# BMI 884: Biomedical Data Science Professional Skills 2 | UW–Madison [View on UW Courses](https://uwcourses.com/courses/BMI_884) ## 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 5a9e8fd63dbbd7752fa333d1e35843b8cdaf1e6d3611e52d2d1aaf3369d0d610 ### course id BMI 884 ### course uid course\_bb90a3c9397aea756c088eb7 ### catalog version id 5ef35159dd2e263fd7e391d5dfd8f9bb611d4806cec21766281d38756990f18f ### course number 884 ### subjects * BMI ### title BIOMEDICAL DATA SCIENCE PROFESSIONAL SKILLS 2 ### description A variety of skills that are important for a successful research career are often left to students to develop on their own. This course attempts to fill many of those gaps, including writing and reviewing papers, securing research funding, giving talks, presenting posters, making a personal website, job opportunities in universities and industry, and teaching. ### requirements text B M I 883 ### credits min 1 ### credits max 1 ### credit offering ids * 1272:210:024886 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id c17b3cc97f1f4dbbc778110a554aa1a156c74b32f9e3bd97c18169e96df34de6 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary BMI 884 teaches essential research career skills such as paper writing, securing funding, and career planning. ### llm topics * Academic writing and reviewing * Research funding acquisition * Scientific presentation * Personal academic branding * Career and teaching opportunities ### llm skills * Research career skills including writing, funding, and teaching ### llm assumed background * Graduate or professional standing ### llm search phrases * biomedical data science professional skills * research career skills graduate * academic writing and funding BMI ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash a780573fb47b975869c7766b559574c99d07389235c605f70487db3f18e5356b #### course id BMI 884 #### current instructors ```json [ { "instructor_uid": "instructor_4dd4918b94120c86b66eb653", "message": "No course-specific reviews available", "name": "Karl Broman", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "BMI 884", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "source_record": { "entity_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "BMI 884", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "source_record": { "entity_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "BMI 884", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "source_record": { "entity_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2023: 3.83 GPA, 100.0% A/AB (n=6 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=10 letter grades); Fall 2025: 3.33 GPA, 66.7% A/AB (n=6 letter grades)." } ] } ] ``` #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Fall 2023: 3.83 GPA, 100.0% A/AB (n=6 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=10 letter grades); Fall 2025: 3.33 GPA, 66.7% A/AB (n=6 letter grades). ```json { "citations": [ { "course_id": "BMI 884", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "BMI 884", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "BMI 884", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history KARL BROMAN is recorded teaching in Spring 2022, Spring 2023, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "BMI 884", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "source_record": { "entity_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "BMI 884", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "source_record": { "entity_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "BMI 884", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "source_record": { "entity_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "BMI 884", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "source_record": { "entity_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "BMI 884", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "source_record": { "entity_id": "fc6ab704-6933-3b83-ae89-a3075d6d76c5", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": null, "course": { "course_number": 883, "minimum_grade": null, "subjects": [ "BMI" ], "timing": "prior" }, "evidence": "B M I 883", "id": "n0", "kind": "course" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors | instructor\_uid | source | source\_instructor\_id | identity\_basis | identity\_status | name | email | first\_observed\_at | last\_observed\_at | instructor\_url | | ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | ----------- | ---------------- | -------------------------------- | -------------------------------- | ------------------------- | | instructor\_4dd4918b94120c86b66eb653 | enrollment | broman | netid | source\_identified | Karl Broman | BROMAN\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/KARL\_BROMAN | ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:210:024886", "course_id": "BMI 884", "course_uid": "course_bb90a3c9397aea756c088eb7", "term_id": "1272", "source_course_id": "024886", "source_subject_id": "210", "title": "Biomedical Data Science Professional Skills 2", "credits_min": 1, "credits_max": 1, "typically_offered": "Spring" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:28315", "term_id": "1272", "source_section_id": "28315", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 10, "enrolled": 13, "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_4dc0ed35fbec7f30ec13865e", "source": "madgrades", "source_instructor_id": "4541610", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KARL BROMAN", "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": 3.771, "graded": 304, "counts": [ 223, 49, 14, 10, 8, 0, 0 ], "sections": 59 }, "instructor_url": "/instructors/KARL_BROMAN--instructor_4dc0ed35fbec7f30ec13865e" }, { "instructor_uid": "instructor_4dd4918b94120c86b66eb653", "source": "enrollment", "source_instructor_id": "broman", "identity_basis": "netid", "identity_status": "source_identified", "name": "Karl Broman", "email": "BROMAN@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/KARL_BROMAN" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BMI 884", "course_uid": "course_bb90a3c9397aea756c088eb7", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Karl Broman" ], "a": 5, "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": 7, "source_aliases": [ "BMI 884" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BMI 884", "course_uid": "course_bb90a3c9397aea756c088eb7", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Karl Broman" ], "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": [ "BMI 884" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BMI 884", "course_uid": "course_bb90a3c9397aea756c088eb7", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Karl Broman" ], "a": 4, "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": 6, "source_aliases": [ "BMI 884" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BMI 884", "course_uid": "course_bb90a3c9397aea756c088eb7", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Karl Broman" ], "a": 10, "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": 10, "source_aliases": [ "BMI 884" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BMI 884", "course_uid": "course_bb90a3c9397aea756c088eb7", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Karl Broman" ], "a": 3, "ab": 1, "b": 0, "bc": 1, "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": 6, "source_aliases": [ "BMI 884" ] } ] ``` ### statistics #### gpa 3.793 #### graded 29 #### counts * 22 * 5 * 0 * 1 * 1 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_bb90a3c9397aea756c088eb7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_bb90a3c9397aea756c088eb7-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_bb90a3c9397aea756c088eb7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_bb90a3c9397aea756c088eb7-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_bb90a3c9397aea756c088eb7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_bb90a3c9397aea756c088eb7-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_bb90a3c9397aea756c088eb7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_bb90a3c9397aea756c088eb7-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.793103448275862 #### count 29 #### departments | subject | comparison | | ------- | ---------- | | BMI | | ### terms #### 1224 ##### term 1224 ##### gpa 3.857142857142857 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | BMI | | #### 1242 ##### term 1242 ##### gpa 3.8333333333333335 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | BMI | | #### 1252 ##### term 1252 ##### gpa 4 ##### count 10 ##### departments | subject | comparison | | ------- | ---------- | | BMI | | #### 1262 ##### term 1262 ##### gpa 3.3333333333333335 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | BMI | | ### benchmarks #### all ##### school ###### size 3382 ###### gpa 3.6780862690280274 ###### top Share 83.05987676235628 ###### count 95 ##### BMI ###### size 16 ###### gpa 3.8080881350435085 ###### top Share 90.50887915281604 ###### count 47 #### terms ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ##### 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 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ## instructor Trends ```json [ { "uid": "instructor_4dc0ed35fbec7f30ec13865e", "name": "KARL BROMAN", "count": 29, "terms": [ { "term": "1224", "count": 7, "sections": 1, "gpa": 3.857142857142857 }, { "term": "1242", "count": 6, "sections": 1, "gpa": 3.8333333333333335 }, { "term": "1252", "count": 10, "sections": 1, "gpa": 4 }, { "term": "1262", "count": 6, "sections": 1, "gpa": 3.3333333333333335 } ] } ] ``` ## following None recorded.