# LIS 646: Introduction to Info Architecture and Interaction Design for the Web | UW–Madison [View on UW Courses](https://uwcourses.com/courses/LIS_646) ## 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 47abb79f4fd6071037256ede5b8f90a3fb316cca2f1990bf09282055411e6a53 ### course id LIS 646 ### course uid course\_90e904beca70cf196d441b21 ### catalog version id e385963438561275cb074740f25a3ce7a2c6d59f1010512dc631285642310c36 ### course number 646 ### subjects * LIS ### title INTRODUCTION TO INFO ARCHITECTURE AND INTERACTION DESIGN FOR THE WEB ### description Basic concepts in information architecture, digital interaction design, usability testing, navigation, evaluation, and accessibility through planning, design and development of a web based information product or service. Also covers introductory web development technologies. ### requirements text Junior standing ### credits min 3 ### credits max 3 ### credit offering ids * 1272:544:022170 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id a1d3f55da8793fbfa987333a7ce9a5aa1dd483eed08c8ac53a0dd4e225ea4362 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Covers information architecture, interaction design, and usability through the development of a web-based product. ### llm topics * Information architecture * Digital interaction design * Navigation * Usability testing * Evaluation * Accessibility ### llm skills * Planning, design, and development of web-based information products * Usability testing * Evaluation of information products * Accessibility in web design * Introductory web development technologies ### llm assumed background None recorded. ### llm search phrases * information architecture * interaction design * usability testing * web development * accessibility ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 793d0d518b64239c5d51b24262120cbff0537187d977898b9e5afb3e5dea2d43 #### course id LIS 646 #### current instructors ```json [ { "instructor_uid": "instructor_0c6e218296c258ea4f4f8ef3", "message": "No course-specific reviews available", "name": "Jeff Nyhoff", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2840015", "summary": [ { "citations": [ { "course_id": "LIS 646", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", "source_record": { "entity_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "LIS 646", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", "source_record": { "entity_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "LIS 646", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", "source_record": { "entity_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ], "text": "Recent recorded grades — Fall 2025: 4.00 GPA, 100.0% A/AB (n=42 letter grades); Spring 2026: 3.91 GPA, 93.2% A/AB (n=88 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 — Spring 2025: 3.56 GPA, 73.3% A/AB (n=45 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=42 letter grades); Spring 2026: 3.91 GPA, 93.2% A/AB (n=88 letter grades). ```json { "citations": [ { "course_id": "LIS 646", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "LIS 646", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "LIS 646", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history JEFF NYHOFF is recorded teaching in Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "LIS 646", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", "source_record": { "entity_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "LIS 646", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", "source_record": { "entity_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "LIS 646", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", 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"run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", "source_record": { "entity_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "LIS 646", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", "source_record": { "entity_id": "9a5f3759-93d9-3f58-b35e-60d7d29ab771", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": "Junior standing", "course": null, "evidence": "Junior standing", "id": "n0", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_0c6e218296c258ea4f4f8ef3", "source": "enrollment", "source_instructor_id": "jnyhoff", "identity_basis": "netid", "identity_status": "source_identified", "name": "Jeff Nyhoff", "email": "JNYHOFF@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": 37, "quality": 3.35, "difficulty": 1.43, "quality_count": 37, "difficulty_count": 37, "profile_id": "rmp:2840015", "source_url": "https://www.ratemyprofessors.com/professor/2840015", "match_basis": "exact_name", "observed_at": "2026-09-07 16:33:48.086393+00:00", "courses": { "course_72fca04984de023263764214": { "review_count": 27, "quality": 3.81, "difficulty": 1.41, "quality_count": 27, "difficulty_count": 27 }, "course_eefb8f2e349aefa0dedfe2e4": { "review_count": 5, "quality": 2, "difficulty": 1, "quality_count": 5, "difficulty_count": 5 }, 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"class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 80, "enrolled": 