Master the skills the job market is actually hiring for.

Follow a job-market-audited Role Path, move through a discipline end-to-end with a Career Pathway, or pursue a university-benchmarked Academic Certificate — each with a Basic → Intermediate → Advanced ladder, direct video learning bridges and a capstone proof-of-work project.

Comprehensive Certificate in Statistics

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23 lessons3 tiers1 capstone project

University-benchmarked study of probability, inference, regression, experiments, sampling, stochastic processes, time series, causal reasoning, computing and decision

University Curriculum Benchmark: UC Berkeley Statistics | Harvard Statistics

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FOUNDATIONS / INTRODUCTION

Bridge Topics

Recommended after FOUNDATIONS / INTRODUCTION — every lesson below is still open.

INTERMEDIATE CORE

Bridge Topics

Recommended after INTERMEDIATE CORE — every lesson below is still open.

ADVANCED / SPECIALIZATION

Bridge Topics

Integrative Capstone

Design a statistically defensible study from question to decision: sampling and measurement plan, exploratory analysis, inference/modeling, uncertainty, diagnostics, sensitivity checks, causal limitations and an executive-ready data story.

Evidence Standard

Publish the project, retain the artifacts, and write a concise reflection showing understanding, application and judgment.