# ISYE 624: Stochastic Modeling Techniques | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/ISYE_624)

## 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

c43177d3267bb933bfff6a730803c1cfbcbea5f41bce5ae1b17dd3fdf944313a

### course id

ISYE 624

### course uid

course\_125235525a77a0df6c440f6b

### catalog version id

f364cd777aaa23b379366f97bcedc9d405f4db769b99649370337a97702e20b9

### course number

624

### subjects

* ISYE

### title

STOCHASTIC MODELING TECHNIQUES

### description

Techniques for modeling systems in which uncertainty is an essential factor. Emphasizes why, how and when techniques can or cannot be applied, rather than their mathematical derivation. Case studies and/or examples from such areas as logistics, production, and service industries.

### requirements text

(STAT/​MATH  309,311, orSTAT/​MATH  431) and (MATH 320,340,341, or375), graduate/professional standing, or member of Engineering Guest Students

### credits min

3

### credits max

3

### credit offering ids

* 1272:490:010300

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

7c1acefe70f74c9bd6cf60f8a87e98276e9a5204aa0ea02d241f901dd4ec5555

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

ISYE 624 teaches stochastic modeling techniques for systems with uncertainty, focusing on application in logistics, production, and service industries.

### llm topics

* Uncertainty modeling
* Industry case studies

### llm skills

* Modeling systems with uncertainty
* Evaluating applicability of techniques
* Applying techniques to industry case studies

### llm assumed background

* Probability and statistical theory
* Linear algebra and differential equations

### llm search phrases

* stochastic modeling techniques
* ISYE 624 uncertainty
* probability and linear algebra prerequisites
* operations research stochastic methods

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

d22be7fba15d23f008ffe0b4b1ece85684e1711ce6ba04cbb93ff3078242e639

#### course id

ISYE 624

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_e31bfa7484640c08772940cc",
    "message": "No course-specific reviews available",
    "name": "Qiaomin Xie",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2777001",
    "summary": [
      {
        "citations": [
          {
            "course_id": "ISYE 624",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "86b88a00-b32c-33b1-84e6-7f987d6ccd7e",
            "source_record": {
              "entity_id": "86b88a00-b32c-33b1-84e6-7f987d6ccd7e",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1234",
            "type": "grade"
          },
          {
            "course_id": "ISYE 624",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "86b88a00-b32c-33b1-84e6-7f987d6ccd7e",
            "source_record": {
              "entity_id": "86b88a00-b32c-33b1-84e6-7f987d6ccd7e",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1244",
            "type": "grade"
          },
          {
            "course_id": "ISYE 624",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "86b88a00-b32c-33b1-84e6-7f987d6ccd7e",
            "source_record": {
              "entity_id": "86b88a00-b32c-33b1-84e6-7f987d6ccd7e",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1254",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2023: 3.75 GPA, 90.0% A/AB (n=10 letter grades); Spring 2024: 3.80 GPA, 90.0% A/AB (n=10 letter grades); Spring 2025: 3.50 GPA, 69.2% A/AB (n=13 letter grades). Includes jointly taught sections."
      }
    ]
  }
]
```

#### 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 2024: 3.80 GPA, 90.0% A/AB (n=10 letter grades); Spring 2025: 3.50 GPA, 69.2% A/AB (n=13 letter grades); Spring 2026: 3.72 GPA, 88.9% A/AB (n=9 letter grades).

```json
{
  "citations": [
    {
      "course_id": "ISYE 624",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "86b88a00-b32c-33b1-84e6-7f987d6ccd7e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1244",
      "type": "grade"
    },
    {
      "course_id": "ISYE 624",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "86b88a00-b32c-33b1-84e6-7f987d6ccd7e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "ISYE 624",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "86b88a00-b32c-33b1-84e6-7f987d6ccd7e",
        "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

