# INTEGSCI 150: Exploring Research in STEM | UW–Madison [View on UW Courses](https://uwcourses.com/courses/INTEGSCI_150) ## 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 f78fc1068384924f46c127eb43955d52e965490cb20bb9142a61884f095bc32b ### course id INTEGSCI 150 ### course uid course\_e3d91595d68d8cf65360005d ### catalog version id c43e887420fa12d4dbd19608155e3a19814eada9c84c15e8b1648e0a7c68728b ### course number 150 ### subjects * INTEGSCI ### title EXPLORING RESEARCH IN STEM ### description Offers an overview of the research process and opportunities to build skills in reading scientific literature. Understand different approaches to science and to be flexible in thinking about gathering evidence or solving problems. Supports articulation of research interests, identifying potential research mentors, and writing professional emails to secure research opportunities. Explore STEM careers and pathways that can come from engaging in research. ### requirements text None ### credits min 1 ### credits max 1 ### credit offering ids * 1272:503:010515 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id e4188c2c8241b0c84323359d74e970877c581a97ac98379ef94129a829d33046 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Exploring Research in STEM introduces the research process, scientific literature reading, and professional outreach to secure research opportunities. ### llm topics * Research process overview * Approaches to science * Identifying research mentors * STEM career pathways ### llm skills * Reading scientific literature * Flexible problem solving and evidence gathering * Professional communication for research outreach * Articulating research interests ### llm assumed background None recorded. ### llm search phrases * STEM research introduction * scientific literature reading skills * research mentorship email writing * STEM career pathways ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 9eb15df96e57927021a5906775adf02aa49dbcd0d7112c9bf3f87600d50fbc96 #### course id INTEGSCI 150 #### current instructors ```json [ { "instructor_uid": "instructor_c2c3007ad55ed3aeef3a08b9", "message": "No course-specific reviews available", "name": "Sarah Sweger", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "INTEGSCI 150", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "source_record": { "entity_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "INTEGSCI 150", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "source_record": { "entity_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "INTEGSCI 150", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "source_record": { "entity_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "INTEGSCI 150", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "source_record": { "entity_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ], "text": "Recent recorded grades — Spring 2025: 4.00 GPA, 100.0% A/AB (n=14 letter grades); Fall 2025: 3.95 GPA, 96.9% A/AB (n=32 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=15 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: 3.96 GPA, 97.1% A/AB (n=35 letter grades); Fall 2025: 3.95 GPA, 96.9% A/AB (n=32 letter grades); Spring 2026: 3.96 GPA, 97.9% A/AB (n=47 letter grades). ```json { "citations": [ { "course_id": "INTEGSCI 150", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "INTEGSCI 150", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "INTEGSCI 150", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "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 SARAH SWEGER is recorded teaching in Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "INTEGSCI 150", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "source_record": { "entity_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "INTEGSCI 150", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "source_record": { "entity_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "INTEGSCI 150", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "source_record": { "entity_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "INTEGSCI 150", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "source_record": { "entity_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "INTEGSCI 150", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "source_record": { "entity_id": "cdd70705-a6c3-3ea3-bbf1-d9f7944b6da7", "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": "None", "course": null, "evidence": "None", "id": "source_requirements", "kind": "condition" } ] ``` #### notes * Display fallback using original requirements text; not an LLM-parsed rule. #### root source\_requirements #### status needs\_review ### instructors | instructor\_uid | source | source\_instructor\_id | identity\_basis | identity\_status | name | email | first\_observed\_at | last\_observed\_at | instructor\_url | | ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | ------------ | ----------------- | -------------------------------- | -------------------------------- | -------------------------- | | instructor\_c2c3007ad55ed3aeef3a08b9 | enrollment | ssweger | netid | source\_identified | Sarah Sweger | SSWEGER\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/SARAH\_SWEGER | ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:503:010515", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1272", "source_course_id": "010515", "source_subject_id": "503", "title": "Exploring Research in STEM", "credits_min": 1, "credits_max": 1, "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:1272:18768", "term_id": "1272", "source_section_id": "18768", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 25, "enrolled": 23, "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:1272:27841", "term_id": "1272", "source_section_id": "27841", "identity_basis": "class_number", "section_number": "002", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 16, "enrolled": 15, "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_6e17a876088860873959f24f", "source": "madgrades", "source_instructor_id": "3775873", "identity_basis": "source_id", "identity_status": "source_identified", "name": "AMBER ROBERTSON SMITH", "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": 3.918, "graded": 359, "counts": [ 331, 14, 6, 5, 1, 1, 1 ], "sections": 45 }, "instructor_url": "/instructors/AMBER_ROBERTSON_SMITH--instructor_6e17a876088860873959f24f" }, { "instructor_uid": "instructor_781b93618eed27e5647bb280", "source": "madgrades", "source_instructor_id": "4723595", "identity_basis": "source_id", "identity_status": "source_identified", "name": "LIZA CHANG", "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": 4.4, "difficulty": 1.5, "quality_count": 10, "difficulty_count": 10, "profile_id": "rmp:2879829", "source_url": "https://www.ratemyprofessors.com/professor/2879829", "match_basis": "exact_name", "observed_at": "2026-09-07 16:22:53.578918+00:00", "courses": {}, "bayesian_quality": 3.9064571890310638, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.748, "graded": 1004, "counts": [ 838, 29, 57, 21, 40, 6, 13 ], "sections": 29 }, "instructor_url": "/instructors/LIZA_CHANG--instructor_781b93618eed27e5647bb280" }, { "instructor_uid": "instructor_81bd9948ef50eec5466422f8", "source": "madgrades", "source_instructor_id": "3574850", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ANTHONY P AUGER", "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": 3.559, "graded": 1771, "counts": [ 1039, 306, 210, 100, 85, 26, 5 ], "sections": 140 }, "instructor_url": "/instructors/ANTHONY_P_AUGER" }, { "instructor_uid": "instructor_8d43546f9b10ed2ea2ffaa3f", "source": "madgrades", "source_instructor_id": "791784", "identity_basis": "source_id", "identity_status": "source_identified", "name": "NANCY RUGGERI", "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": 3.692, "graded": 182, "counts": [ 135, 12, 20, 6, 7, 1, 1 ], "sections": 13 }, "instructor_url": "/instructors/NANCY_RUGGERI--instructor_8d43546f9b10ed2ea2ffaa3f" }, { "instructor_uid": "instructor_25786f41be6bfc2e4b192250", "source": "madgrades", "source_instructor_id": "6683457", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SARAH SWEGER", "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": 3.933, "graded": 90, "counts": [ 86, 2, 1, 0, 0, 0, 1 ], "sections": 11 }, "instructor_url": "/instructors/SARAH_SWEGER--instructor_25786f41be6bfc2e4b192250" }, { "instructor_uid": "instructor_da3d5953aed4da4b66905559", "source": "madgrades", "source_instructor_id": "5906277", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MICHAEL PAYTON", "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": 3.106, "graded": 853, "counts": [ 282, 163, 170, 102, 68, 50, 18 ], "sections": 8 }, "instructor_url": "/instructors/MICHAEL_PAYTON--instructor_da3d5953aed4da4b66905559" }, { "instructor_uid": "instructor_c2c3007ad55ed3aeef3a08b9", "source": "enrollment", "source_instructor_id": "ssweger", "identity_basis": "netid", "identity_status": "source_identified", "name": "Sarah Sweger", "email": "SSWEGER@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/SARAH_SWEGER" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1182", "term_name": "Fall 2017", "instructors": [ "AMBER ROBERTSON SMITH" ], "a": 14, "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": 14, "source_aliases": [ "INTEGSCI 150" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1184", "term_name": "Spring 2018", "instructors": [ "AMBER ROBERTSON SMITH" ], "a": 14, "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": 14, "source_aliases": [ "INTEGSCI 150" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1192", "term_name": "Fall 2018", "instructors": [ "AMBER ROBERTSON SMITH" ], "a": 8, "ab": 0, "b": 0, "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": 9, "source_aliases": [ "INTEGSCI 150" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1194", "term_name": "Spring 2019", "instructors": [ "AMBER