# OTM 453: Operations Analytics | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/OTM_453)

## 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

4d47ff23281148626bcefe8bf79eec6453b9472fe7575adccfe7d4a22c5728b1

### course id

OTM 453

### course uid

course\_98d3b88fef60209ab5b8bac5

### catalog version id

2f9c3fdb01365a49e5d77c8bdd4f7be4d56a3ebc67baab8b3b50d5e7d71723ce

### course number

453

### subjects

* OTM

### title

OPERATIONS ANALYTICS

### description

Focuses on the application of analytical methodologies to problems that arise in the context of a company's operations and supply chains. Touches on all three dimensions of analytics (descriptive, predictive, and prescriptive). Emphasis on data and real industry data collected from the university, alumni, and executive board members when possible. Explore, analyze, and utilize such data in a hands-on way, using a variety of software tools. Significantly driven by a set of case problems as opposed to systematic coverage of methodologies.

### requirements text

OTM 300and (GEN BUS 306,ECON 310,MATH 331,STAT/​MATH  309, or431), or declared in undergraduate Business Exchange program

### credit offering ids

None recorded.

### llm job id

enrich-f516c4d3e82cfe326b4f5f54

### llm output id

ee1d5ef3667cc74cd0636ea678fb4b94a4937e1ec738b06384d16d2092b7eb04

### llm model

nvidia/Qwen3.6-35B-A3B-NVFP4

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

OTM 453 teaches the application of descriptive, predictive, and prescriptive analytics to operations and supply chain problems using real industry data and case studies.

### llm topics

* Analytical methodologies for operations and supply chain problems.
* Descriptive, predictive, and prescriptive analytics.
* Case-based problem solving in operations analytics.

### llm skills

* Application of analytical methodologies to operations and supply chain problems.
* Application of descriptive, predictive, and prescriptive analytics.
* Hands-on exploration, analysis, and utilization of data using software tools.

### llm assumed background

* Foundations in operations and supply chain management systems and processes.
* Quantitative intuition and database management, summarization, exploration, and visualization.
* Descriptive statistics, statistical inference, hypothesis testing, and estimation for data analysis.
* Probability theory, random variables, distributions, expectation, variance, and limit theorems.
* Probability, combinatorial methods, distributions, expected values, moments, and estimation.
* Probability theory, random variables, distributions, moment generating functions, and limit theorems.

### llm search phrases

* operations analytics
* supply chain data analysis
* prescriptive analytics tools
* business case studies operations
* descriptive predictive prescriptive analytics

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

1b762d1f0ed2f715bc23ed1f268ea4ff5690cf66851c883113839dc261e9e2bc

#### course id

OTM 453

#### current instructors

None recorded.

#### difficulty workload

Historical reviews of Greg DeCroix: The course involves many group projects, which students should be aware of when considering the workload.

```json
{
  "citations": [
    {
      "instructor_name": "Greg DeCroix",
      "review_date": "2025-05-02 19:52:47 +0000 UTC",
      "review_id": "2b56c651b0b550fb264ac35f",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2590897",
      "source_review_id": "UmF0aW5nLTQxMTM3MzI4",
      "source_url": "https://www.ratemyprofessors.com/professor/2590897",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

Historical reviews of Greg DeCroix: Greg DeCroix is described as kind and compassionate, with fair assignments that students enjoyed. However, the course involves many group projects, which is a notable aspect of the workload.

```json
{
  "citations": [
    {
      "instructor_name": "Greg DeCroix",
      "review_date": "2025-05-02 19:52:47 +0000 UTC",
      "review_id": "2b56c651b0b550fb264ac35f",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2590897",
      "source_review_id": "UmF0aW5nLTQxMTM3MzI4",
      "source_url": "https://www.ratemyprofessors.com/professor/2590897",
      "type": "review"
    }
  ]
}
```

#### offered

false

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

Historical reviews of Greg DeCroix: Greg DeCroix is described as kind and compassionate, with fair assignments that students enjoyed, leading to a positive overall experience.

