Causal inference courses can help you learn statistical techniques, experimental design, and observational study methods. You can build skills in identifying causal relationships, analyzing data sets, and interpreting results to inform decision-making. Many courses introduce tools like R, Python, and specialized software for conducting causal analyses, enabling you to apply these skills in real-world contexts such as public health, economics, and social sciences.

University of Colorado Boulder
Skills you'll gain: Probability, Statistical Inference, Estimation, Probability & Statistics, Probability Distribution, Statistical Methods, Statistics, Markov Model, Bayesian Statistics, Data Literacy, Statistical Analysis, Sampling (Statistics), Applied Mathematics, Artificial Intelligence, Generative AI, Data Analysis, Data Science, Theoretical Computer Science, Machine Learning Algorithms, Mathematical Theory & Analysis
Build toward a degree
Intermediate · Specialization · 3 - 6 Months

University of Illinois at Urbana-Champaign
Skills you'll gain: Data Storytelling, Management Accounting, Fund Accounting, Operations Management, Mergers & Acquisitions, Financial Statement Analysis, Credit Risk, Project Closure, Machine Learning Algorithms, Business Strategy, Risk Management, Social Determinants Of Health, Revenue Recognition, Financial Auditing, Variance Analysis, Entrepreneurship, Data Governance, Generative AI, Supply And Demand, Statistical Inference
Credit offered
Graduate Certificate · 6 - 12 Months

University of Illinois at Urbana-Champaign
Skills you'll gain: Data Storytelling, Management Accounting, Fund Accounting, Operations Management, Mergers & Acquisitions, Financial Statement Analysis, Credit Risk, Project Closure, Machine Learning Algorithms, Business Strategy, Risk Management, Social Determinants Of Health, Revenue Recognition, Financial Auditing, Variance Analysis, Entrepreneurship, Data Governance, Generative AI, Supply And Demand, Statistical Inference
Credit offered
Graduate Certificate · 6 - 12 Months
Rice University
Skills you'll gain: Statistical Hypothesis Testing, Statistical Methods, Regression Analysis, Statistical Analysis, Statistical Modeling, Statistical Inference, Business Analytics, Microsoft Excel, Model Evaluation, Estimation, Data Analysis
Mixed · Course · 1 - 4 Weeks

University of Illinois at Urbana-Champaign
Skills you'll gain: Data Storytelling, Management Accounting, Fund Accounting, Operations Management, Mergers & Acquisitions, Financial Statement Analysis, Credit Risk, Project Closure, Machine Learning Algorithms, Business Strategy, Risk Management, Social Determinants Of Health, Revenue Recognition, Financial Auditing, Variance Analysis, Entrepreneurship, Data Governance, Generative AI, Supply And Demand, Statistical Inference
Credit offered
Graduate Certificate · 6 - 12 Months

Johns Hopkins University
Skills you'll gain: Exploratory Data Analysis, Statistical Reporting, Data Analysis, Data Presentation, Data Management, Data Strategy, Team Management, Workflow Management, Analytical Skills, Team Leadership, Statistical Inference, Statistical Modeling, Communication
Mixed · Course · 1 - 4 Weeks

Imperial College London
Skills you'll gain: Analytical Skills, Sampling (Statistics), Statistical Hypothesis Testing, Data Literacy, R (Software), Data Analysis, R Programming, Statistics, Public Health, Statistical Inference, Descriptive Statistics, Probability Distribution, Data Import/Export
Beginner · Course · 1 - 4 Weeks

University of Illinois at Urbana-Champaign
Skills you'll gain: Data Storytelling, Management Accounting, Fund Accounting, Operations Management, Mergers & Acquisitions, Financial Statement Analysis, Credit Risk, Project Closure, Machine Learning Algorithms, Business Strategy, Risk Management, Social Determinants Of Health, Revenue Recognition, Financial Auditing, Variance Analysis, Entrepreneurship, Data Governance, Generative AI, Supply And Demand, Statistical Inference
Credit offered
Graduate Certificate · 6 - 12 Months
Skills you'll gain: Hugging Face, Large Language Modeling, MLOps (Machine Learning Operations), Generative AI, Artificial Intelligence and Machine Learning (AI/ML), AI Product Strategy, Transfer Learning, Applied Machine Learning, AI Personalization, Model Deployment, Model Evaluation, Responsible AI, Performance Tuning, Model Based Systems Engineering, Program Evaluation, Analysis
Intermediate · Course · 1 - 4 Weeks

University of Illinois at Urbana-Champaign
Skills you'll gain: Data Storytelling, Management Accounting, Fund Accounting, Operations Management, Mergers & Acquisitions, Financial Statement Analysis, Credit Risk, Project Closure, Machine Learning Algorithms, Business Strategy, Risk Management, Social Determinants Of Health, Revenue Recognition, Financial Auditing, Variance Analysis, Entrepreneurship, Data Governance, Generative AI, Supply And Demand, Statistical Inference
Credit offered
Graduate Certificate · 6 - 12 Months

University of Illinois at Urbana-Champaign
Skills you'll gain: Data Storytelling, Management Accounting, Fund Accounting, Operations Management, Mergers & Acquisitions, Financial Statement Analysis, Credit Risk, Project Closure, Machine Learning Algorithms, Business Strategy, Risk Management, Social Determinants Of Health, Revenue Recognition, Financial Auditing, Variance Analysis, Entrepreneurship, Data Governance, Generative AI, Supply And Demand, Statistical Inference
Credit offered
Graduate Certificate · 6 - 12 Months

Skills you'll gain: Exploratory Data Analysis, Logistic Regression, Supervised Learning, Applied Machine Learning, Model Evaluation, Data Modeling
Intermediate · Course · 1 - 3 Months