Certificate in Statistical Analysis Essentials: Statistical Basics
-- ViewingNowThe Certificate in Statistical Analysis Essentials: Statistical Basics is a comprehensive course designed to equip learners with essential statistical skills for data analysis. This program focuses on the fundamental concepts of statistics, empowering learners to interpret and analyze data effectively.
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โข Descriptive Statistics: Measures of central tendency, measures of dispersion, and measures of shape.
โข Probability Theory: Definitions, axioms, and rules of probability. Conditional probability and independence.
โข Random Variables: Discrete and continuous random variables, probability mass and density functions.
โข Probability Distributions: Common probability distributions including normal, uniform, exponential, and Poisson.
โข Sampling Distributions: Central Limit Theorem, sampling distribution of the mean and proportion.
โข Point Estimation: Methods of point estimation, bias and mean squared error.
โข Interval Estimation: Confidence intervals, confidence level, and margin of error.
โข Hypothesis Testing: Null and alternative hypotheses, p-values, and significance level.
โข Simple Linear Regression: Regression analysis, least squares method, and coefficient interpretation.
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