# ABT 745: Industrial Applications in Regulatory Affairs | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ABT_745) ## 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 709d539c9981c3bc8a213eb12293369c9d522709fbe7663be242979b9c0d7176 ### course id ABT 745 ### course uid course\_cee85c01fc649b97d0d3ab2d ### catalog version id 20e77f601f1d6707a5ea1f497c8afc5472f2f27871fe7c6c33dc81cc468eaeb7 ### course number 745 ### subjects * ABT ### title INDUSTRIAL APPLICATIONS IN REGULATORY AFFAIRS ### description Examines regulatory environments in risk-based assessment of biotechnological developments in industry, agriculture, and probiotics ensuring consumer and environmental protection. Addresses how validation is essential to the incorporation of emerging technologies into viable, accessible, and successful products. Highlights the stakeholders' role in regulatory oversight and policy through relevant industry case studies. ### requirements text ABT 700,705, and710 ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 1971bf4dde76df0f338a53b2e68dc265634f24c2b6101478a9ef0c911047e1f9 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Industrial Applications in Regulatory Affairs examines regulatory environments and risk-based assessment for biotechnological developments in industry, agriculture, and probiotics. ### llm topics * Biotechnological developments in industry, agriculture, and probiotics * Consumer and environmental protection * Regulatory oversight and policy case studies ### llm skills * Risk-based assessment of biotechnological developments * Technology validation for product viability * Stakeholder analysis in regulatory oversight ### llm assumed background * Foundational biotechnology principles and techniques * Ethics, safety, and regulatory environments in biotechnology * Professional and technical communication in biotechnology ### llm search phrases * biotechnology regulatory affairs * risk assessment biotech industry * regulatory policy biotechnology * consumer protection biotech ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash e7d6d9f8791940c4fc1d701d7c43dcd5fbbd576315311bdd1286e0b5e4db3b95 #### course id ABT 745 #### current instructors None recorded. #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered false #### profile hash 672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e9285146d8c7e7f90 #### quick take Recent recorded grades — Spring 2024: 3.43 GPA, 85.7% A/AB (n=7 letter grades); Spring 2025: 3.75 GPA, 83.3% A/AB (n=12 letter grades); Spring 2026: 3.58 GPA, 83.3% A/AB (n=12 letter grades). ```json { "citations": [ { "course_id": "ABT 745", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ac1cd67d-ed27-357a-975f-fb1f95e95c5b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "ABT 745", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ac1cd67d-ed27-357a-975f-fb1f95e95c5b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ABT 745", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ac1cd67d-ed27-357a-975f-fb1f95e95c5b", "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 None recorded. #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3" ], "condition": null, "course": null, "evidence": "ABT 700,705, and710", "id": "n0", "kind": "all" }, { "children": [], "condition": null, "course": { "course_number": 700, "minimum_grade": null, "subjects": [ "ABT" ], "timing": "prior" }, "evidence": "ABT 700", "id": "n1", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 705, "minimum_grade": null, "subjects": [ "ABT" ], "timing": "prior" }, "evidence": "705", "id": "n2", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 710, "minimum_grade": null, "subjects": [ "ABT" ], "timing": "prior" }, "evidence": "710", "id": "n3", "kind": "course" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_6d21bc07da00876f9cee3356", "source": "madgrades", "source_instructor_id": "948165", "identity_basis": "source_id", "identity_status": "source_identified", "name": "NATALIE BETZ", "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": 3.745, "graded": 1840, "counts": [ 1199, 444, 130, 46, 18, 0, 3 ], "sections": 184 }, "instructor_url": "/instructors/NATALIE_BETZ--instructor_6d21bc07da00876f9cee3356" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ABT 745", "course_uid": "course_cee85c01fc649b97d0d3ab2d", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Natalie Betz" ], "a": 2, "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": 3, "source_aliases": [ "ABT 745" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ABT 745", "course_uid": "course_cee85c01fc649b97d0d3ab2d", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Natalie Betz" ], "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": [ "ABT 745" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ABT 745", "course_uid": "course_cee85c01fc649b97d0d3ab2d", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Natalie Betz" ], "a": 0, "ab": 6, "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": 7, "source_aliases": [ "ABT 745" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ABT 745", "course_uid": "course_cee85c01fc649b97d0d3ab2d", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Natalie Betz" ], "a": 8, "ab": 2, "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": 12, "source_aliases": [ "ABT 745" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ABT 745", "course_uid": "course_cee85c01fc649b97d0d3ab2d", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Natalie Betz" ], "a": 6, "ab": 4, "b": 1, "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": 12, "source_aliases": [ "ABT 745" ] } ] ``` ### statistics #### gpa 3.588 #### graded 34 #### counts * 16 * 12 * 4 * 0 * 2 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_cee85c01fc649b97d0d3ab2d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_cee85c01fc649b97d0d3ab2d-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_cee85c01fc649b97d0d3ab2d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_cee85c01fc649b97d0d3ab2d-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_cee85c01fc649b97d0d3ab2d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_cee85c01fc649b97d0d3ab2d-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.588235294117647 #### count 34 #### university ##### size 2947 ##### gpa Percentile 31 ##### count Percentile 4 ##### median Count 113 ##### 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 | 11 | false | | 2.8–3.2 | 200 | false | | 3.2–3.6 | 728 | true | | 3.6–4.0 | 2007 | false | #### departments ```json [ { "subject": "ABT", "comparison": { "size": 11, "gpaPercentile": 0, "countPercentile": 10, "medianCount": 49, "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": 1, "current": true }, { "range": "3.6–4.0", "count": 10, "current": false } ] } } ] ``` ### terms #### 1224 ##### term 1224 ##### gpa 3.3333333333333335 ##### count 3 ##### departments | subject | comparison | | ------- | ---------- | | ABT | | #### 1244 ##### term 1244 ##### gpa 3.4285714285714284 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | ABT | | #### 1254 ##### term 1254 ##### gpa 3.75 ##### count 12 ##### departments | subject | comparison | | ------- | ---------- | | ABT | | #### 1264 ##### term 1264 ##### gpa 3.5833333333333335 ##### count 12 ##### departments | subject | comparison | | ------- | ---------- | | ABT | | ### benchmarks #### all ##### school ###### size 2947 ###### gpa 3.684503227431485 ###### top Share 83.48969667841149 ###### count 113 ##### ABT ###### size 11 ###### gpa 3.781724269687322 ###### top Share 92.03336624333207 ###### count 49 #### 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 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ## instructor Trends ```json [ { "uid": "instructor_6d21bc07da00876f9cee3356", "name": "NATALIE BETZ", "count": 34, "terms": [ { "term": "1224", "count": 3, "sections": 1, "gpa": 3.3333333333333335 }, { "term": "1244", "count": 7, "sections": 1, "gpa": 3.4285714285714284 }, { "term": "1254", "count": 12, "sections": 1, "gpa": 3.75 }, { "term": "1264", "count": 12, "sections": 1, "gpa": 3.5833333333333335 } ] } ] ``` ## following None recorded.