Spring 2027

Maximum Likelihood Estimation

Develops the theory of maximum likelihood estimation and applies it to models for discrete and limited dependent variables in political and social science data.

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Recorded instructors · Spring 2027 No instructors listed

Summary

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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

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Professors

Spring 2027

No instructors recorded for this selection.

Historical instructors & teaching patterns

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Calendar & sections

Spring 2027

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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

  • Maximum likelihood estimation theory
  • Models for discrete and limited dependent variables

Skills

  • Theory of maximum likelihood estimation
  • Applying MLE to models for discrete and limited dependent variables

Grades

Latest available · Fall 2025— not enough history to project Spring 2027.

average GPA
A / AB grades
letter grades
Instructor

Grade distribution · % of letter grades

A
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 Spring 2027 in UW–Madison.

Sources & history

UW–Madison

Catalog & offerings

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Grade history

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Dataset & model

Recorded 2026-10-14

View the dataset on Hugging Face
Model outputs & technical records
Qwen/Qwen3.8-27B
LLM outputs across runs
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Full model traces

Recorded model configuration, reasoning, and tool conversations.

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Model & dataset provenance 
{
  "model": "Qwen/Qwen3.8-27B",
  "model_revision": "1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0",
  "task_version": "17",
  "output_id": "42ceda3d9e607aaf8e6fae76059de355046b2f650e1b64362f317f6b3dfd8278",
  "requirements_status": "valid",
  "dataset_revision": "fc1811fa52e581ea57a35c0cf3343f8740a8ffbf",
  "observed_at": "2026-10-14 17:50:09.728220+00:00"
}