```json
{
  "citations": [
    {
      "instructor_name": "Greg DeCroix",
      "review_date": "2025-05-02 19:52:47 +0000 UTC",
      "review_id": "2b56c651b0b550fb264ac35f",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2590897",
      "source_review_id": "UmF0aW5nLTQxMTM3MzI4",
      "source_url": "https://www.ratemyprofessors.com/professor/2590897",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Spring 2024: 3.68 GPA, 90.9% A/AB (n=66 letter grades); Spring 2025: 3.51 GPA, 84.6% A/AB (n=78 letter grades); Spring 2026: 3.52 GPA, 79.2% A/AB (n=53 letter grades).

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      },
      "table": "grades_latest",
      "term_id": "1264",
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```

#### student experience

Historical reviews of Greg DeCroix: Students reported loving the class due to the professor's kindness and engaging, fair assignments.

```json
{
  "citations": [
    {
      "instructor_name": "Greg DeCroix",
      "review_date": "2025-05-02 19:52:47 +0000 UTC",
      "review_id": "2b56c651b0b550fb264ac35f",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2590897",
      "source_review_id": "UmF0aW5nLTQxMTM3MzI4",
      "source_url": "https://www.ratemyprofessors.com/professor/2590897",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

GREGORY DECROIX is recorded teaching in Spring 2023, Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
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      "type": "grade"
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  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
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    "condition": "declared in undergraduate Business Exchange program",
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    "evidence": "declared in undergraduate Business Exchange program",
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    "evidence": "GEN BUS 306",
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  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 310,
      "minimum_grade": null,
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      "timing": "prior"
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    "evidence": "ECON 310",
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    "kind": "course"
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  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 331,
      "minimum_grade": null,
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      "timing": "prior"
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    "evidence": "MATH 331",
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      "timing": "prior"
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    "evidence": "STAT/MATH 309",
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    "kind": "course"
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      ],
      "timing": "prior"
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    "evidence": "431",
    "id": "n9",
    "kind": "course"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

None recorded.

### offerings

None recorded.

### sections

None recorded.

### grade instructors

