Data Analysis Courses and Certifications

Intro to Data Analysis

6 reviews

Explore a variety of datasets, posing and answering your own questions about each. You'll be using the Python libraries NumPy, Pandas, and Matplotlib.

• Udacity
• 6 weeks
• On-Demand
• Free Online Course

Introduction to Systematic Review and Meta-Analysis

6 reviews

Learn systematic review and meta-analysis methods for clinical trials, including question formulation, evidence search, data extraction, bias assessment, and result interpretation.

• Coursera
• 14 hours
• On-Demand
• Free Online Course (Audit)

Stanford Seminar - Towards Theories of Single-Trial High Dimensional Neural Data Analysis

Explore high-dimensional neural data analysis, focusing on single-trial theories, task complexity, and latent state recovery. Gain insights into advanced neuroscience concepts and methodologies.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Online Course

Stanford Seminar - Theories of Inference for Visual Analysis

Explore theories of visual inference, including uncertainty visualization, effect size judgments, and Bayesian cognition. Learn how visualizations support causal inference and model checks in data analysis.

• YouTube
• 1 hour
• On-Demand
• Free Online Course

How to Analyze Research Data - Kristin Sainani

Practical guide to analyzing research data using real mental health data in athletes, with tips for improving rigor and reproducibility in research.

• YouTube
• 59 minutes
• On-Demand
• Free Video

Data Analysis Using Python

403 ratings at Coursera

Learn Python-based data analysis techniques, including data manipulation with pandas, visualization with matplotlib, and practical skills for loading, querying, and summarizing real-world datasets.

• Coursera
• 17 hours 27 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

Data Analytics in the Public Sector with R

Equip yourself with R programming skills to analyze public sector data, informing policy decisions and administrative functions through data manipulation, visualization, and interpretation.

• Coursera
• 22 weeks, 4 hours a week
• On-Demand
• Paid Course

Sampling People, Networks and Records

102 ratings at Coursera

Explore rigorous sampling methods for research, including random, cluster, stratified, and multistage techniques. Learn to select representative samples and estimate uncertainty in data collection.

• Coursera
• 1 day 1 hour 50 minutes
• On-Demand
• Free Online Course (Audit)

Measuring Total Data Quality

Explore metrics for evaluating Total Data Quality at various stages, create quality concept maps, and apply metrics to real data. Learn to assess trade-offs and identify relevant tools for quality evaluation.

• Coursera
• 9 hours 1 minute
• On-Demand
• Free Online Course (Audit)

Microcredential

Total Data Quality

Explore the Total Data Quality framework, focusing on evaluating and maximizing data quality before analysis. Learn essential steps for data collection, understanding sources, and improving quality in scientific investigations.

• Coursera
• 13 weeks, 2 hours a week
• On-Demand
• Paid Course

Design Strategies for Maximizing Total Data Quality

Explore strategies to maximize data quality across collection, processing, and analysis stages. Learn to assess and improve validity, origin, access, and source quality while minimizing data missingness.

• Coursera
• 9 hours 13 minutes
• On-Demand
• Free Online Course (Audit)

Moneyball and Beyond

50 ratings at Coursera

Explore data analytics in baseball, from basic stats to advanced metrics like WAR. Learn to calculate and analyze performance statistics using Python, enabling informed team and player evaluations.

• Coursera
• 1 day 4 hours 42 minutes
• On-Demand
• Free Online Course (Audit)

Prediction Models with Sports Data

36 ratings at Coursera

Learn to forecast sports game outcomes using Python, focusing on logistic regression modeling with team expenditure data. Apply and evaluate models for EPL, NBA, and NHL, exploring betting odds and analytics.

• Coursera
• 1 day 9 hours 28 minutes
• On-Demand
• Free Online Course (Audit)

The Total Data Quality Framework

30 ratings at Coursera

Explore the Total Data Quality Framework, covering measurement, representation, and analysis dimensions. Learn to identify and mitigate threats to data quality in both designed and gathered data.

• Coursera
• 11 hours 59 minutes
• On-Demand
• Free Online Course (Audit)

Fundamentals of Data Analytics in the Public Sector with R

32 ratings at Coursera

Learn foundational R programming for public sector data analysis, covering key concepts, tidyverse libraries, and custom functions to analyze population and survey data effectively.

• Coursera
• 14 hours 32 minutes
• On-Demand
• Free Online Course (Audit)