Multiple Regression: Building and Interpreting Models. video. 15 minutes.
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Statistics: Applied Data Analysis
Advanced applied statistics: multiple regression, logistic regression, factor analysis, time series analysis, Bayesian inference introduction, experimental design (RCT, factorial), and statistical communication for non-technical audiences.
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10 LessonsMathematics
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Logistic Regression: Binary Outcomes. video. 14 minutes.
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Factor Analysis: Discovering Latent Structure. video. 13 minutes.
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Time Series Analysis: Trend, Seasonality, and Forecasting. video. 14 minutes.
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Bayesian Inference: Priors, Likelihood, and Posteriors. video. 13 minutes.
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Experimental Design: RCTs and Factorial Designs. video. 13 minutes.
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Communicating Statistics to Non-Technical Audiences. video. 11 minutes.
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Survival Analysis and Multilevel Modeling. video. 13 minutes.
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Mid-Module Check: Regression, Bayesian, and Design. quiz. 10 minutes.
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Final Assessment: Advanced Applied Statistics. quiz. 15 minutes.
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