# STAT 601: Statistical Methods I | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/STAT_601)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

### projection id

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### observed at

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### built at

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### courses

8951

### current instructors

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### limited

false

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### term

1272

### departments

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| OCCTHER   | 39    |
| ONCOLOGY  | 14    |
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| 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

0f090517194caa086b801de2bf906b974525c1dfc0b24abcdff4c5a4b3e7cb5d

### course id

STAT 601

### course uid

course\_0cdbe47e9cba33b1c1a28e66

### catalog version id

440330eaecc0e4d6287a8b46efd86d89031583a0d75e5eaeba4b37aedada14df

### course number

601

### subjects

* STAT

### title

STATISTICAL METHODS I

### description

Provides a thorough grounding in modern statistical methods. The specific learning outcomes for the course are to understand data collection in context (how/why data were collected, key questions under study); explore data by effective graphical and numerical summaries; understand probability concepts and models as tools for studying random phenomena and for statistical inference; analyze data using appropriate, modern statistical models, methods, and software; understand the statistical concepts underlying methods; develop the ability to interpret results and critically evaluate the methods used; communicate data analysis and key findings in context.

### requirements text

Graduate/professional standing or declared in Statistics VISP

### credits min

4

### credits max

4

### credit offering ids

* 1272:932:024335

### llm job id

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### llm output id

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### llm model

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

### llm model revision

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### llm task version

14

### llm search status

valid

### llm summary

STAT 601 provides a thorough grounding in modern statistical methods, covering data collection, exploration, probability, and analysis.

### llm topics

* Data collection in context
* Graphical and numerical summaries
* Probability concepts and models
* Statistical models and methods
* Statistical concepts underlying methods

### llm skills

* Understand data collection in context
* Explore data using graphical and numerical summaries
* Understand probability concepts and models
* Analyze data using statistical models and software
* Interpret results and critically evaluate methods
* Communicate data analysis and findings

### llm assumed background

* Graduate/professional standing or declared in Statistics VISP

### llm search phrases

* STAT 601 statistical methods
* STAT 601 data analysis
* STAT 601 probability models
* STAT 601 statistical inference
* STAT 601 data collection
* STAT 601 graphical summaries

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

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#### course id

STAT 601

#### current instructors

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    "message": "No course-specific reviews available",
    "name": "Wei-Yin Loh",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:371080",
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        "text": "Recent recorded grades — Fall 2023: 3.61 GPA, 81.2% A/AB (n=32 letter grades); Fall 2024: 3.60 GPA, 80.0% A/AB (n=30 letter grades); Fall 2025: 3.54 GPA, 72.0% A/AB (n=25 letter grades)."
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#### difficulty workload

Historical reviews of Vivak Patel: Reviewers describe a heavy workload with difficult projects and expect students to do significant independent work, noting that graduate-level rigor requires hard work.

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      "instructor_name": "Vivak Patel",
      "review_date": "2022-02-23 02:08:26 +0000 UTC",
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    {
      "instructor_name": "Vivak Patel",
      "review_date": "2024-08-21 05:17:49 +0000 UTC",
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  ]
}
```

#### errors

None recorded.

#### historical context

Historical reviews of Vivak Patel: Vivak Patel receives polarized reviews for STAT 601. Some students praise his passion and concept teaching, while others criticize his communication, accessibility, and grading. Workload is frequently described as heavy, with mixed opinions on lecture clarity and support.