QIAOMIN XIE is recorded teaching in Fall 2021, Spring 2023, Spring 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 624",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "86b88a00-b32c-33b1-84e6-7f987d6ccd7e",
      "source_record": {
        "entity_id": "86b88a00-b32c-33b1-84e6-7f987d6ccd7e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "ISYE 624",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "86b88a00-b32c-33b1-84e6-7f987d6ccd7e",
      "source_record": {
        "entity_id": "86b88a00-b32c-33b1-84e6-7f987d6ccd7e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    },
    {
      "course_id": "ISYE 624",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "86b88a00-b32c-33b1-84e6-7f987d6ccd7e",
      "source_record": {
        "entity_id": "86b88a00-b32c-33b1-84e6-7f987d6ccd7e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1244",
      "type": "grade"
    },
    {
      "course_id": "ISYE 624",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "86b88a00-b32c-33b1-84e6-7f987d6ccd7e",
      "source_record": {
        "entity_id": "86b88a00-b32c-33b1-84e6-7f987d6ccd7e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [
      "n1",
      "n2",
      "n3"
    ],
    "condition": null,
    "course": null,
    "evidence": "(STAT/MATH 309,311, orSTAT/MATH 431) and (MATH 320,340,341, or375), graduate/professional standing, or member of Engineering Guest Students",
    "id": "n0",
    "kind": "any"
  },
  {
    "children": [
      "n4",
      "n5"
    ],
    "condition": null,
    "course": null,
    "evidence": "(STAT/MATH 309,311, orSTAT/MATH 431) and (MATH 320,340,341, or375)",
    "id": "n1",
    "kind": "all"
  },
  {
    "children": [],
    "condition": "graduate/professional standing",
    "course": null,
    "evidence": "graduate/professional standing",
    "id": "n2",
    "kind": "condition"
  },
  {
    "children": [],
    "condition": "member of Engineering Guest Students",
    "course": null,
    "evidence": "member of Engineering Guest Students",
    "id": "n3",
    "kind": "condition"
  },
  {
    "children": [
      "n6",
      "n7",
      "n8"
    ],
    "condition": null,
    "course": null,
    "evidence": "STAT/MATH 309,311, orSTAT/MATH 431",
    "id": "n4",
    "kind": "any"
  },
  {
    "children": [
      "n9",
      "n10",
      "n11",
      "n12"
    ],
    "condition": null,
    "course": null,
    "evidence": "MATH 320,340,341, or375",
    "id": "n5",
    "kind": "any"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 309,
      "minimum_grade": null,
      "subjects": [
        "MATH",
        "STAT"
      ],
      "timing": "prior"
    },
    "evidence": "STAT/MATH 309",
    "id": "n6",
    "kind": "course"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 311,
      "minimum_grade": null,
      "subjects": [
        "STAT"
      ],
      "timing": "prior"
    },
    "evidence": "311",
    "id": "n7",
    "kind": "course"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 431,
      "minimum_grade": null,
      "subjects": [
        "MATH",
        "STAT"
      ],
      "timing": "prior"
    },
    "evidence": "STAT/MATH 431",
    "id": "n8",
    "kind": "course"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 320,
      "minimum_grade": null,
      "subjects": [
        "MATH"
      ],
      "timing": "prior"
    },
    "evidence": "MATH 320",
    "id": "n9",
    "kind": "course"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 340,
      "minimum_grade": null,
      "subjects": [
        "MATH"
      ],
      "timing": "prior"
    },
    "evidence": "340",
    "id": "n10",
    "kind": "course"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 341,
      "minimum_grade": null,
      "subjects": [
        "MATH"
      ],
      "timing": "prior"
    },
    "evidence": "341",
    "id": "n11",
    "kind": "course"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 375,
      "minimum_grade": null,
      "subjects": [
        "MATH"
      ],
      "timing": "prior"
    },
    "evidence": "375",
    "id": "n12",
    "kind": "course"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

```json
[
  {
    "instructor_uid": "instructor_e31bfa7484640c08772940cc",
    "source": "enrollment",
    "source_instructor_id": "qxie38",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Qiaomin Xie",
    "email": "QIAOMIN.XIE@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",
    "ratings": {
      "review_count": 1,
      "quality": 1,
      "difficulty": 4,
      "quality_count": 1,
      "difficulty_count": 1,
      "profile_id": "rmp:2777001",
      "source_url": "https://www.ratemyprofessors.com/professor/2777001",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:11:09.655440+00:00",
      "courses": {
        "course_10d2c585c41b0b82531af186": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.533034079568186,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/QIAOMIN_XIE"
  }
]
```

