# MHR 716: Accelerating Innovation | UW–Madison [View on UW Courses](https://uwcourses.com/courses/MHR_716) ## 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 2cfff13fbb1c7f67d98905b15e0463efdf86c7c5e14025786d320398a2ceed08 ### course id MHR 716 ### course uid course\_a1fb3201e486ca35cffdf3c0 ### catalog version id c02221f7208b8a7be3288cf032946b6f57a102779c7ad2c5f70632548932e1dc ### course number 716 ### subjects * MHR ### title ACCELERATING INNOVATION ### description How startups and business accelerators create and diffuse innovation. Topics covered include the basic economics of startups and business accelerators, the development of acceleration platforms, the accelerator model of innovation sourcing and selection, and fostering mindsets of innovation. ### requirements text Graduate/professional standing or declared in graduate Business Exchange program ### credits min 2 ### credits max 3 ### credit offering ids * 1272:236:026483 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 70e93825c727422085b7d95126917143ed5d37d97f8e128381a30835d34b1571 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary MHR 716 explores how startups and business accelerators create and diffuse innovation through platform development and selection models. ### llm topics * Economics of startups and accelerators * Development of acceleration platforms * Innovation sourcing and selection models ### llm skills * Fostering innovation mindsets ### llm assumed background None recorded. ### llm search phrases * startup innovation economics * business accelerator model * innovation sourcing selection * acceleration platforms development ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash ab15d30cf505ec8d99a63c7c40db1e244f1b6f132e3f3b3014271d8fa193cd14 #### course id MHR 716 #### current instructors None recorded. #### 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 2025: 3.95 GPA, 100.0% A/AB (n=20 letter grades). ```json { "citations": [ { "course_id": "MHR 716", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "2c901c5e-ae72-38f5-908b-bb60ce3dd4eb", "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 None recorded. #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2" ], "condition": null, "course": null, "evidence": "Graduate/professional standing or declared in graduate Business Exchange program", "id": "n0", "kind": "any" }, { "children": [], "condition": "Graduate/professional standing", "course": null, "evidence": "Graduate/professional standing", "id": "n1", "kind": "condition" }, { "children": [], "condition": "declared in graduate Business Exchange program", "course": null, "evidence": "declared in graduate Business Exchange program", "id": "n2", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors None recorded. ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:236:026483", "course_id": "MHR 716", "course_uid": "course_a1fb3201e486ca35cffdf3c0", "term_id": "1272", "source_course_id": "026483", "source_subject_id": "236", "title": "Accelerating Innovation", "credits_min": 2, "credits_max": 3, "typically_offered": "Not Applicable" } ] ``` ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_1e38d89957a019b17e12ab3d", "source": "madgrades", "source_instructor_id": "3559274", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JONATHAN ECKHARDT", "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": 3.623, "graded": 1265, "counts": [ 661, 346, 200, 26, 31, 1, 0 ], "sections": 59 }, "instructor_url": "/instructors/JONATHAN_ECKHARDT" }, { "instructor_uid": "instructor_bb4027776e99d5a361bfe0a2", "source": "madgrades", "source_instructor_id": "6294591", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ZHILING LIN", "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": 3.574, "graded": 623, "counts": [ 340, 131, 105, 22, 16, 6, 3 ], "sections": 12 }, "instructor_url": "/instructors/ZHILING_LIN--instructor_bb4027776e99d5a361bfe0a2" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MHR 716", "course_uid": "course_a1fb3201e486ca35cffdf3c0", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "JONATHAN ECKHARDT", "Zhiling Lin" ], "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": [ "MHR 716" ] } ] ``` ### statistics #### gpa 3.95 #### graded 20 #### counts * 18 * 2 * 0 * 0 * 0 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_a1fb3201e486ca35cffdf3c0-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_a1fb3201e486ca35cffdf3c0-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_a1fb3201e486ca35cffdf3c0-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_a1fb3201e486ca35cffdf3c0-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_a1fb3201e486ca35cffdf3c0-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_a1fb3201e486ca35cffdf3c0-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.95 #### count 20 #### departments | subject | comparison | | ------- | ---------- | | MHR | | ### terms #### 1262 ##### term 1262 ##### gpa 3.95 ##### count 20 ##### departments | subject | comparison | | ------- | ---------- | | MHR | | ### benchmarks #### all ##### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ##### MHR ###### size 13 ###### gpa 3.678868495781192 ###### top Share 83.61428669917755 ###### count 79 #### terms ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### MHR ###### size 13 ###### gpa 3.678868495781192 ###### top Share 83.61428669917755 ###### count 79 ## instructor Trends ```json [ { "uid": "instructor_1e38d89957a019b17e12ab3d", "name": "JONATHAN ECKHARDT", "count": 20, "terms": [ { "term": "1262", "count": 20, "sections": 1, "gpa": 3.95 } ] }, { "uid": "instructor_bb4027776e99d5a361bfe0a2", "name": "ZHILING LIN", "count": 20, "terms": [ { "term": "1262", "count": 20, "sections": 1, "gpa": 3.95 } ] } ] ``` ## following None recorded.