76, "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_6aaecbfe434c4450f6f26104", "source": "madgrades", "source_instructor_id": "201172", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DEBRA SHAPIRO", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 3, "quality": 5, "difficulty": 3, "quality_count": 3, "difficulty_count": 3, "profile_id": "rmp:965168", "source_url": "https://www.ratemyprofessors.com/professor/965168", "match_basis": "exact_name", "observed_at": "2026-09-07 16:44:02.112888+00:00", "courses": { "course_ce260f218d29b33c7cb081fc": { "review_count": 2, "quality": 5, "difficulty": 3, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.8345093769970395, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.899, "graded": 911, "counts": [ 764, 118, 24, 2, 3, 0, 0 ], "sections": 112 }, "instructor_url": "/instructors/DEBRA_SHAPIRO--instructor_6aaecbfe434c4450f6f26104" }, { "instructor_uid": "instructor_4366b53fcb36dd59f93fe83e", "source": "madgrades", "source_instructor_id": "4586684", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YUQI HE", "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": 3.712, "graded": 106, "counts": [ 59, 33, 14, 0, 0, 0, 0 ], "sections": 6 }, "instructor_url": "/instructors/YUQI_HE--instructor_4366b53fcb36dd59f93fe83e" }, { "instructor_uid": "instructor_7739b4540569f973133d9403", "source": "madgrades", "source_instructor_id": "4104560", "identity_basis": 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"counts": [ 511, 56, 32, 21, 8, 2, 7 ], "sections": 32 }, "instructor_url": "/instructors/DAVID_MCHUGH--instructor_419ef5af9f1912854ea5d206" }, { "instructor_uid": "instructor_a23d3fd3d943e447947cdf74", "source": "madgrades", "source_instructor_id": "6656097", "identity_basis": "source_id", "identity_status": "source_identified", "name": "AUSTIN STROUD", "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": 3.963, "graded": 27, "counts": [ 25, 2, 0, 0, 0, 0, 0 ], "sections": 3 }, "instructor_url": "/instructors/AUSTIN_STROUD--instructor_a23d3fd3d943e447947cdf74" }, { "instructor_uid": "instructor_a7fda2e60b234bf26701cf6b", "source": "madgrades", "source_instructor_id": "6688947", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JENNY BENEVENTO", "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": 3.653, "graded": 72, "counts": [ 49, 8, 7, 6, 1, 1, 0 ], "sections": 6 }, "instructor_url": "/instructors/JENNY_BENEVENTO" }, { "instructor_uid": "instructor_16a2cf427f1a74aaf5b583cd", "source": "madgrades", "source_instructor_id": "6493017", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JEFF NYHOFF", "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": 37, "quality": 3.35, "difficulty": 1.43, "quality_count": 37, "difficulty_count": 37, "profile_id": "rmp:2840015", "source_url": "https://www.ratemyprofessors.com/professor/2840015", "match_basis": "exact_name", "observed_at": "2026-09-07 16:33:48.086393+00:00", "courses": { "course_72fca04984de023263764214": { "review_count": 27, "quality": 3.81, "difficulty": 1.41, "quality_count": 27, "difficulty_count": 27 }, "course_eefb8f2e349aefa0dedfe2e4": { "review_count": 5, "quality": 2, "difficulty": 1, "quality_count": 5, "difficulty_count": 5 }, "course_28c3390ba944d49fd17f7c72": { "review_count": 5, "quality": 2.2, "difficulty": 2, "quality_count": 5, "difficulty_count": 5 } }, "bayesian_quality": 3.4586616784374016, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.822, "graded": 1863, "counts": [ 1590, 108, 82, 38, 15, 11, 19 ], "sections": 26 }, "instructor_url": "/instructors/JEFF_NYHOFF--instructor_16a2cf427f1a74aaf5b583cd" }, { "instructor_uid": "instructor_0c6e218296c258ea4f4f8ef3", "source": "enrollment", "source_instructor_id": "jnyhoff", "identity_basis": "netid", "identity_status": "source_identified", "name": "Jeff Nyhoff", "email": "JNYHOFF@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": 37, "quality": 3.35, "difficulty": 1.43, "quality_count": 37, "difficulty_count": 37, "profile_id": "rmp:2840015", "source_url": "https://www.ratemyprofessors.com/professor/2840015", "match_basis": "exact_name", "observed_at": "2026-09-07 16:33:48.086393+00:00", "courses": { "course_72fca04984de023263764214": { "review_count": 27, "quality": 3.81, "difficulty": 1.41, "quality_count": 27, "difficulty_count": 27 }, "course_eefb8f2e349aefa0dedfe2e4": { "review_count": 5, "quality": 2, "difficulty": 1, "quality_count": 5, "difficulty_count": 5 }, "course_28c3390ba944d49fd17f7c72": { "review_count": 5, "quality": 2.2, "difficulty": 2, "quality_count": 5, "difficulty_count": 5 } }, "bayesian_quality": 3.4586616784374016, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/JEFF_NYHOFF" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 646", "course_uid": "course_90e904beca70cf196d441b21", "term_id": "1182", "term_name": "Fall 2017", "instructors": [ "DEBRA SHAPIRO" ], "a": 9, "ab": 0, "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": 10, "source_aliases": [ "LIS 646" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 646", "course_uid": "course_90e904beca70cf196d441b21", "term_id": "1184", "term_name": "Spring 