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:490:010300",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1272",
    "source_course_id": "010300",
    "source_subject_id": "490",
    "title": "Stochastic Modeling Techniques",
    "credits_min": 3,
    "credits_max": 3,
    "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:1272:36676",
    "term_id": "1272",
    "source_section_id": "36676",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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_3bfb9698df128aba89bf336b",
    "source": "madgrades",
    "source_instructor_id": "2601884",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "VICKI BIER",
    "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": 3,
      "quality": 3.33,
      "difficulty": 2.67,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:1516986",
      "source_url": "https://www.ratemyprofessors.com/professor/1516986",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:00:09.055608+00:00",
      "courses": {
        "course_465855ee8f77f31be2f79f78": {
          "review_count": 3,
          "quality": 3.33,
          "difficulty": 2.67,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.6166832900405175,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.335,
      "graded": 1674,
      "counts": [
        627,
        398,
        331,
        169,
        122,
        23,
        4
      ],
      "sections": 108
    },
    "instructor_url": "/instructors/VICKI_BIER"
  },
  {
    "instructor_uid": "instructor_6bf34d8593da49f7cc672537",
    "source": "madgrades",
    "source_instructor_id": "4697306",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SOONHUI LEE",
    "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": 3.376,
      "graded": 287,
      "counts": [
        85,
        81,
        95,
        17,
        9,
        0,
        0
      ],
      "sections": 17
    },
    "instructor_url": "/instructors/SOONHUI_LEE"
  },
  {
    "instructor_uid": "instructor_0725a1fc5e7de785afe5d866",
    "source": "madgrades",
    "source_instructor_id": "5184287",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "LAURA MCLAY",
    "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": 3.468,
      "graded": 771,
      "counts": [
        338,
        178,
        169,
        46,
        38,
        1,
        1
      ],
      "sections": 68
    },
    "instructor_url": "/instructors/LAURA_MCLAY"
  },
  {
    "instructor_uid": "instructor_cdeaab64fd954794a365400e",
    "source": "madgrades",
    "source_instructor_id": "6400472",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "QIAOMIN XIE",
    "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": 1,
      "quality": 1,
      "difficulty": 4,
      "quality_count": 1,
      "difficulty_count": 1,
      "profile_id": "rmp:2777001",
      "source_url": "https://www.ratemyprofessors.com/professor/2777001",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:11:09.655440+00:00",
      "courses": {
        "course_10d2c585c41b0b82531af186": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.533034079568186,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.591,
      "graded": 495,
      "counts": [
        211,
        191,
        75,
        12,
        4,
        2,
        0
      ],
      "sections": 35
    },
    "instructor_url": "/instructors/QIAOMIN_XIE--instructor_cdeaab64fd954794a365400e"
  },
  {
    "instructor_uid": "instructor_e4de2bd66f8626df102f923a",
    "source": "madgrades",
    "source_instructor_id": "6316208",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "YIXUAN ZHANG",
    "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": 3.75,
      "graded": 10,
      "counts": [
        6,
        3,
        1,
        0,
        0,
        0,
        0
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/YIXUAN_ZHANG--instructor_e4de2bd66f8626df102f923a"
  },
  {
    "instructor_uid": "instructor_e31bfa7484640c08772940cc",
    "source": "enrollment",
    "source_instructor_id": "qxie38",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Qiaomin Xie",
    "email": "QIAOMIN.XIE@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",
    "ratings": {
      "review_count": 1,
      "quality": 1,
      "difficulty": 4,
      "quality_count": 1,
      "difficulty_count": 1,
      "profile_id": "rmp:2777001",
      "source_url": "https://www.ratemyprofessors.com/professor/2777001",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:11:09.655440+00:00",
      "courses": {
        "course_10d2c585c41b0b82531af186": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.533034079568186,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/QIAOMIN_XIE"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1072",
    "term_name": "Fall 2006",
    "instructors": [
      "VICKI BIER"
    ],
    "a": 9,
    "ab": 10,
    "b": 6,
    "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": 27,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1084",
    "term_name": "Spring 2008",
    "instructors": [
      "VICKI BIER"
    ],
    "a": 7,
    "ab": 4,
    "b": 5,
    "bc": 3,
    "c": 1,
