Fall 2026

Maximum Likelihood Estimation

POLISCI 818 develops the theory of maximum likelihood estimation and applies it to models for discrete and limited dependent variables common to political and social science data.

offering recorded3 credits
Recorded instructors · Fall 2026 Anton Strezhnev

Summary

1 / 3

Recent recorded grades — Fall 2020: 4.00 GPA, 100.0% A/AB (n=4 letter grades); Spring 2022: 4.00 GPA, 100.0% A/AB (n=6 letter grades); Fall 2025: 3.70 GPA, 80.0% A/AB (n=10 letter grades).

Grade history

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average GPA
letter grades
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Prerequisites

Course map

POLI SCI 812 and 813

POLISCI 818 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

Professors

Fall 2026

Recent recorded grades — Fall 2025: 3.70 GPA, 80.0% A/AB (n=10 letter grades).

Historical instructors & teaching patterns

ANTON STREZHNEV is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

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

Calendar & sections

Fall 2026

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SectionModeEnrolled / capacityWaitlist
LEC 001Classroom Instruction8 / 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 2020: 4.00 GPA, 100.0% A/AB (n=4 letter grades); Spring 2022: 4.00 GPA, 100.0% A/AB (n=6 letter grades); Fall 2025: 3.70 GPA, 80.0% A/AB (n=10 letter grades).

difficulty & workload

No workload feedback recorded.

Topics

  • Discrete and limited dependent variables.
  • Political and social science data applications.

Skills

  • Theory of maximum likelihood estimation.
  • Application to models for discrete and limited dependent variables.

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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BC
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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 818 · Fall 2026

Maximum Likelihood Estimation

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": "1272:778:016048",
    "course_id": "POLISCI 818",
    "course_uid": "course_9947f9fb5134c87cfa7bdef3",
    "term_id": "1272",
    "source_course_id": "016048",
    "source_subject_id": "778",
    "title": "Maximum Likelihood Estimation",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Occasionally"
  }
]
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Madgrades

Grade history

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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": "05c3485c2b0c3e6569934e65881d3ef5b56aa956248b9cdf22465b00b98af805",
  "requirements_status": "needs_review",
  "dataset_revision": "e243353dcb7d79b7247ced91d69443ef4c2a6349",
  "observed_at": "2026-09-07 15:55:43.033547+00:00"
}