```json
{
  "citations": [
    {
      "instructor_name": "Vivak Patel",
      "review_date": "2021-05-11 05:04:39 +0000 UTC",
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      "source_url": "https://www.ratemyprofessors.com/professor/2630806",
      "type": "review"
    },
    {
      "instructor_name": "Vivak Patel",
      "review_date": "2021-06-04 23:17:48 +0000 UTC",
      "review_id": "2d17dfe304f38fd22cec652c",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2630806",
      "source_review_id": "UmF0aW5nLTM0ODkxNDA1",
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    {
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      "source_url": "https://www.ratemyprofessors.com/professor/2630806",
      "type": "review"
    },
    {
      "instructor_name": "Vivak Patel",
      "review_date": "2022-02-23 02:08:26 +0000 UTC",
      "review_id": "9c8d9bedd34c97329176a3c5",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2630806",
      "source_review_id": "UmF0aW5nLTM1ODc1Mzk3",
      "source_url": "https://www.ratemyprofessors.com/professor/2630806",
      "type": "review"
    },
    {
      "instructor_name": "Vivak Patel",
      "review_date": "2022-09-09 01:30:55 +0000 UTC",
      "review_id": "1c70fbe04c3dde91cae493db",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2630806",
      "source_review_id": "UmF0aW5nLTM2NjM0MzU4",
      "source_url": "https://www.ratemyprofessors.com/professor/2630806",
      "type": "review"
    },
    {
      "instructor_name": "Vivak Patel",
      "review_date": "2022-10-27 19:08:46 +0000 UTC",
      "review_id": "a7f8038ade9bfb4d88820773",
      "run_id": "20260907T155543-ce3781c4",
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      "source_url": "https://www.ratemyprofessors.com/professor/2630806",
      "type": "review"
    },
    {
      "instructor_name": "Vivak Patel",
      "review_date": "2023-09-22 21:25:05 +0000 UTC",
      "review_id": "8e9b684c9e4c2042d15d430d",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2630806",
      "source_review_id": "UmF0aW5nLTM4MjMwNzMx",
      "source_url": "https://www.ratemyprofessors.com/professor/2630806",
      "type": "review"
    },
    {
      "instructor_name": "Vivak Patel",
      "review_date": "2024-08-21 05:17:49 +0000 UTC",
      "review_id": "9b8ef7235c7a6f16ebe05abf",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2630806",
      "source_review_id": "UmF0aW5nLTM5Njk2NDgz",
      "source_url": "https://www.ratemyprofessors.com/professor/2630806",
      "type": "review"
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```

#### offered

true

#### profile hash

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#### quick take

Historical reviews for Vivak Patel are polarized, ranging from praise for his passion and concept teaching to complaints about poor communication, pedantry, and unhelpful office hours.

```json
{
  "citations": [
    {
      "instructor_name": "Vivak Patel",
      "review_date": "2021-05-11 05:04:39 +0000 UTC",
      "review_id": "b61683dea1b4db5e99fa6012",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2630806",
      "source_review_id": "UmF0aW5nLTM0NzYxMTY3",
      "source_url": "https://www.ratemyprofessors.com/professor/2630806",
      "type": "review"
    },
    {
      "instructor_name": "Vivak Patel",
      "review_date": "2021-06-04 23:17:48 +0000 UTC",
      "review_id": "2d17dfe304f38fd22cec652c",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2630806",
      "source_review_id": "UmF0aW5nLTM0ODkxNDA1",
      "source_url": "https://www.ratemyprofessors.com/professor/2630806",
      "type": "review"
    },
    {
      "instructor_name": "Vivak Patel",
      "review_date": "2022-01-11 16:32:51 +0000 UTC",
      "review_id": "93ec73a134279ef2d299c73e",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2630806",
      "source_review_id": "UmF0aW5nLTM1NzM1NDk4",
      "source_url": "https://www.ratemyprofessors.com/professor/2630806",
      "type": "review"
    },
    {
      "instructor_name": "Vivak Patel",
      "review_date": "2022-02-23 02:08:26 +0000 UTC",
      "review_id": "9c8d9bedd34c97329176a3c5",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2630806",
      "source_review_id": "UmF0aW5nLTM1ODc1Mzk3",
      "source_url": "https://www.ratemyprofessors.com/professor/2630806",
      "type": "review"
    },
    {
      "instructor_name": "Vivak Patel",
      "review_date": "2022-09-09 01:30:55 +0000 UTC",
      "review_id": "1c70fbe04c3dde91cae493db",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2630806",
      "source_review_id": "UmF0aW5nLTM2NjM0MzU4",
      "source_url": "https://www.ratemyprofessors.com/professor/2630806",
      "type": "review"
    },
    {
      "instructor_name": "Vivak Patel",
      "review_date": "2022-10-27 19:08:46 +0000 UTC",
      "review_id": "a7f8038ade9bfb4d88820773",
      "run_id": "20260907T155543-ce3781c4",
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    {
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      "review_date": "2023-09-22 21:25:05 +0000 UTC",
      "review_id": "8e9b684c9e4c2042d15d430d",
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    },
    {
      "instructor_name": "Vivak Patel",
      "review_date": "2024-08-21 05:17:49 +0000 UTC",
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      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2630806",
      "source_review_id": "UmF0aW5nLTM5Njk2NDgz",
      "source_url": "https://www.ratemyprofessors.com/professor/2630806",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Spring 2024: 3.88 GPA, 87.5% A/AB (n=8 letter grades); Fall 2024: 3.55 GPA, 78.4% A/AB (n=37 letter grades); Fall 2025: 3.54 GPA, 72.0% A/AB (n=25 letter grades).

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        "source": "madgrades"
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        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### student experience

Historical reviews of Vivak Patel: Students report that TAs often explain concepts better than the instructor, and lecture examples sometimes fail to connect to harder material, requiring self-study.