2018", "instructors": [ "YUQI HE" ], "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 646" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 646", "course_uid": "course_90e904beca70cf196d441b21", "term_id": "1192", "term_name": "Fall 2018", "instructors": [ "Jacob Ineichen" ], "a": 20, "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": 21, "source_aliases": [ "LIS 646" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 646", "course_uid": "course_90e904beca70cf196d441b21", "term_id": "1194", "term_name": "Spring 2019", "instructors": [ "DEBRA SHAPIRO" ], "a": 18, "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": 19, "source_aliases": [ "LIS 646" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 646", "course_uid": "course_90e904beca70cf196d441b21", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "Jacob Ineichen" ], "a": 8, "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": 8, "source_aliases": [ "LIS 646" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 646", "course_uid": "course_90e904beca70cf196d441b21", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "DEBRA SHAPIRO" ], "a": 21, "ab": 6, "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 646" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 646", "course_uid": "course_90e904beca70cf196d441b21", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "Jacob Ineichen" ], "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 646" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 646", "course_uid": "course_90e904beca70cf196d441b21", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Jacob Ineichen" ], "a": 3, "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": 7, "source_aliases": [ "LIS 646" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 646", "course_uid": "course_90e904beca70cf196d441b21", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "BECKY DEITENBECK" ], "a": 9, "ab": 5, "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": 15, "source_aliases": [ "LIS 646" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 646", "course_uid": "course_90e904beca70cf196d441b21", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "DEBRA SHAPIRO" ], "a": 18, "ab": 2, "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": 20, "source_aliases": [ "LIS 646" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 646", "course_uid": "course_90e904beca70cf196d441b21", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "David McHugh" ], "a": 14, "ab": 0, "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": 16, "source_aliases": [ "LIS 646" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 646", "course_uid": "course_90e904beca70cf196d441b21", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "AUSTIN STROUD" ], "a": 25, "ab": 2, "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 646" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 646", "course_uid": "course_90e904beca70cf196d441b21", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Jacob Ineichen" ], "a": 10, "ab": 12, "b": 3, "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 646" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 646", "course_uid": "course_90e904beca70cf196d441b21", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "JENNY BENEVENTO" ], "a": 29, "ab": 4, "b": 4, "bc": 6, "c": 1, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 45, "source_aliases": [ "LIS 646" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 646", "course_uid": "course_90e904beca70cf196d441b21", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Jeff Nyhoff" ], "a": 42, "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": 42, "source_aliases": [ "LIS 646" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 646", "course_uid": "course_90e904beca70cf196d441b21", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Jeff Nyhoff" ], "a": 81, "ab": 1, "b": 5, "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": 88, "source_aliases": [ "LIS 646" ] } ] ``` ### statistics #### gpa 3.862 #### graded 370 #### counts * 307 * 38 * 16 * 6 * 2 * 1 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_90e904beca70cf196d441b21-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_90e904beca70cf196d441b21-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_90e904beca70cf196d441b21-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_90e904beca70cf196d441b21-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_90e904beca70cf196d441b21-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_90e904beca70cf196d441b21-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_90e904beca70cf196d441b21-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_90e904beca70cf196d441b21-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.862162162162162 #### count 370 #### university ##### size 4994 ##### gpa Percentile 67 ##### count Percentile 73 ##### median Count 153 ##### 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 | 7 | false | | 2.8–3.2 | 258 | false | | 3.2–3.6 | 1239 | false | | 3.6–4.0 | 3489 | true | #### departments ```json [ { "subject": "LIS", "comparison": { "size": 