, design principles, and SQL for real-world data problems. ### llm topics * Database application lifecycle * Data modeling and relational design * SQL queries and interfaces * Database documentation ### llm skills * Database design, management, and application * Data modeling and SQL query writing * Creating reports, interfaces, and documentation ### llm assumed background None recorded. ### llm search phrases * LIS 464 database design * APPLIED DATABASE DESIGN SQL * relational database design LIS * database application lifecycle ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 401bf0efd89f96cc7fab6029c387b65192b021a072d945815c9f412b59a9de84 #### course id LIS 464 #### current instructors ```json [ { "instructor_uid": "instructor_3a1472cd9db7f5dd1f481059", "message": "No course-specific reviews available", "name": "Aaron Enright", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2974185", "summary": [] } ] ``` #### difficulty workload Historical reviewers found the workload light, noting that assignments were straightforward and often completed during class. Exams were described as lecture-heavy, requiring preparation based on lecture content. ```json { "citations": [ { "instructor_name": "Kristin Eschenfelder", "review_date": "2022-12-21 18:00:40 +0000 UTC", "review_id": "badcb91f264e02ed2a8c259c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:841892", "source_review_id": "UmF0aW5nLTM3MjE1MzQy", "source_url": "https://www.ratemyprofessors.com/professor/841892", "type": "review" }, { "instructor_name": "Kristin Eschenfelder", "review_date": "2023-03-06 23:19:18 +0000 UTC", "review_id": "116bdb2e30f1bb2732cc334d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:841892", "source_review_id": "UmF0aW5nLTM3NDgyNjc2", "source_url": "https://www.ratemyprofessors.com/professor/841892", "type": "review" }, { "instructor_name": "Kristin Eschenfelder", "review_date": "2024-12-14 04:35:27 +0000 UTC", "review_id": "32231485f72dff13fb587805", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:841892", "source_review_id": "UmF0aW5nLTQwMjkwNzgw", "source_url": "https://www.ratemyprofessors.com/professor/841892", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews for Kristin Eschenfelder describe her as helpful, caring, and effective at making technical content accessible. Reviewers note her straightforward assignments and lecture-heavy exams, with one citing group projects as time-consuming. ```json { "citations": [ { "instructor_name": "Kristin Eschenfelder", "review_date": "2022-12-21 18:00:40 +0000 UTC", "review_id": "badcb91f264e02ed2a8c259c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:841892", "source_review_id": "UmF0aW5nLTM3MjE1MzQy", "source_url": "https://www.ratemyprofessors.com/professor/841892", "type": "review" }, { "instructor_name": "Kristin Eschenfelder", "review_date": "2023-03-06 23:19:18 +0000 UTC", "review_id": "116bdb2e30f1bb2732cc334d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:841892", "source_review_id": "UmF0aW5nLTM3NDgyNjc2", "source_url": "https://www.ratemyprofessors.com/professor/841892", "type": "review" }, { "instructor_name": "Kristin Eschenfelder", "review_date": "2024-12-14 04:35:27 +0000 UTC", "review_id": "32231485f72dff13fb587805", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:841892", "source_review_id": "UmF0aW5nLTQwMjkwNzgw", "source_url": "https://www.ratemyprofessors.com/professor/841892", "type": "review" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Historical reviews for Kristin Eschenfelder describe the course as easy and engaging, with straightforward assignments and helpful instruction. The current instructor is Aaron Enright, whose teaching style is not covered by these reviews. ```json { "citations": [ { "instructor_name": "Kristin Eschenfelder", "review_date": "2022-12-21 18:00:40 +0000 UTC", "review_id": "badcb91f264e02ed2a8c259c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:841892", "source_review_id": "UmF0aW5nLTM3MjE1MzQy", "source_url": "https://www.ratemyprofessors.com/professor/841892", "type": "review" }, { "instructor_name": "Kristin Eschenfelder", "review_date": "2023-03-06 23:19:18 +0000 UTC", "review_id": "116bdb2e30f1bb2732cc334d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:841892", "source_review_id": "UmF0aW5nLTM3NDgyNjc2", "source_url": "https://www.ratemyprofessors.com/professor/841892", "type": "review" }, { "instructor_name": "Kristin Eschenfelder", "review_date": "2024-12-14 04:35:27 +0000 UTC", "review_id": "32231485f72dff13fb587805", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:841892", "source_review_id": "UmF0aW5nLTQwMjkwNzgw", "source_url": "https://www.ratemyprofessors.com/professor/841892", "type": "review" } ] } ``` Recent recorded grades — Spring 2025: 3.79 GPA, 89.4% A/AB (n=85 letter grades); Fall 2025: 3.72 GPA, 88.4% A/AB (n=95 letter grades); Spring 2026: 3.68 GPA, 86.4% A/AB (n=88 letter grades). ```json { "citations": [ { "course_id": "LIS 464", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "7cfdeeef-93f0-3665-84bc-034999c41ae6", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "LIS 464", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "7cfdeeef-93f0-3665-84bc-034999c41ae6", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "LIS 464", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "7cfdeeef-93f0-3665-84bc-034999c41ae6", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Students reported that historical instruction was helpful, with clear explanations of technical concepts and supportive lab assistance. Group projects were noted as interesting but time-consuming. ```json { "citations": [ { "instructor_name": "Kristin Eschenfelder", "review_date": "2023-03-06 23:19:18 +0000 UTC", "review_id": "116bdb2e30f1bb2732cc334d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:841892", "source_review_id": "UmF0aW5nLTM3NDgyNjc2", "source_url": "https://www.ratemyprofessors.com/professor/841892", "type": "review" }, { "instructor_name": "Kristin Eschenfelder", "review_date": "2024-12-14 04:35:27 +0000 UTC", "review_id": "32231485f72dff13fb587805", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:841892", "source_review_id": "UmF0aW5nLTQwMjkwNzgw", "source_url": "https://www.ratemyprofessors.com/professor/841892", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history KRISTIN ESCHENFELDER is recorded teaching in Fall 2022, Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "LIS 464", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "7cfdeeef-93f0-3665-84bc-034999c41ae6", "source_record": { "entity_id": "7cfdeeef-93f0-3665-84bc-034999c41ae6", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "LIS 464", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "7cfdeeef-93f0-3665-84bc-034999c41ae6", "source_record": { "entity_id": "7cfdeeef-93f0-3665-84bc-034999c41ae6", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "LIS 464", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "7cfdeeef-93f0-3665-84bc-034999c41ae6", "source_record": { "entity_id": "7cfdeeef-93f0-3665-84bc-034999c41ae6", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2" ], "condition": null, "course": null, "evidence": "Sophomore standing and satisfied Quantitative Reasoning (QR) A", "id": "n0", "kind": "all" }, { "children": [], "condition": "Sophomore standing", "course": null, "evidence": "Sophomore standing", "id": "n1", "kind": "condition" }, { "children": [], "condition": "satisfied Quantitative Reasoning (QR) A", "course": null, "evidence": "satisfied Quantitative Reasoning (QR) A", "id": "n2", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_3a1472cd9db7f5dd1f481059", "source": "enrollment", "source_instructor_id": "ajenright", "identity_basis": "netid", "identity_status": "source_identified", "name": "Aaron Enright", "email": "AJENRIGHT@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 2, "quality": 3.5, "difficulty": 2, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:2974185", "source_url": "https://www.ratemyprofessors.com/professor/2974185", "match_basis": "exact_name", "observed_at": "2026-09-07 16:58:02.959282+00:00", "courses": { "course_f34e4c11ca636626801b25ae": { "review_count": 2, "quality": 3.5, "difficulty": 2, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.6451688941332687, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/AARON_ENRIGHT" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:544:026057", "course_id": "LIS 464", "course_uid": "course_b7124aab0f885840575f8fab", "term_id": "1272", "source_course_id": "026057", "source_subject_id": "544", "title": "Applied Database Design", "credits_min": 3, "credits_max": 3, "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:1272:25836", "term_id": "1272", "source_section_id": "25836", "identity_basis": "class_number", "section_number": "001", "section_type": "LAB", "instruction_mode": "Classroom Instruction", "capacity": 85, "enrolled": 83, "waitlisted": 9, "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_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_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_2e390ab22c18ef5a55f44e44", "source": "madgrades", "source_instructor_id": "6585709", "identity_basis": "source_id", "identity_status": "source_identified", "name": "FANGZHOU WU", "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": 3.709, "graded": 358, "counts": [ 241, 72, 24, 12, 4, 2, 3 ], "sections": 4 }, "instructor_url": "/instructors/FANGZHOU_WU--instructor_2e390ab22c18ef5a55f44e44" }, { "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_3a1472cd9db7f5dd1f481059", "source": "enrollment", "source_instructor_id": "ajenright", "identity_basis": "netid", "identity_status": "source_identified", "name": "Aaron Enright", "email": "AJENRIGHT@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 2, "quality": 3.5, "difficulty": 2, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:2974185", "source_url": "https://www.ratemyprofessors.com/professor/2974185", "match_basis": "exact_name", "observed_at": "2026-09-07 16:58:02.959282+00:00", "courses": { "course_f34e4c11ca636626801b25ae": { "review_count": 2, "quality": 3.5, "difficulty": 2, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.6451688941332687, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/AARON_ENRIGHT" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 