Design A/B Tests for Financial Impact
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Design A/B Tests for Financial Impact
This course is part of Quantitative Finance & Risk Modeling Specialization
Instructor: ansrsource instructors
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March 2026
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There is 1 module in this course
Design robust A/B tests for finance: define null vs alternative hypotheses, plan experiments, and measure an algorithm’s impact on Sharpe ratio. Draft test framing in chat and share an experiment plan in Google Sheets for quant lead approval.
Designing a valid A/B test is more than statistics—it’s the foundation of confident financial decision-making. In this intermediate-level course, you’ll learn how to frame hypotheses and build A/B test plans that reveal whether new algorithms or strategies truly improve performance. You’ll start by mastering the logic of null and alternative hypotheses, then apply A/B testing principles to measure an algorithm’s impact on the Sharpe ratio, a key indicator of risk-adjusted return. Through short videos, practical readings, and hands-on labs, you’ll practice designing controlled experiments that separate genuine improvement from random noise. You’ll also learn how to document your test plan clearly for quant-lead review and interpret outcomes with statistical rigor. By the end, you’ll be able to design, explain, and evaluate experiments that turn data into financial insight—skills essential for analysts, quantitative researchers, and finance professionals who test ideas before they scale.
What's included
7 videos3 readings5 assignments
7 videos•Total 33 minutes
- Introduction and Welcome•3 minutes
- Why Hypotheses Matter in Finance•4 minutes
- Common Mistakes in Hypothesis Setup•5 minutes
- Introduction to A/B Testing •5 minutes
- What Makes a Good Financial A/B Test?•5 minutes
- From Plan to Action•7 minutes
- Congratulations and Continuous Learning Journey•3 minutes
3 readings•Total 20 minutes
- Null vs. Alternative Hypothesis Explained•8 minutes
- Sharpe Ratio as an Evaluation Metric•6 minutes
- Define Your Variables and Controls•6 minutes
5 assignments•Total 60 minutes
- Graded Quiz: Evaluate A/B Design for Financial Impact•20 minutes
- HOL: State Your Null and Alternative Hypotheses•15 minutes
- Practice Quiz: Checking Your Hypotheses•5 minutes
- HOL: Build Your A/B Test Plan in Sheets•15 minutes
- Practice Quiz: Checking Your Knowledge of A/B Tests•5 minutes
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