This course on Bivariate Analysis in Statistics and with R covers the analysis of two variables to determine their relationship. The learning outcomes include understanding bivariate analysis methods for both categorical and numerical variables, conducting paired t-tests, Wilcoxon signed rank tests, two-sample t-tests, Mann Whitney U tests, ANOVA, Chi-square tests, and more. The course teaches how to perform these analyses using R. The intended audience for this course is beginners in statistics looking to learn bivariate analysis techniques and apply them using R for data analysis.
Overview
Syllabus
Bivariate Analysis Meaning | Statistics Tutorial #19 | MarinStatsLectures.
Bivariate Analysis for Categorical & Numerical | Statistics Tutorial #20 | MarinStatsLectures.
Paired t Test | Statistics Tutorial #21| MarinStatsLectures.
Paired t-Test in R with Examples | R Tutorial 4.7 | MarinStatsLectures.
Wilcoxon Signed Rank Test | Statistics Tutorial #22 | MarinStatsLectures.
Wilcoxon Signed Rank Test in R with Example | R Tutorial 4.8 | MarinStatsLectures.
Two Sample t-test for Independent Groups | Statistics Tutorial #23| MarinStatsLectures.
Two-Sample t Test in R (Independent Groups) with Example | R Tutorial 4.2 | MarinStatsLectures.
Mann Whitney U / Wilcoxon Rank-Sum Test in R | R Tutorial 4.3 | MarinStatsLectures.
Two Sample t-Test:Equal vs Unequal Variance Assumption| Statistics Tutorial #24| MarinStatsLectures.
One Way ANOVA (Analysis of Variance): Introduction | Statistics Tutorial #25 | MarinStatsLectures.
ANOVA (Analysis of Variance) and Sum of Squares | Statistics Tutorial #26 | MarinStatsLectures.
ANOVA Part III: F Statistic and P Value | Statistics Tutorial #27 | MarinStatsLectures.
ANOVA Part IV: Bonferroni Correction | Statistics Tutorial #28 | MarinStatsLectures.
ANOVA, ANOVA Multiple Comparisons & Kruskal Wallis in R | R Tutorial 4.9 | MarinStatsLectures|.
Chi Square Test of Independence | Statistics Tutorial #29| MarinStatsLectures.
Chi-Square Test, Fisher’s Exact Test, & Cross Tabulations in R | R Tutorial 4.10| MarinStatsLectures.
Odds Ratio, Relative Risk, Risk Difference | Statistics Tutorial #30| MarinStatsLectures.
Odds Ratio, Relative Risk & Risk Difference with R | R Tutorial 4.11| MarinStatsLectures.
Case-Control Study and Odds Ratio | Statistics Tutorial #31| MarinStatsLectures.
Taught by
MarinStatsLectures-R Programming & Statistics
