## Programming and Databases

## LaTeX Series

## Statistical Software Series

## Statistical Topics and Methodology

- A Feminist Approach to Coding Using Processing (Video)
- A New Look at Regression Analysis (Video)
- An Overview of Causal Inference (Slides)
- Analysis of Variance (ANOVA)
- Bayesian Estimation using MCMC
- Data Reduction Techniques (Video, Slides)
- Effect Size and Contrast Analysis (Video)
- Improving the Credibility of Your Research (Part I Video, Part II Video)
- Instrumental Variables in Rubin Causal Model (Video)
- Introduction to Panel Regression (Video, Slides and Code, datasets)
- Introduction to the General Linear Model
- Introduction to Generalized Linear Models (Video, Slides and Code)
- Introduction to Statistical Inference
- Introduction to Survival Analysis (Video, Slides_1, Slides_2)
- Item Response Theory (IRT) Modeling (Code)
- Machine Learning
- Maximum Likelihood and Method of Moments Estimation (Video, Slides)
- Mixture models and its applications (Video, Lecture notes)
- Non-parametric Tests
- Popular Methods in Statistics
- Power and Sample Size Calculation
- Structural Equation Modeling (R code and Data, Video, Slides)
- Survey and Sampling Methods (Video, Slides)
- Text Analysis in the Social Sciences (Presented by Molly Roberts of UCSD) (Video, R Code, Datasets)
- What Population does your sample represent? (Video, Slides)

## Other Topics

- Applied Quantitative Transparency and Reproducibility Methods (Video Part I, Video Part II)
- Data Visualization Tools for Humanities Scholars (Video)
- Geoprocessing and Geodatabase Design (Video)
- Getting Started with Open Science Framework (Video)
- Introduction to ArcGIS (Video)
- Introduction to Programming (Video)
- Mathematical Tools In Excel (Video, Slides and sheets)
- Network Analysis (Slides 1, 2, 3, 4, 5, 6, Video)
- TEI and Mark-Up Fundamentals (TEI Guidelines, A Gentle Introduction to XML, An Even Gentler Introduction to XML, TEI by Example)