```json
{
  "citations": [
    {
      "instructor_name": "Vivak Patel",
      "review_date": "2021-05-11 05:04:39 +0000 UTC",
      "review_id": "b61683dea1b4db5e99fa6012",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2630806",
      "source_review_id": "UmF0aW5nLTM0NzYxMTY3",
      "source_url": "https://www.ratemyprofessors.com/professor/2630806",
      "type": "review"
    },
    {
      "instructor_name": "Vivak Patel",
      "review_date": "2022-02-23 02:08:26 +0000 UTC",
      "review_id": "9c8d9bedd34c97329176a3c5",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2630806",
      "source_review_id": "UmF0aW5nLTM1ODc1Mzk3",
      "source_url": "https://www.ratemyprofessors.com/professor/2630806",
      "type": "review"
    },
    {
      "instructor_name": "Vivak Patel",
      "review_date": "2024-08-21 05:17:49 +0000 UTC",
      "review_id": "9b8ef7235c7a6f16ebe05abf",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2630806",
      "source_review_id": "UmF0aW5nLTM5Njk2NDgz",
      "source_url": "https://www.ratemyprofessors.com/professor/2630806",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

VIVAK PATEL is recorded teaching in Fall 2019, Fall 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.

```json
{
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    {
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      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
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      "section_number": 1,
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      "source_record": {
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      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    },
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      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
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}
```

WEI-YIN LOH is recorded teaching in Fall 2016, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
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      "table": "section_grades_latest",
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      "type": "grade"
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}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": "Graduate/professional standing or declared in Statistics VISP",
    "course": null,
    "evidence": "Graduate/professional standing or declared in Statistics VISP",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

```json
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      "match_basis": "exact_name",
      "observed_at": "2026-09-07 15:59:34.335211+00:00",
      "courses": {
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    "instructor_url": "/instructors/ZHIHAO_ZHAO"
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]
```

### offerings

```json
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    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "source_course_id": "024335",
    "source_subject_id": "932",
    "title": "Statistical Methods I",
    "credits_min": 4,
    "credits_max": 4,
    "typically_offered": "Fall"
  }
]
```

### sections

```json
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    "identity_basis": "class_number",
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    "section_type": "LEC",
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    "start_date": "2026-09-02 05:00:00+00:00",
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    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  }
]
```

### grade instructors

```json
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      },
      "bayesian_quality": 3.549506535482785,
      "prior_mean": 3.6596857835465957,
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    "grade_statistics": {
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    "source": "madgrades",
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    "identity_basis": "source_id",
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    "name": "MIRANDA RINTOUL",
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    "grade_statistics": {
      "gpa": 3.129,
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    },
    "instructor_url": "/instructors/MIRANDA_RINTOUL--instructor_adaa4a02e24050ee4c903cba"
  },
  {
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    "source": "madgrades",
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    "name": "YONGYI GUO",
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    "ratings": {
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      "source_url": "https://www.ratemyprofessors.com/professor/3010926",
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  {
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    "source": "madgrades",
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    "identity_basis": "source_id",
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    "name": "XIAO LUO",
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    "grade_statistics": {
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    "instructor_url": "/instructors/XIAO_LUO--instructor_1e07909c6928306d75ad0572"
  },
  {
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    "identity_status": "source_identified",
    "name": "Wei-Yin Loh",
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    "ratings": {
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      "quality_count": 24,
      "difficulty_count": 24,
      "profile_id": "rmp:371080",
      "source_url": "https://www.ratemyprofessors.com/professor/371080",
      "match_basis": "exact_name",
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    "name": "Zhihao Zhao",
    "email": "ZZHAO357@WISC.EDU",
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    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/ZHIHAO_ZHAO"
  }
]
```