    "d": 2,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 22,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1102",
    "term_name": "Fall 2009",
    "instructors": [
      "SOONHUI LEE"
    ],
    "a": 7,
    "ab": 9,
    "b": 8,
    "bc": 0,
    "c": 1,
    "d": 0,
    "f": 0,
    "satisfactory": 2,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 27,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1112",
    "term_name": "Fall 2010",
    "instructors": [
      "SOONHUI LEE"
    ],
    "a": 4,
    "ab": 5,
    "b": 2,
    "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": 14,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1124",
    "term_name": "Spring 2012",
    "instructors": [
      "VICKI BIER"
    ],
    "a": 6,
    "ab": 6,
    "b": 4,
    "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": 19,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1132",
    "term_name": "Fall 2012",
    "instructors": [
      "VICKI BIER"
    ],
    "a": 6,
    "ab": 9,
    "b": 4,
    "bc": 4,
    "c": 2,
    "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": 26,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1142",
    "term_name": "Fall 2013",
    "instructors": [
      "LAURA MCLAY"
    ],
    "a": 14,
    "ab": 6,
    "b": 13,
    "bc": 4,
    "c": 4,
    "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": 41,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1152",
    "term_name": "Fall 2014",
    "instructors": [
      "LAURA MCLAY"
    ],
    "a": 11,
    "ab": 6,
    "b": 4,
    "bc": 3,
    "c": 1,
    "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": 26,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1162",
    "term_name": "Fall 2015",
    "instructors": [
      "LAURA MCLAY"
    ],
    "a": 8,
    "ab": 5,
    "b": 3,
    "bc": 3,
    "c": 2,
    "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": 21,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1172",
    "term_name": "Fall 2016",
    "instructors": [
      "LAURA MCLAY"
    ],
    "a": 7,
    "ab": 8,
    "b": 4,
    "bc": 1,
    "c": 4,
    "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": 25,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1182",
    "term_name": "Fall 2017",
    "instructors": [
      "LAURA MCLAY"
    ],
    "a": 12,
    "ab": 9,
    "b": 4,
    "bc": 3,
    "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": 28,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "LAURA MCLAY"
    ],
    "a": 4,
    "ab": 2,
    "b": 3,
    "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": 10,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "LAURA MCLAY"
    ],
    "a": 12,
    "ab": 3,
    "b": 4,
    "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": 20,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "LAURA MCLAY"
    ],
    "a": 9,
    "ab": 3,
    "b": 2,
    "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": 15,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "Qiaomin Xie"
    ],
    "a": 7,
    "ab": 5,
    "b": 4,
    "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": 17,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "Qiaomin Xie",
      "YIXUAN ZHANG"
    ],
    "a": 6,
    "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": 10,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1244",
    "term_name": "Spring 2024",
    "instructors": [
      "Qiaomin Xie"
    ],
    "a": 9,
    "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": 10,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "Qiaomin Xie"
    ],
    "a": 7,
    "ab": 2,
    "b": 1,
    "bc": 3,
    "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": 13,
    "source_aliases": [
      "ISYE 624"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 624",
    "course_uid": "course_125235525a77a0df6c440f6b",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "LAURA MCLAY"
    ],
    "a": 5,
    "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": 9,
    "source_aliases": [
      "ISYE 624"
    ]
  }
]
```

### statistics

#### gpa

3.423

#### graded

375

#### counts

* 150
* 98
* 73
* 33
* 18
* 3
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_125235525a77a0df6c440f6b-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_125235525a77a0df6c440f6b-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_125235525a77a0df6c440f6b-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_125235525a77a0df6c440f6b-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_125235525a77a0df6c440f6b-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_125235525a77a0df6c440f6b-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_125235525a77a0df6c440f6b-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_125235525a77a0df6c440f6b-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.4226666666666667

#### count

375

#### university

##### size

4835

##### gpa Percentile

20

##### count Percentile

73

##### median Count

160

##### 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 | 11    | false   |
| 2.8–3.2 | 371   | false   |
| 3.2–3.6 | 1397  | true    |
| 3.6–4.0 | 3056  | false   |

#### departments