464", "course_uid": "course_b7124aab0f885840575f8fab", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Chaoqun Ni" ], "a": 19, "ab": 1, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 22, "source_aliases": [ "LIS 464" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 464", "course_uid": "course_b7124aab0f885840575f8fab", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Kristin Eschenfelder" ], "a": 19, "ab": 4, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 25, "source_aliases": [ "LIS 464" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 464", "course_uid": "course_b7124aab0f885840575f8fab", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Chaoqun Ni" ], "a": 16, "ab": 4, "b": 2, "bc": 0, "c": 3, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 27, "source_aliases": [ "LIS 464" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 464", "course_uid": "course_b7124aab0f885840575f8fab", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Kristin Eschenfelder" ], "a": 41, "ab": 24, "b": 12, "bc": 6, "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": 84, "source_aliases": [ "LIS 464" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 464", "course_uid": "course_b7124aab0f885840575f8fab", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Chaoqun Ni", "FANGZHOU WU" ], "a": 61, "ab": 22, "b": 3, "bc": 3, "c": 2, "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": 92, "source_aliases": [ "LIS 464" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 464", "course_uid": "course_b7124aab0f885840575f8fab", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "FANGZHOU WU", "Kristin Eschenfelder" ], "a": 45, "ab": 25, "b": 9, "bc": 5, "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": 86, "source_aliases": [ "LIS 464" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 464", "course_uid": "course_b7124aab0f885840575f8fab", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Bradley Bryant", "FANGZHOU WU" ], "a": 64, "ab": 12, "b": 6, "bc": 2, "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": 85, "source_aliases": [ "LIS 464" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 464", "course_uid": "course_b7124aab0f885840575f8fab", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Bradley Bryant", "FANGZHOU WU" ], "a": 71, "ab": 13, "b": 6, "bc": 2, "c": 0, "d": 1, "f": 2, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 95, "source_aliases": [ "LIS 464" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 464", "course_uid": "course_b7124aab0f885840575f8fab", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Bradley Bryant", "Jialin Liu" ], "a": 58, "ab": 18, "b": 7, "bc": 0, "c": 3, "d": 2, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 88, "source_aliases": [ "LIS 464" ] } ] ``` ### statistics #### gpa 3.691 #### graded 603 #### counts * 394 * 123 * 49 * 18 * 11 * 5 * 3 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_b7124aab0f885840575f8fab-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_b7124aab0f885840575f8fab-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_b7124aab0f885840575f8fab-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_b7124aab0f885840575f8fab-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_b7124aab0f885840575f8fab-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_b7124aab0f885840575f8fab-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_b7124aab0f885840575f8fab-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_b7124aab0f885840575f8fab-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_b7124aab0f885840575f8fab-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_b7124aab0f885840575f8fab-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.6907131011608625 #### count 603 #### university ##### size 4326 ##### gpa Percentile 40 ##### count Percentile 88 ##### median Count 121 ##### 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 | 12 | false | | 2.8–3.2 | 236 | false | | 3.2–3.6 | 1054 | false | | 3.6–4.0 | 3024 | true | #### departments ```json [ { "subject": "LIS", "comparison": { "size": 58, "gpaPercentile": 18, "countPercentile": 89, "medianCount": 173.5, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 5, "current": false }, { "range": "3.6–4.0", "count": 53, "current": true } ] } } ] ``` ### terms #### 1224 ##### term 1224 ##### gpa 3.8863636363636362 ##### count 22 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1232 ##### term 1232 ##### gpa 3.84 ##### count 25 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1234 ##### term 1234 ##### gpa 3.5 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1242 ##### term 1242 ##### gpa 3.5833333333333335 ##### count 84 ##### university ###### size 1295 ###### gpa Percentile 42 ###### count Percentile 59 ###### 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": "LIS", "comparison": { "size": 21, "gpaPercentile": 5, "countPercentile": 60, "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": true }, { "range": "3.6–4.0", "count": 18, "current": false } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 3.7119565217391304 ##### count 92 ##### university ###### size 1241 ###### gpa