### grades

```json
[
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    "course_uid": "course_0cdbe47e9cba33b1c1a28e66",
    "term_id": "1162",
    "term_name": "Fall 2015",
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      "Zheng Zhang"
    ],
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    "term_id": "1172",
    "term_name": "Fall 2016",
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    "term_name": "Fall 2017",
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  },
  {
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    "course_id": "STAT 601",
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    "term_id": "1192",
    "term_name": "Fall 2018",
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      "Miaoyan Wang",
      "Zheng Zhang"
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  },
  {
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    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "MOHAMED ELKHOULY",
      "Vivak Patel"
    ],
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  },
  {
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    "course_id": "STAT 601",
    "course_uid": "course_0cdbe47e9cba33b1c1a28e66",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "Miaoyan Wang",
      "Vivak Patel"
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    "a": 6,
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  },
  {
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    "course_id": "STAT 601",
    "course_uid": "course_0cdbe47e9cba33b1c1a28e66",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "Miranda Rintoul",
      "Vivak Patel"
    ],
    "a": 37,
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  },
  {
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    "term_id": "1224",
    "term_name": "Spring 2022",
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      "Miaoyan Wang"
    ],
    "a": 10,
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  },
  {
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    "term_name": "Fall 2022",
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      "Vivak Patel"
    ],
    "a": 13,
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  },
  {
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    "course_id": "STAT 601",
    "course_uid": "course_0cdbe47e9cba33b1c1a28e66",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "Miranda Rintoul"
    ],
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    "total": 11,
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
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    "course_uid": "course_0cdbe47e9cba33b1c1a28e66",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Vivak Patel",
      "Wei-Yin Loh"
    ],
    "a": 14,
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  },
  {
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    "term_id": "1244",
    "term_name": "Spring 2024",
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      "Miaoyan Wang"
    ],
    "a": 7,
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  },
  {
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    "course_id": "STAT 601",
    "course_uid": "course_0cdbe47e9cba33b1c1a28e66",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Vivak Patel",
      "Wei-Yin Loh"
    ],
    "a": 13,
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "STAT 601",
    "course_uid": "course_0cdbe47e9cba33b1c1a28e66",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "Yongyi Guo"
    ],
    "a": 0,
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      "STAT 601"
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "STAT 601",
    "course_uid": "course_0cdbe47e9cba33b1c1a28e66",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Wei-Yin Loh"
    ],
    "a": 9,
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      "STAT 601"
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
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    "course_id": "STAT 601",
    "course_uid": "course_0cdbe47e9cba33b1c1a28e66",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Xiao Luo"
    ],
    "a": 0,
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    "source_aliases": [
      "STAT 601"
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  }
]
```