```json
[
  {
    "subject": "ISYE",
    "comparison": {
      "size": 59,
      "gpaPercentile": 10,
      "countPercentile": 66,
      "medianCount": 201,
      "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": 4,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 13,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 42,
          "current": false
        }
      ]
    }
  }
]
```

### terms

#### 1072

##### term

1072

##### gpa

3.4814814814814814

##### count

27

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1084

##### term

1084

##### gpa

3.1136363636363638

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1102

##### term

1102

##### gpa

3.42

##### count

25

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1112

##### term

1112

##### gpa

3.3214285714285716

##### count

14

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1124

##### term

1124

##### gpa

3.289473684210526

##### count

19

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1132

##### term

1132

##### gpa

3.26

##### count

25

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1142

##### term

1142

##### gpa

3.268292682926829

##### count

41

##### university

###### size

853

###### gpa Percentile

37

###### count Percentile

23

###### 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 | 4     | false   |
| 2.4–2.8 | 33    | false   |
| 2.8–3.2 | 228   | false   |
| 3.2–3.6 | 320   | true    |
| 3.6–4.0 | 268   | false   |

##### departments

```json
[
  {
    "subject": "ISYE",
    "comparison": {
      "size": 15,
      "gpaPercentile": 21,
      "countPercentile": 43,
      "medianCount": 41,
      "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": 2,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 7,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 6,
          "current": false
        }
      ]
    }
  }
]
```

#### 1152

##### term

1152

##### gpa

3.46

##### count

25

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1162

##### term

1162

##### gpa

3.3333333333333335

##### count

21

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1172

##### term

1172

##### gpa

3.2708333333333335

##### count

24

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1182

##### term

1182

##### gpa

3.5357142857142856

##### count

28

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1192

##### term

1192

##### gpa

3.45

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1202

##### term

1202

##### gpa

3.65

##### count

20

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1212

##### term

1212

##### gpa

3.6666666666666665

##### count

15

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1222

##### term

1222

##### gpa

3.5294117647058822

##### count

17

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1234

##### term

1234

##### gpa

3.75

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1244

##### term

1244

##### gpa

3.8

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1254

##### term

1254

##### gpa

3.5

##### count

13

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1264

##### term

1264

##### gpa

3.7222222222222223

##### count

9

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

### benchmarks

#### all

##### school

###### size

4835

###### gpa

3.6560518797806982

###### top Share

81.62525938779028

###### count

160

##### ISYE

###### size

59

###### gpa

3.696168847606169

###### top Share

84.57013238929157

###### count

201

#### terms

##### 1072

###### school

###### size

723

###### gpa

3.344595727439471

###### top Share

62.012941427864526

###### count

67

##### 1084

###### school

###### size

720

###### gpa

3.3670742938849725

###### top Share

63.42064564712246

###### count

70

###### ISYE

###### size

12

###### gpa

3.539479209717092

###### top Share

78.21357214803776

###### count

39.5

##### 1102

###### school

###### size

774

###### gpa

3.36712622366007

###### top Share

63.703228532165696

###### count

67

###### ISYE

###### size

14

###### gpa

3.4469412997609785

###### top Share

67.6955584322091

###### count

42

##### 1112

###### school

###### size

805

###### gpa

3.3737773184830386

###### top Share

63.91039244872789

###### count

66

###### ISYE

###### size

14

###### gpa

3.4635739499944935

###### top Share

68.36302861386832

###### count

40

##### 1124

###### school

###### size

821

###### gpa

3.406589342026613

###### top Share

66.35774230127205

###### count

67

###### ISYE

###### size

13

###### gpa

3.5687689324418694

###### top Share

73.75416475235485

###### count

44

##### 1132

###### school

###### size

851

###### gpa

3.391128778809763

###### top Share

64.69509437122704

###### count

66

###### ISYE

###### size

16

###### gpa

3.5364049773931505

###### top Share

75.22354524793886

###### count

40

##### 1142

###### school

###### size

853

###### gpa

3.3941849959684913

###### top Share

65.28450334228523

###### count

67

###### ISYE

###### size

15

###### gpa

3.5128855686259963

###### top Share

70.39446449718172

###### count

41

##### 1152

###### school

###### size

918

###### gpa

3.408733538594633

###### top Share

66.06693005846735

###### count

65

###### ISYE

###### size

17

###### gpa

3.4850179961463574

###### top Share

73.7876204102473

###### count

47

##### 1162

###### school

###### size

954

###### gpa

3.43726781345039

###### top Share

68.05645304987395

###### count

64.5

###### ISYE

###### size

17

###### gpa

3.5725128229421537

###### top Share

76.66908174242778

###### count

47

##### 1172

###### school

###### size

991

###### gpa

3.465129042641772

###### top Share

69.42600667567366

###### count

67

###### ISYE

###### size

20

###### gpa

3.62282118668902

###### top Share

80.8712827496802

###### count

49

##### 1182

###### school

###### size

1025

###### gpa

3.474159360325319

###### top Share

70.34861441764347

###### count

69

###### ISYE

###### size

20

###### gpa

3.623137975768555

###### top Share

79.85162329939513

###### count

64

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

###### ISYE

###### size

21

###### gpa

3.606250714862031

###### top Share

80.36295437587276

###### count

66

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

###### ISYE

###### size

20

###### gpa

3.5732402503094702

###### top Share

77.47106780381264

###### count

60.5

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

###### ISYE

###### size

20

###### gpa

3.6720523848313853

###### top Share

82.3691054858035

###### count

63

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

###### ISYE

###### size

24

###### gpa

3.5982967550887195

###### top Share

79.26400318090532

###### count

48.5

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

###### ISYE

###### size

24

###### gpa

3.6495043911288954

###### top Share

80.48020872988452

###### count

53

##### 1244

###### school

###### size

1241

###### gpa

3.5975573126929192

###### top Share

78.29036874847135

###### count

65

###### ISYE

###### size

21

###### gpa

3.5955893406830746

###### top Share

77.54199035575564

###### count

55

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

###### ISYE

###### size

22

###### gpa

3.6580253054677003

###### top Share

83.06204049789541

###### count

58

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

###### ISYE

###### size

22

###### gpa

3.691810114676891

###### top Share

83.93896862155151

###### count

56.5

## instructor Trends

