Fall 2026

Introductory Probability

Covers axioms, distributions, expectation, inequalities, and limit theorems.

offering recorded3 credits
Recorded instructors · Fall 2026 Amy Cochran4.0/5Benedek Valko3.9/5

Summary

1 / 6

Historical reviews of Yukun Yue: Yukun Yue’s course was reported as difficult, with exams containing unexpected proofs and varying in difficulty compared to practice materials. Success required significant study effort and reliance on practice problems.

Grade history

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

Prerequisites

Course map

MATH 213 or 222. Not open to students with credit forMATH/​STAT 309 or STAT/​MATH 431.

“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
/5Adjusted rating
/5RMP difficulty
captured reviews
About this rating

Raw average: 4.67/5 from 9 quality ratings. The adjusted rating blends this with the UW review average (3.66/5), weighted as 20 additional ratings. Smaller samples stay closer to that average. Each captured review is counted once in the prior; this does not correct who chooses to leave a review.

RMP profile ↗ · All captured review dates; profile matched by name.

No course-specific feedback yet.

/5Adjusted rating
/5RMP difficulty
captured reviews
About this rating

Raw average: 4.07/5 from 28 quality ratings. The adjusted rating blends this with the UW review average (3.66/5), weighted as 20 additional ratings. Smaller samples stay closer to that average. Each captured review is counted once in the prior; this does not correct who chooses to leave a review.

RMP profile ↗ · All captured review dates; profile matched by name.

Recent recorded grades — Fall 2009: 2.63 GPA, 46.7% A/AB (n=15 letter grades).

Historical instructors & teaching patterns

Historical reviews for Alexander Fish, Shi Jin, and Yukun Yue highlight significant instructional issues, including incorrect board work, confusing derivations, and unexpectedly difficult exams. While some reviewers noted that Yue was helpful and cared about student learning, others found his lectures poor and exams harsh. These accounts suggest inconsistent teaching quality and clarity among past instructors.

ALEXANDER FISH is recorded teaching in Spring 2010, Fall 2010, Spring 2011. Recorded history may be incomplete and does not establish a future schedule.

BENEDEK VALKO is recorded teaching in Fall 2009. Recorded history may be incomplete and does not establish a future schedule.

HYUKPYO HONG is recorded teaching in Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

SHI JIN is recorded teaching in Fall 2007, Fall 2012. Recorded history may be incomplete and does not establish a future schedule.

YUKUN YUE is recorded teaching in Fall 2024. 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

Schedule loads here as you scroll.

SectionModeEnrolled / capacityWaitlist
LEC 001Classroom Instruction57 / 660
LEC 002Classroom Instruction61 / 681

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

Meeting source records

Student experience

the class

Historical reviews for Hyukpyo Hong describe him as an exceptionally clear, articulate, and prepared lecturer who effectively deconstructs complex concepts. While some students found the course difficult, they praised his structured teaching style and clarity.

Recent recorded grades — Spring 2025: 3.09 GPA, 46.1% A/AB (n=89 letter grades); Fall 2025: 3.13 GPA, 45.8% A/AB (n=107 letter grades); Spring 2026: 3.14 GPA, 50.7% A/AB (n=146 letter grades).

difficulty & workload

Historical reviews of Yukun Yue: Yukun Yue’s course was reported as difficult, with exams containing unexpected proofs and varying in difficulty compared to practice materials. Success required significant study effort and reliance on practice problems.

Historical reviews of Yukun Yue: Reviewers noted that while Yukun Yue’s lectures focused heavily on derivations rather than examples, he was willing to help students who asked. This support was appreciated despite the challenging lecture style.

Topics

  • Probability axioms and distributions
  • Multivariate integration

Skills

  • Probability theory and distributions
  • Multivariate integration techniques

Grades

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

average GPA
A / AB grades
letter grades
Instructor

Grade distribution · % of letter grades

A
AB
B
BC
C
D
F

Grades over time

Through Spring 2026

More grade details Grade mix, volume & source data

Where this course fits relative to

Latest available grades · Spring 2026 · all course levels

GPA

Higher than % of other courses in this group.

Course GPAs · red marks this course’s range

letter grades

More recorded grades than % of other courses in this group.

Typical course in this group: letter grades.

About this comparison

1283 courses over the same term, each with at least 30 recorded letter grades. Cross-listed courses count once. GPA is not a measure of difficulty or teaching quality. The typical course is the median by recorded grade count; tied values are not counted as lower. Grade counts describe course scale, not unique students or typical section size.

Descriptions compare GPA with this group’s average: at least 0.20 higher or lower; otherwise close to average. Section size uses median recorded enrollment: small up to 30, mid-sized 31–99, large 100+. Lectures and discussion/lab sections are described separately.

Sources & history

UW–Madison

Catalog & offerings

Descriptions, prerequisites, and recorded course offerings.

Catalog observation history

Observations at scan time; dates do not imply when a catalog change took effect.

Selected offering source records
MATH 331 · Fall 2026

Introductory Probability

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": "1272:600:011652",
    "course_id": "MATH 331",
    "course_uid": "course_5d5f3a3f185baf9eaaa98221",
    "term_id": "1272",
    "source_course_id": "011652",
    "source_subject_id": "600",
    "title": "Introductory Probability",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Spring"
  }
]
Rate My Professors

Student reviews

Original comments behind the course and instructor summaries.

Read original reviews
Madgrades

Grade history

Recorded grade distributions by term, section, and instructor.

Explore recorded grades
Model outputs & technical records
nvidia/Qwen3.6-35B-A3B-NVFP4
LLM outputs across runs
Full model traces

Recorded model configuration, reasoning, and tool conversations.

Model & dataset provenance
{
  "model": "nvidia/Qwen3.6-35B-A3B-NVFP4",
  "model_revision": "1355db6a052410cfd62085d94b58866fd0f2c3c5",
  "task_version": "14",
  "output_id": "680ea0491e36c10b3374ab1fa3a6377ac58a34ae8e0e32e26d6d2531070911c3",
  "requirements_status": "needs_review",
  "dataset_revision": "e243353dcb7d79b7247ced91d69443ef4c2a6349",
  "observed_at": "2026-09-07 15:55:43.033547+00:00"
}