Percentile 57 ###### count Percentile 65 ###### 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": 23, "countPercentile": 73, "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 } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.616279069767442 ##### count 86 ##### university ###### size 1333 ###### gpa Percentile 43 ###### count Percentile 59 ###### 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": 10, "countPercentile": 76, "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 } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.788235294117647 ##### count 85 ##### university ###### size 1289 ###### gpa Percentile 65 ###### count Percentile 61 ###### 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 | false | | 3.2–3.6 | 379 | false | | 3.6–4.0 | 765 | true | ##### departments ```json [ { "subject": "LIS", "comparison": { "size": 22, "gpaPercentile": 48, "countPercentile": 57, "medianCount": 71.5, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 19, "current": true } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.721052631578947 ##### count 95 ##### university ###### size 1320 ###### gpa Percentile 53 ###### count Percentile 63 ###### median Count 70 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 8 | false | | 2.8–3.2 | 133 | false | | 3.2–3.6 | 381 | false | | 3.6–4.0 | 797 | true | ##### departments ```json [ { "subject": "LIS", "comparison": { "size": 22, "gpaPercentile": 43, "countPercentile": 52, "medianCount": 89.5, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 5, "current": false }, { "range": "3.6–4.0", "count": 17, "current": true } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 3.6818181818181817 ##### count 88 ##### university ###### size 1283 ###### gpa Percentile 48 ###### count Percentile 63 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 20 | false | | 2.8–3.2 | 130 | false | | 3.2–3.6 | 343 | false | | 3.6–4.0 | 789 | true | ##### departments ```json [ { "subject": "LIS", "comparison": { "size": 26, "gpaPercentile": 24, "countPercentile": 56, "medianCount": 68.5, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 4, "current": false }, { "range": "3.6–4.0", "count": 22, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 4326 ###### gpa 3.6988471432532406 ###### top Share 84.26784333877397 ###### count 121 ##### LIS ###### size 58 ###### gpa 3.8231613885201896 ###### top Share 92.08665418013412 ###### count 173.5 #### terms ##### 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 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### LIS ###### size 12 ###### gpa 3.823506024254057 ###### top Share 92.61444646373904 ###### count 52.5 ##### 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 ##### 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 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### LIS ###### size 22 ###### gpa 3.7638187275898236 ###### top Share 89.4253626336275 ###### count 71.5 ##### 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 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### LIS ###### size 26 ###### gpa 3.7763648214424603 ###### top Share 89.64354345968482 ###### count 68.5 ## instructor Trends ```json [ { "uid": "instructor_2e390ab22c18ef5a55f44e44", "name": "FANGZHOU WU", "count": 358, "terms": [ { "term": "1244", "count": 92, "sections": 1, "gpa": 3.7119565217391304 }, { "term": "1252", "count": 86, "sections": 1, "gpa": 3.616279069767442 }, { "term": "1254", "count": 85, "sections": 1, "gpa": 3.788235294117647 }, { "term": "1262", "count": 95, "sections": 1, "gpa": 3.721052631578947 } ] }, { "uid": "instructor_b53364e3ef3094f65db7f252", "name": "BRADLEY BRYANT", "count": 268, "terms": [ { "term": "1254", "count": 85, "sections": 1, "gpa": 3.788235294117647 }, { "term": "1262", "count": 95, "sections": 1, "gpa": 3.721052631578947 }, { "term": "1264", "count": 88, "sections": 1, "gpa": 3.6818181818181817 } ] }, { "uid": "instructor_b3c95f0a33bef0659ca7b18a", "name": "KRISTIN ESCHENFELDER", "count": 195, "terms": [ { "term": "1232", "count": 25, "sections": 1, "gpa": 3.84 }, { "term": "1242", "count": 84, "sections": 1, "gpa": 3.5833333333333335 }, { "term": "1252", "count": 86, "sections": 1, "gpa": 3.616279069767442 } ] }, { "uid": "instructor_835aff0aa0a599a43ec329b5", "name": "CHAOQUN NI", "count": 140, "terms": [ { "term": "1224", "count": 22, "sections": 1, "gpa": 3.8863636363636362 }, { "term": "1234", "count": 26, "sections": 1, "gpa": 3.5 }, { "term": "1244", "count": 92, "sections": 1, "gpa": 3.7119565217391304 } ] }, { "uid": "instructor_b5ada9a25cfffd8e61afad06", "name": "JIALIN LIU", "count": 88, "terms": [ { "term": "1264", "count": 88, "sections": 1, "gpa": 3.6818181818181817 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### gpa 3.650577549477964 ### grades | grade | percentage | | ----- | ------------------- | | A | 60.58827969657272 | | AB | 22.63349949406494 | | B | 9.766696573687362 | | BC | 4.642563327877451 | | C | 1.0747417533540293 | | D | 0.43140638481449517 | | F | 0.8628127696289903 | ### source Terms * 1262 * 1252 * 1242 ### source Count 265 ### same Season true ### historical Range * 3.583333333333333 * 3.7210526315789476