```json
[
  {
    "uid": "instructor_0725a1fc5e7de785afe5d866",
    "name": "LAURA MCLAY",
    "count": 193,
    "terms": [
      {
        "term": "1142",
        "count": 41,
        "sections": 1,
        "gpa": 3.268292682926829
      },
      {
        "term": "1152",
        "count": 25,
        "sections": 1,
        "gpa": 3.46
      },
      {
        "term": "1162",
        "count": 21,
        "sections": 1,
        "gpa": 3.3333333333333335
      },
      {
        "term": "1172",
        "count": 24,
        "sections": 1,
        "gpa": 3.2708333333333335
      },
      {
        "term": "1182",
        "count": 28,
        "sections": 1,
        "gpa": 3.5357142857142856
      },
      {
        "term": "1192",
        "count": 10,
        "sections": 1,
        "gpa": 3.45
      },
      {
        "term": "1202",
        "count": 20,
        "sections": 1,
        "gpa": 3.65
      },
      {
        "term": "1212",
        "count": 15,
        "sections": 1,
        "gpa": 3.6666666666666665
      },
      {
        "term": "1264",
        "count": 9,
        "sections": 1,
        "gpa": 3.7222222222222223
      }
    ]
  },
  {
    "uid": "instructor_3bfb9698df128aba89bf336b",
    "name": "VICKI BIER",
    "count": 93,
    "terms": [
      {
        "term": "1072",
        "count": 27,
        "sections": 1,
        "gpa": 3.4814814814814814
      },
      {
        "term": "1084",
        "count": 22,
        "sections": 1,
        "gpa": 3.1136363636363638
      },
      {
        "term": "1124",
        "count": 19,
        "sections": 1,
        "gpa": 3.289473684210526
      },
      {
        "term": "1132",
        "count": 25,
        "sections": 1,
        "gpa": 3.26
      }
    ]
  },
  {
    "uid": "instructor_cdeaab64fd954794a365400e",
    "name": "QIAOMIN XIE",
    "count": 50,
    "terms": [
      {
        "term": "1222",
        "count": 17,
        "sections": 1,
        "gpa": 3.5294117647058822
      },
      {
        "term": "1234",
        "count": 10,
        "sections": 1,
        "gpa": 3.75
      },
      {
        "term": "1244",
        "count": 10,
        "sections": 1,
        "gpa": 3.8
      },
      {
        "term": "1254",
        "count": 13,
        "sections": 1,
        "gpa": 3.5
      }
    ]
  },
  {
    "uid": "instructor_6bf34d8593da49f7cc672537",
    "name": "SOONHUI LEE",
    "count": 39,
    "terms": [
      {
        "term": "1102",
        "count": 25,
        "sections": 1,
        "gpa": 3.42
      },
      {
        "term": "1112",
        "count": 14,
        "sections": 1,
        "gpa": 3.3214285714285716
      }
    ]
  },
  {
    "uid": "instructor_e4de2bd66f8626df102f923a",
    "name": "YIXUAN ZHANG",
    "count": 10,
    "terms": [
      {
        "term": "1234",
        "count": 10,
        "sections": 1,
        "gpa": 3.75
      }
    ]
  }
]
```

## following

| code        | title                                         |
| ----------- | --------------------------------------------- |
| ISYE/ME 643 | PERFORMANCE ANALYSIS OF MANUFACTURING SYSTEMS |
