Advance statistics topics and solutions for data science (Excel and Minitab)

This repository covers all advance statistics topics for data science/ data analytics from the Statistics for Management and Economics textbook.

advance stats problemset for data science 1

This excel covers the below chapters

• Inference about Comparing Two Populations
• Analysis of Variance
• Chi-Squared Tests
• Simple Linear Regression and Correlation
• Multiple Regression
• Model Building
• Nonparametric Statistics
• Decision Analysis

advance stats problemset for data science 2

This excel covers the below chapters

• What Is Statistics?
• Graphical Descriptive Techniques
• Graphical Descriptive Techniques
• