Tutorials
This page contains materials that help guide investigators through "how to" and best practices tutorials on a variety of statistical topics ranging from conceptualizing statistical methods to processing data for analysis
Tutorials
| Topic | Description | Brief Overview | Video | Slides | Code | Data | DeepDive* |
|---|---|---|---|---|---|---|---|
| Bayesian Analysis | Introduction to Analysis from a Bayesian Perspective | Summary | Discussion | ||||
| Bland Altman Plots | Analyzing agreement between measurements | Discussion | |||||
| Confidence Intervals | Understanding confidence intervals | Summary | Discussion | ||||
| Complex Survey Sampling, Weighting, and Analysis | Consideration when analyzing data collected using complex survey designs | Summary | Discussion | ||||
| Data from PDF to CSV | Use Python to read data from a .pdf file into a .csv file | ||||||
| Effect Modification/Interaction | Toward a common language in additive and multiplicative models | Video | Code | Data | Discussion | ||
| Latent Class Analysis (LCA) | Finding hidden subgroups in large data sets. | Summary | Document
What_is_LCA.pdf
(141.77 KB)
| Discussion | |||
| Logistic Regression | Introduction to logistic regression | Discussion | |||||
| Meta Analysis | What are systematic reviews and meta analyses? | Summary | Discussion | ||||
| Multiplicity | Multiplicity adjustment in design and analysis of clinical trials. | Video | |||||
| Ordinal Outcomes | Assessing ordinal outcomes using proportional odds analysis | Discussion | |||||
| Power and Sample Size 1 | Introduction to statistical power and sample size calculation | ||||||
| Power and Sample Size 2 | Introduction to statistical power and sample size calculation | Video | |||||
| Quantifying Benefit and Harm | An example from research in the OUHC Dept of Pediatrics | ||||||
| Receiver Operator Characteristic (ROC) curves | Interpreting ROC curves | Discussion | |||||
| Sensitivity, Specificity, Predictive Values | Measures for Screening Test performance including likelihood ratios and Bayes theorem. | DOC | Discussion | ||||
| Standardized Mortality Ratios (SMR) | What is an SMR and how is it interpreted? | Discussion | |||||
| Statistical Significance | Alternatives to the p-value | Video | |||||
| Statistical Tests | What statistical test should I use? | ||||||
| Statistical Thinking | Quantifying Uncertainty | Video | |||||
| Study Design | Equator Network : Enhancing the QUAlity and Transparnce Of helath Research. | ||||||
| Study Design: Case-Control Study | Summary | Discussion | |||||
| Study Design: Cohort Study | |||||||
| Study Design: Cross sectional Study | Summary | Discussion | |||||
| Time to Event Outcomes | Analyzing outcome measures as "time to event" including survival | Video | Discussion |
*AI generated discussion of the topic based on the Slides material