Fall 2026

Introduction to Statistical Methods in Political Science

An introductory statistics course for Ph.D. students covering probability theory, inference, and multivariate least squares and maximum likelihood.

offering recorded4 credits
Recorded instructors · Fall 2026 Anton StrezhnevJohn Hicks

Summary

1 / 4

Recent recorded grades — Fall 2023: 3.80 GPA, 93.3% A/AB (n=15 letter grades); Fall 2024: 3.98 GPA, 100.0% A/AB (n=20 letter grades); Fall 2025: 3.96 GPA, 100.0% A/AB (n=13 letter grades).

Grade history

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average GPA
letter grades
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AB
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All recorded terms · compare terms & instructors

Prerequisites

Course map

Graduate/professional standing

  • Graduate/professional standing
POLISCI 812 used by

“Used by” includes alternatives; linked courses may have other requirements. This is a best-effort interpretation; check the catalog requirements above.

Prerequisite text tree
  • Graduate/professional standing

Professors

Fall 2026
Historical instructors & teaching patterns

Recorded history may be incomplete and does not establish a future schedule.

Calendar & sections

Fall 2026

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SectionModeEnrolled / capacityWaitlist
LEC 001Classroom Instruction12 / 200
DIS 301Classroom Instruction12 / 200

Times are Central. Select a meeting for details; export includes recorded dates for the selected sections. Enrollment reflects scan time.

Meeting source records
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Student experience

the class

Recent recorded grades — Fall 2023: 3.80 GPA, 93.3% A/AB (n=15 letter grades); Fall 2024: 3.98 GPA, 100.0% A/AB (n=20 letter grades); Fall 2025: 3.96 GPA, 100.0% A/AB (n=13 letter grades).

difficulty & workload

No workload feedback recorded.

Topics

  • Probability theory
  • Statistical inference
  • Multivariate least squares
  • Maximum likelihood estimation

Skills

  • Probability theory and statistical inference
  • Multivariate least squares and maximum likelihood estimation

Grades

Latest available · Fall 2025— not enough history to project Fall 2026.

average GPA
A / AB grades
letter grades
Instructor

Grade distribution · % of letter grades

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AB
B
BC
C
D
F

Grades over time

Through Fall 2025

More grade details Grade mix, volume & source data

Not enough comparable courses for Fall 2026 in UW–Madison.

Sources & history

UW–Madison

Catalog & offerings

Descriptions, prerequisites, and recorded course offerings.

Catalog observation history

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Selected offering source records
POLISCI 812 · Fall 2026

Introduction to Statistical Methods in Political Science

Recorded 2026-09-07
Raw records 
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:778:023686",
    "course_id": "POLISCI 812",
    "course_uid": "course_9826aceabeacb595a8ac7336",
    "term_id": "1272",
    "source_course_id": "023686",
    "source_subject_id": "778",
    "title": "Introduction to Statistical Methods in Political Science",
    "credits_min": 4,
    "credits_max": 4,
    "typically_offered": "Fall"
  }
]
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Student reviews

Original comments behind the course and instructor summaries.

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Madgrades

Grade history

Recorded grade distributions by term, section, and instructor.

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Dataset & model

Recorded 2026-09-07

View the dataset on Hugging Face
Model outputs & technical records
nvidia/Qwen3.6-35B-A3B-NVFP4
LLM outputs across runs
Download part 1
Full model traces

Recorded model configuration, reasoning, and tool conversations.

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Model & dataset provenance 
{
  "model": "nvidia/Qwen3.6-35B-A3B-NVFP4",
  "model_revision": "1355db6a052410cfd62085d94b58866fd0f2c3c5",
  "task_version": "14",
  "output_id": "b1541b6cb67de66ee82b1dc63d1f402b31b71104b8203ee04e5aadd679020fc8",
  "requirements_status": "valid",
  "dataset_revision": "e243353dcb7d79b7247ced91d69443ef4c2a6349",
  "observed_at": "2026-09-07 15:55:43.033547+00:00"
}