```json
[
  {
    "instructor_uid": "instructor_0e00d3ad260a6ca0e8d4881a",
    "source": "madgrades",
    "source_instructor_id": "5110664",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JORDAN TONG",
    "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": 25,
      "quality": 3.76,
      "difficulty": 2.8,
      "quality_count": 25,
      "difficulty_count": 25,
      "profile_id": "rmp:1854371",
      "source_url": "https://www.ratemyprofessors.com/professor/1854371",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:30:32.120505+00:00",
      "courses": {
        "course_352dcdff23516bbede3f204e": {
          "review_count": 7,
          "quality": 4.14,
          "difficulty": 3.29,
          "quality_count": 7,
          "difficulty_count": 7
        },
        "course_aa7c4c79e460029847daaad2": {
          "review_count": 18,
          "quality": 3.61,
          "difficulty": 2.61,
          "quality_count": 18,
          "difficulty_count": 18
        }
      },
      "bayesian_quality": 3.715415903798487,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.283,
      "graded": 1789,
      "counts": [
        581,
        436,
        420,
        187,
        138,
        20,
        7
      ],
      "sections": 35
    },
    "instructor_url": "/instructors/JORDAN_TONG--instructor_0e00d3ad260a6ca0e8d4881a"
  },
  {
    "instructor_uid": "instructor_009835151319b160694e5d51",
    "source": "madgrades",
    "source_instructor_id": "261439",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "GREGORY DECROIX",
    "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": 3.586,
      "graded": 2881,
      "counts": [
        1139,
        1117,
        610,
        13,
        1,
        0,
        1
      ],
      "sections": 76
    },
    "instructor_url": "/instructors/GREGORY_DECROIX"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "OTM 453",
    "course_uid": "course_98d3b88fef60209ab5b8bac5",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "Jordan Tong"
    ],
    "a": 22,
    "ab": 28,
    "b": 6,
    "bc": 1,
    "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": 59,
    "source_aliases": [
      "OTM 453"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "OTM 453",
    "course_uid": "course_98d3b88fef60209ab5b8bac5",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "Greg DeCroix"
    ],
    "a": 24,
    "ab": 30,
    "b": 6,
    "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": 62,
    "source_aliases": [
      "OTM 453"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "OTM 453",
    "course_uid": "course_98d3b88fef60209ab5b8bac5",
    "term_id": "1244",
    "term_name": "Spring 2024",
    "instructors": [
      "Greg DeCroix"
    ],
    "a": 30,
    "ab": 30,
    "b": 6,
    "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": 66,
    "source_aliases": [
      "OTM 453"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "OTM 453",
    "course_uid": "course_98d3b88fef60209ab5b8bac5",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "Greg DeCroix"
    ],
    "a": 18,
    "ab": 48,
    "b": 9,
    "bc": 2,
    "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": 78,
    "source_aliases": [
      "OTM 453"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "OTM 453",
    "course_uid": "course_98d3b88fef60209ab5b8bac5",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Greg DeCroix"
    ],
    "a": 15,
    "ab": 27,
    "b": 9,
    "bc": 2,
    "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": 53,
    "source_aliases": [
      "OTM 453"
    ]
  }
]
```

### statistics

#### gpa

3.568

#### graded

318

#### counts

* 109
* 163
* 36
* 6
* 2
* 1
* 1

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_98d3b88fef60209ab5b8bac5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_98d3b88fef60209ab5b8bac5-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_98d3b88fef60209ab5b8bac5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_98d3b88fef60209ab5b8bac5-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_98d3b88fef60209ab5b8bac5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_98d3b88fef60209ab5b8bac5-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_98d3b88fef60209ab5b8bac5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_98d3b88fef60209ab5b8bac5-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.5676100628930816

#### count

318

#### university

##### size

3183

##### gpa Percentile

30

##### count Percentile

82

##### median Count

101

##### 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 | 18    | false   |
| 2.8–3.2 | 213   | false   |
| 3.2–3.6 | 819   | true    |
| 3.6–4.0 | 2133  | false   |

#### departments

```json
[
  {
    "subject": "OTM",
    "comparison": {
      "size": 23,
      "gpaPercentile": 23,
      "countPercentile": 82,
      "medianCount": 150,
      "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": true
        },
        {
          "range": "3.6–4.0",
          "count": 16,
          "current": false
        }
      ]
    }
  }
]
```

### terms

#### 1222

##### term

1222

##### gpa

3.5508474576271185

##### count

59

##### university

###### size

1157

###### gpa Percentile

42

###### count Percentile

45

###### median Count

64

###### 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 | 17    | false   |
| 2.8–3.2 | 174   | false   |
| 3.2–3.6 | 351   | true    |
| 3.6–4.0 | 614   | false   |

##### departments

```json
[
  {
    "subject": "OTM",
    "comparison": {
      "size": 11,
      "gpaPercentile": 40,
      "countPercentile": 60,
      "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": 1,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 5,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 5,
          "current": false
        }
      ]
    }
  }
]
```

#### 1234

##### term

1234

##### gpa

3.5725806451612905

##### count

62

##### university

###### size

1188

###### gpa Percentile

43

###### count Percentile

47

###### median Count

65

###### 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 | 3     | false   |
| 2.4–2.8 | 17    | false   |
| 2.8–3.2 | 144   | false   |
| 3.2–3.6 | 374   | true    |
| 3.6–4.0 | 650   | false   |

##### departments

