Fall 2026

Risk Analytics

RISK ANALYTICS teaches modeling and managing business risk using probabilistic forecasting and machine learning-integrated regression.

no offering record for this termCredits unavailable
Recorded instructors · Fall 2026 No instructors listed

Summary

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Recent recorded grades — Spring 2024: 3.39 GPA, 60.9% A/AB (n=23 letter grades); Spring 2025: 3.60 GPA, 73.5% A/AB (n=34 letter grades); Spring 2026: 3.34 GPA, 59.1% A/AB (n=22 letter grades).

Grade history

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average GPA
letter grades
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Prerequisites

Course map

(ACT SCI 640,GEN BUS 656,STAT 333, or 340), or declared in undergraduate Business Exchange program

ACTSCI 657

This is a best-effort interpretation; check the catalog requirements above.

Prerequisite text tree

Professors

Fall 2026

No instructors recorded for this selection.

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

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Meeting source records

No records available.

Student experience

the class

Recent recorded grades — Spring 2024: 3.39 GPA, 60.9% A/AB (n=23 letter grades); Spring 2025: 3.60 GPA, 73.5% A/AB (n=34 letter grades); Spring 2026: 3.34 GPA, 59.1% A/AB (n=22 letter grades).

difficulty & workload

No workload feedback recorded.

Topics

  • Heavy-tailed, count, and survival data regression
  • Neural networks and natural language processing for feature engineering

Skills

  • Modeling, communicating, and managing risk and uncertainty
  • Probabilistic forecasting and integrated predictive modeling
  • Advanced regression techniques and NLP-based feature engineering

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
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D
F

Grades over time

Through Spring 2026

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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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
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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": "0a717534f30636cd0ce2dfa857d57b9cd6859473d48d7360337dd0f033b6386a",
  "requirements_status": "valid",
  "dataset_revision": "e243353dcb7d79b7247ced91d69443ef4c2a6349",
  "observed_at": "2026-09-07 15:55:43.033547+00:00"
}