66, "gpaPercentile": 45, "countPercentile": 74, "medianCount": 223, "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": 6, "current": false }, { "range": "3.6–4.0", "count": 59, "current": true } ] } } ] ``` ### terms #### 1182 ##### term 1182 ##### gpa 3.9 ##### count 10 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1192 ##### term 1192 ##### gpa 3.9761904761904763 ##### count 21 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1194 ##### term 1194 ##### gpa 3.973684210526316 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1202 ##### term 1202 ##### gpa 4 ##### count 8 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1204 ##### term 1204 ##### gpa 3.888888888888889 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1222 ##### term 1222 ##### gpa 3.7142857142857144 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1232 ##### term 1232 ##### gpa 3.7666666666666666 ##### count 15 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1234 ##### term 1234 ##### gpa 3.95 ##### count 20 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1242 ##### term 1242 ##### gpa 3.875 ##### count 16 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1244 ##### term 1244 ##### gpa 3.962962962962963 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1252 ##### term 1252 ##### gpa 3.64 ##### count 25 ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1254 ##### term 1254 ##### gpa 3.5555555555555554 ##### count 45 ##### university ###### size 1289 ###### gpa Percentile 37 ###### count Percentile 28 ###### 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 | true | | 3.6–4.0 | 765 | false | ##### departments ```json [ { "subject": "LIS", "comparison": { "size": 22, "gpaPercentile": 10, "countPercentile": 33, "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": true }, { "range": "3.6–4.0", "count": 19, "current": false } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 4 ##### count 42 ##### university ###### size 1320 ###### gpa Percentile 95 ###### count Percentile 24 ###### median Count 70 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 8 | false | | 2.8–3.2 | 133 | false | | 3.2–3.6 | 381 | false | | 3.6–4.0 | 797 | true | ##### departments ```json [ { "subject": "LIS", "comparison": { "size": 22, "gpaPercentile": 100, "countPercentile": 14, "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 3.914772727272727 ##### count 88 ##### university ###### size 1283 ###### gpa Percentile 82 ###### 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": 80, "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 4994 ###### gpa 3.6985002778204983 ###### top Share 84.24631545014697 ###### count 153 ##### LIS ###### size 66 ###### gpa 3.8248561316856526 ###### top Share 92.29999982552405 ###### count 223 #### terms ##### 1182 ###### school ###### size 1025 ###### gpa 3.474159360325319 ###### top Share 70.34861441764347 ###### count 69 ##### 1184 ###### school ###### size 1010 ###### gpa 3.47925290354517 ###### top Share 70.86270937115944 ###### count 68 ##### 1192 ###### school ###### size 1077 ###### gpa 3.50327634323125 ###### top Share 72.44641925727845 ###### count 67 ##### 1194 ###### school ###### size 1040 ###### gpa 3.4906527436719808 ###### top Share 71.74728845515045 ###### count 67 ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### 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 ##### 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_16a2cf427f1a74aaf5b583cd", "name": "JEFF NYHOFF", "count": 130, "terms": [ { "term": "1262", "count": 42, "sections": 3, "gpa": 4 }, { "term": "1264", "count": 88, "sections": 4, "gpa": 3.914772727272727 } ] }, { "uid": "instructor_6aaecbfe434c4450f6f26104", "name": "DEBRA SHAPIRO", "count": 76, "terms": [ { "term": "1182", "count": 10, "sections": 2, "gpa": 3.9 }, { "term": "1194", "count": 19, "sections": 3, "gpa": 3.973684210526316 }, { "term": "1204", "count": 27, "sections": 2, "gpa": 3.888888888888889 }, { "term": "1234", "count": 20, "sections": 2, "gpa": 3.95 } ] }, { "uid": "instructor_7739b4540569f973133d9403", "name": "JACOB INEICHEN", "count": 61, "terms": [ { "term": "1192", "count": 21, "sections": 1, "gpa": 3.9761904761904763 }, { "term": "1202", "count": 8, "sections": 1, "gpa": 4 }, { "term": "1222", "count": 7, "sections": 1, "gpa": 3.7142857142857144 }, { "term": "1252", "count": 25, "sections": 3, "gpa": 3.64 } ] }, { "uid": "instructor_a7fda2e60b234bf26701cf6b", "name": "JENNY BENEVENTO", "count": 45, "terms": [ { "term": "1254", "count": 45, "sections": 4, "gpa": 3.5555555555555554 } ] }, { "uid": "instructor_a23d3fd3d943e447947cdf74", "name": "AUSTIN STROUD", "count": 27, "terms": [ { "term": "1244", "count": 27, "sections": 3, "gpa": 3.962962962962963 } ] }, { "uid": "instructor_419ef5af9f1912854ea5d206", "name": "DAVID MCHUGH", "count": 16, "terms": [ { "term": "1242", "count": 16, "sections": 2, "gpa": 3.875 } ] }, { "uid": "instructor_873cdfd8e5919c47900faaa4", "name": "BECKY DEITENBECK", "count": 15, "terms": [ { "term": "1232", "count": 15, "sections": 2, "gpa": 3.7666666666666666 } ] } ] ``` ## following None recorded.