```json
[
  {
    "subject": "OTM",
    "comparison": {
      "size": 14,
      "gpaPercentile": 23,
      "countPercentile": 69,
      "medianCount": 48.5,
      "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": 1,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 3,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 10,
          "current": false
        }
      ]
    }
  }
]
```

#### 1244

##### term

1244

##### gpa

3.6818181818181817

##### count

66

##### university

###### size

1241

###### gpa Percentile

54

###### count Percentile

50

###### median Count

65

###### 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 | 2     | false   |
| 2.4–2.8 | 9     | false   |
| 2.8–3.2 | 151   | false   |
| 3.2–3.6 | 373   | false   |
| 3.6–4.0 | 706   | true    |

##### departments

```json
[
  {
    "subject": "OTM",
    "comparison": {
      "size": 14,
      "gpaPercentile": 62,
      "countPercentile": 62,
      "medianCount": 59.5,
      "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": 1,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 3,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 10,
          "current": true
        }
      ]
    }
  }
]
```

#### 1254

##### term

1254

##### gpa

3.5128205128205128

##### count

78

##### university

###### size

1289

###### gpa Percentile

33

###### count Percentile

57

###### 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": "OTM",
    "comparison": {
      "size": 11,
      "gpaPercentile": 20,
      "countPercentile": 60,
      "medianCount": 53,
      "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": 2,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": false
        }
      ]
    }
  }
]
```

#### 1264

##### term

1264

##### gpa

3.518867924528302

##### count

53

##### university

###### size

1283

###### gpa Percentile

32

###### count Percentile

38

###### 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   | true    |
| 3.6–4.0 | 789   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| OTM     |            |

### benchmarks

#### all

##### school

###### size

3183

###### gpa

3.6751118579404114

###### top Share

82.97908241997821

###### count

101

##### OTM

###### size

23

###### gpa

3.669712141902574

###### top Share

85.25808411218063

###### count

150

#### terms

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

###### OTM

###### size

11

###### gpa

3.5781739736365354

###### top Share

79.16361895576048

###### count

49

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

###### OTM

###### size

14

###### gpa

3.607764204100442

###### top Share

81.13936302807947

###### count

48.5

##### 1244

###### school

###### size

1241

###### gpa

3.5975573126929192

###### top Share

78.29036874847135

###### count

65

###### OTM

###### size

14

###### gpa

3.6252833905307873

###### top Share

84.08196544610176

###### count

59.5

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

###### OTM

###### size

11

###### gpa

3.6304007337907063

###### top Share

84.47180102587994

###### count

53

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

## instructor Trends

```json
[
  {
    "uid": "instructor_009835151319b160694e5d51",
    "name": "GREGORY DECROIX",
    "count": 259,
    "terms": [
      {
        "term": "1234",
        "count": 62,
        "sections": 2,
        "gpa": 3.5725806451612905
      },
      {
        "term": "1244",
        "count": 66,
        "sections": 2,
        "gpa": 3.6818181818181817
      },
      {
        "term": "1254",
        "count": 78,
        "sections": 2,
        "gpa": 3.5128205128205128
      },
      {
        "term": "1264",
        "count": 53,
        "sections": 1,
        "gpa": 3.518867924528302
      }
    ]
  },
  {
    "uid": "instructor_0e00d3ad260a6ca0e8d4881a",
    "name": "JORDAN TONG",
    "count": 59,
    "terms": [
      {
        "term": "1222",
        "count": 59,
        "sections": 2,
        "gpa": 3.5508474576271185
      }
    ]
  }
]
```

## following

None recorded.

## projection

### target

1272

### gpa

3.5594780172780722

### grades

| grade | percentage          |
| ----- | ------------------- |
| A     | 33.46948712918333   |
| AB    | 51.15521749895889   |
| B     | 12.016273146936596  |
| BC    | 2.13172146394424    |
| C     | 0.6401452062771034  |
| D     | 0.36817845149320816 |
| F     | 0.21897710320664598 |

### source Terms

* 1264
* 1254
* 1244
* 1234
* 1222

### source Count

318

### same Season

false

### historical Range

* 3.5128205128205137
* 3.6818181818181817