ROBERTSON SMITH", "Liza Chang" ], "a": 29, "ab": 0, "b": 0, "bc": 1, "c": 0, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 31, "source_aliases": [ "INTEGSCI 150" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "AMBER ROBERTSON SMITH", "Liza Chang" ], "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": [ "INTEGSCI 150" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "AMBER ROBERTSON SMITH", "Anthony Auger", "Liza Chang" ], "a": 14, "ab": 1, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 16, "source_aliases": [ "INTEGSCI 150" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "AMBER ROBERTSON SMITH", "Anthony Auger", "Liza Chang" ], "a": 17, "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": 17, "source_aliases": [ "INTEGSCI 150" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "AMBER ROBERTSON SMITH" ], "a": 8, "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": 9, "source_aliases": [ "INTEGSCI 150" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "AMBER ROBERTSON SMITH" ], "a": 8, "ab": 3, "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": 12, "source_aliases": [ "INTEGSCI 150" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "AMBER ROBERTSON SMITH" ], "a": 13, "ab": 0, "b": 0, "bc": 1, "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": [ "INTEGSCI 150" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "AMBER ROBERTSON SMITH" ], "a": 11, "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": 11, "source_aliases": [ "INTEGSCI 150" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "AMBER ROBERTSON SMITH", "NANCY RUGGERI" ], "a": 26, "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": 26, "source_aliases": [ "INTEGSCI 150" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "NANCY RUGGERI" ], "a": 28, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 29, "source_aliases": [ "INTEGSCI 150" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "NANCY RUGGERI", "Sarah Sweger" ], "a": 25, "ab": 1, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 27, "source_aliases": [ "INTEGSCI 150" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "MICHAEL PAYTON", "Sarah Sweger" ], "a": 33, "ab": 1, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 36, "source_aliases": [ "INTEGSCI 150" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Sarah Sweger" ], "a": 30, "ab": 1, "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": 32, "source_aliases": [ "INTEGSCI 150" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "INTEGSCI 150", "course_uid": "course_e3d91595d68d8cf65360005d", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "MICHAEL PAYTON", "NANCY RUGGERI", "Sarah Sweger" ], "a": 44, "ab": 2, "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": 47, "source_aliases": [ "INTEGSCI 150" ] } ] ``` ### statistics #### gpa 3.924 #### graded 350 #### counts * 330 * 9 * 5 * 2 * 1 * 0 * 3 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_e3d91595d68d8cf65360005d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_e3d91595d68d8cf65360005d-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_e3d91595d68d8cf65360005d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_e3d91595d68d8cf65360005d-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_e3d91595d68d8cf65360005d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_e3d91595d68d8cf65360005d-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_e3d91595d68d8cf65360005d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_e3d91595d68d8cf65360005d-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.9242857142857144 #### count 350 #### university ##### size 5099 ##### gpa Percentile 78 ##### count Percentile 72 ##### median Count 159 ##### 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 | 264 | false | | 3.2–3.6 | 1268 | false | | 3.6–4.0 | 3559 | true | #### departments | subject | comparison | | -------- | ---------- | | INTEGSCI | | ### terms #### 1182 ##### term 1182 ##### gpa 4 ##### count 14 ##### departments | subject | comparison | | -------- | ---------- | | INTEGSCI | | #### 1184 ##### term 1184 ##### gpa 4 ##### count 14 ##### departments | subject | comparison | | -------- | ---------- | | INTEGSCI | | #### 1192 ##### term 1192 ##### gpa 3.7777777777777777 ##### count 9 ##### departments | subject | comparison | | -------- | ---------- | | INTEGSCI | | #### 1194 ##### term 1194 ##### gpa 3.8225806451612905 ##### count 31 ##### university ###### size 1040 ###### gpa Percentile 79 ###### count Percentile 2 ###### 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 | 1 | false | | 2.4–2.8 | 23 | false | | 2.8–3.2 | 220 | false | | 3.2–3.6 | 342 | false | | 3.6–4.0 | 454 | true | ##### departments | subject | comparison | | -------- | ---------- | | INTEGSCI | | #### 1202 ##### term 1202 ##### gpa 4 ##### count 8 ##### departments | subject | comparison | | -------- | ---------- | | INTEGSCI | | #### 1204 ##### term 1204 ##### gpa 3.966666666666667 ##### count 15 ##### departments | subject | comparison | | -------- | ---------- | | INTEGSCI | | #### 1212 ##### term 1212 ##### gpa 4 ##### count 17 ##### departments | subject | comparison | | -------- | ---------- | | INTEGSCI | | #### 1222 ##### term 1222 ##### gpa 3.888888888888889 ##### count 9 ##### departments | subject | comparison | | -------- | ---------- | | INTEGSCI | | #### 1224 ##### term 1224 ##### gpa 3.7916666666666665 ##### count 12 ##### departments | subject | comparison | | -------- | ---------- | | INTEGSCI | | #### 1232 ##### term 1232 ##### gpa 3.892857142857143 ##### count 14 ##### departments | subject | comparison | | -------- | ---------- | | INTEGSCI | | #### 1234 ##### term 1234 ##### gpa 4 ##### count 11 ##### departments | subject | comparison | | -------- | ---------- | | INTEGSCI | | #### 1242 ##### term 1242 ##### gpa 4 ##### count 26 ##### departments | subject | comparison | | -------- | ---------- | | INTEGSCI | | #### 1244 ##### term 1244 ##### gpa 3.8620689655172415 ##### count 29 ##### departments | subject | comparison | | -------- | ---------- | | INTEGSCI | | #### 1252 ##### term 1252 ##### gpa 3.8333333333333335 ##### count 27 ##### departments | subject | comparison | | -------- | ---------- | | INTEGSCI | | #### 1254 ##### term 1254 ##### gpa 3.9571428571428573 ##### count 35 ##### university ###### size 1289 ###### gpa Percentile 89 ###### count Percentile 11 ###### 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 | subject | comparison | | -------- | ---------- | | INTEGSCI | | #### 1262 ##### term 1262 ##### gpa 3.953125 ##### count 32 ##### university ###### size 1320 ###### gpa Percentile 88 ###### count Percentile 5 ###### 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 | subject | comparison | | -------- | ---------- | | INTEGSCI | | #### 1264 ##### term 1264 ##### gpa 3.9574468085106385 ##### count 47 ##### university ###### size 1283 ###### gpa Percentile 89 ###### count Percentile 31 ###### 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 | subject | comparison | | -------- | ---------- | | INTEGSCI | | ### benchmarks #### all ##### school ###### size 5099 ###### gpa 3.6995792410818003 ###### top Share 84.30705259287105 ###### count 159 #### 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 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ##### 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 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ## instructor Trends ```json [ { "uid": "instructor_6e17a876088860873959f24f", "name": "AMBER ROBERTSON SMITH", "count": 180, "terms": [ { "term": "1182", "count": 14, "sections": 1, "gpa": 4 }, { "term": "1184", "count": 14, "sections": 1, "gpa": 4 }, { "term": "1192", "count": 9, "sections": 1, "gpa": 3.7777777777777777 }, { "term": "1194", "count": 31, "sections": 2, "gpa": 3.8225806451612905 }, { "term": "1202", "count": 8, "sections": 1, "gpa": 4 }, { "term": "1204", "count": 15, "sections": 1, "gpa": 3.966666666666667 }, { "term": "1212", "count": 17, "sections": 1, "gpa": 4 }, { "term": "1222", "count": 9, "sections": 1, "gpa": 3.888888888888889 }, { "term": "1224", "count": 12, "sections": 1, "gpa": 3.7916666666666665 }, { "term": "1232", "count": 14, "sections": 1, "gpa": 3.892857142857143 }, { "term": "1234", "count": 11, "sections": 1, "gpa": 4 }, { "term": "1242", "count": 26, "sections": 2, "gpa": 4 } ] }, { "uid": "instructor_8d43546f9b10ed2ea2ffaa3f", "name": "NANCY RUGGERI", "count": 81, "terms": [ { "term": "1242", "count": 26, "sections": 2, "gpa": 4 }, { "term": "1244", "count": 29, "sections": 2, "gpa": 3.8620689655172415 }, { "term": "1252", "count": 14, "sections": 1, "gpa": 4 }, { "term": "1264", "count": 12, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_25786f41be6bfc2e4b192250", "name": "SARAH SWEGER", "count": 74, "terms": [ { "term": "1252", "count": 13, "sections": 1, "gpa": 3.6538461538461537 }, { "term": "1254", "count": 14, "sections": 1, "gpa": 4 }, { "term": "1262", "count": 32, "sections": 2, "gpa": 3.953125 }, { "term": "1264", "count": 15, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_781b93618eed27e5647bb280", "name": "LIZA CHANG", "count": 56, "terms": [ { "term": "1194", "count": 16, "sections": 1, "gpa": 4 }, { "term": "1202", "count": 8, "sections": 1, "gpa": 4 }, { "term": "1204", "count": 15, "sections": 1, "gpa": 3.966666666666667 }, { "term": "1212", "count": 17, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_da3d5953aed4da4b66905559", "name": "MICHAEL PAYTON", "count": 41, "terms": [ { "term": "1254", "count": 21, "sections": 1, "gpa": 3.9285714285714284 }, { "term": "1264", "count": 20, "sections": 1, "gpa": 3.9 } ] }, { "uid": "instructor_81bd9948ef50eec5466422f8", "name": "ANTHONY P AUGER", "count": 32, "terms": [ { "term": "1204", "count": 15, "sections": 1, "gpa": 3.966666666666667 }, { "term": "1212", "count": 17, "sections": 1, "gpa": 4 } ] } ] ``` ## following None recorded.