Global Certificate in Statistical Analysis: Data Insights
-- ViewingNowThe Global Certificate in Statistical Analysis: Data Insights is a comprehensive course that empowers learners with essential data analysis skills. In an era driven by data, this course is of paramount importance as it helps professionals make informed decisions by interpreting complex data.
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โข Unit 1: Introduction to Statistical Analysis · Overview of fundamental statistical concepts, data visualization, and data types
โข Unit 2: Data Preprocessing · Data cleaning, missing value imputation, outlier detection, and data transformation
โข Unit 3: Descriptive Statistics · Measures of central tendency, dispersion, and association, probability distributions, and statistical inference
โข Unit 4: Inferential Statistics · Hypothesis testing, confidence intervals, and p-values
โข Unit 5: Regression Analysis · Simple and multiple linear regression, logistic regression, and model evaluation
โข Unit 6: Analysis of Variance (ANOVA) · One-way and two-way ANOVA, and factorial designs
โข Unit 7: Multivariate Analysis · Principal component analysis, factor analysis, and cluster analysis
โข Unit 8: Non-parametric Methods · Wilcoxon rank-sum test, Kruskal-Wallis test, and chi-square test
โข Unit 9: Time Series Analysis · Autoregressive, moving average, and ARIMA models
โข Unit 10: Data Insights · Interpreting and communicating statistical insights to stakeholders
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