Graduate Certificate in Educational and Psychological Statistics
-- ViewingNowThe Graduate Certificate in Educational and Psychological Statistics is a specialized program designed to equip learners with advanced statistical skills for the education and psychology industries. This course emphasizes the importance of data-driven decision-making, research, and evaluation in these fields, making it a valuable asset for career advancement.
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โข Foundations of Statistical Analysis: Descriptive and inferential statistics, probability, distribution theory, hypothesis testing, confidence intervals
โข Regression Analysis: Simple and multiple linear regression, model selection, diagnostics, and interpretation
โข Experimental Design: Randomized block, factorial, and repeated measures designs, power analysis, sample size estimation
โข Analysis of Variance (ANOVA): One-way and two-way ANOVA, mixed models, post-hoc tests
โข Multivariate Analysis: Principal component analysis, factor analysis, discriminant analysis, cluster analysis
โข Survival Analysis: Kaplan-Meier survival curves, Cox proportional hazards models
โข Generalized Linear Models: Logistic regression, Poisson regression, negative binomial regression
โข Statistical Learning: Supervised and unsupervised learning, resampling methods, model validation
โข Data Visualization: Exploratory data analysis, data visualization techniques, effective graphical communication
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