### statistics

#### gpa

3.597

#### graded

601

#### counts

* 250
* 253
* 84
* 9
* 1
* 0
* 4

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_0cdbe47e9cba33b1c1a28e66-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_0cdbe47e9cba33b1c1a28e66-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_0cdbe47e9cba33b1c1a28e66-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_0cdbe47e9cba33b1c1a28e66-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_0cdbe47e9cba33b1c1a28e66-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_0cdbe47e9cba33b1c1a28e66-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_0cdbe47e9cba33b1c1a28e66-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_0cdbe47e9cba33b1c1a28e66-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_0cdbe47e9cba33b1c1a28e66-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_0cdbe47e9cba33b1c1a28e66-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## instructor Trends

```json
[
  {
    "uid": "instructor_b2acd3224dabe1427205a51f",
    "name": "VIVAK PATEL",
    "count": 162,
    "terms": [
      {
        "term": "1202",
        "count": 23,
        "sections": 1,
        "gpa": 3.847826086956522
      },
      {
        "term": "1212",
        "count": 20,
        "sections": 1,
        "gpa": 3.55
      },
      {
        "term": "1222",
        "count": 33,
        "sections": 1,
        "gpa": 3.5
      },
      {
        "term": "1232",
        "count": 61,
        "sections": 2,
        "gpa": 3.5491803278688523
      },
      {
        "term": "1242",
        "count": 18,
        "sections": 1,
        "gpa": 2.7777777777777777
      },
      {
        "term": "1252",
        "count": 7,
        "sections": 1,
        "gpa": 3.357142857142857
      }
    ]
  },
  {
    "uid": "instructor_20bff09bd8c7abcebab15a2f",
    "name": "WEI-YIN LOH",
    "count": 136,
    "terms": [
      {
        "term": "1172",
        "count": 49,
        "sections": 1,
        "gpa": 3.489795918367347
      },
      {
        "term": "1242",
        "count": 32,
        "sections": 1,
        "gpa": 3.609375
      },
      {
        "term": "1252",
        "count": 30,
        "sections": 1,
        "gpa": 3.6
      },
      {
        "term": "1262",
        "count": 25,
        "sections": 1,
        "gpa": 3.54
      }
    ]
  },
  {
    "uid": "instructor_65cbac2c9da9e3d3236992ef",
    "name": "ZHENGJUN ZHANG",
    "count": 133,
    "terms": [
      {
        "term": "1162",
        "count": 45,
        "sections": 1,
        "gpa": 3.6666666666666665
      },
      {
        "term": "1182",
        "count": 42,
        "sections": 1,
        "gpa": 3.5357142857142856
      },
      {
        "term": "1192",
        "count": 46,
        "sections": 1,
        "gpa": 3.489130434782609
      }
    ]
  },
  {
    "uid": "instructor_37a7f7533ff672c5e16425d1",
    "name": "MIAOYAN WANG",
    "count": 82,
    "terms": [
      {
        "term": "1192",
        "count": 36,
        "sections": 1,
        "gpa": 3.7222222222222223
      },
      {
        "term": "1212",
        "count": 21,
        "sections": 1,
        "gpa": 3.4761904761904763
      },
      {
        "term": "1224",
        "count": 17,
        "sections": 1,
        "gpa": 3.7941176470588234
      },
      {
        "term": "1244",
        "count": 8,
        "sections": 1,
        "gpa": 3.875
      }
    ]
  },
  {
    "uid": "instructor_cde4e8c99f184b699236bc13",
    "name": "MOHAMED ELKHOULY",
    "count": 48,
    "terms": [
      {
        "term": "1202",
        "count": 48,
        "sections": 1,
        "gpa": 3.8125
      }
    ]
  },
  {
    "uid": "instructor_adaa4a02e24050ee4c903cba",
    "name": "MIRANDA RINTOUL",
    "count": 40,
    "terms": [
      {
        "term": "1222",
        "count": 29,
        "sections": 1,
        "gpa": 3.8620689655172415
      },
      {
        "term": "1234",
        "count": 11,
        "sections": 1,
        "gpa": 3.8636363636363638
      }
    ]
  }
]
```

## following

| code     | title                                |
| -------- | ------------------------------------ |
| STAT 441 | ADVANCED SPORTS ANALYTICS            |
| STAT 602 | STATISTICAL METHODS II               |
| STAT 780 | INTRODUCTION TO QUANTUM DATA SCIENCE |
| STAT 801 | ADVANCED FINANCIAL STATISTICS        |

## projection

### target

1272

### interval

#### lower

3.19

#### upper

3.82

#### coverage

80

#### terms

6

### gpa

3.506856077679361

### grades

| grade | percentage         |
| ----- | ------------------ |
| A     | 34.46115112029391  |
| AB    | 44.273934328235185 |
| B     | 16.724434899100515 |
| BC    | 3.0835713762543024 |
| C     | 0                  |
| D     | 0                  |
| F     | 1.4569082761160768 |

### source Terms

* 1252
* 1242
* 1232
* 1222

### source Count

210

### same Season

true

### historical Range

* 3.3100000000000005
* 3.669354838709677

### backtest

#### terms

6

#### gpa Error

0.1453663146859463

#### mix Error

30.345409963747972
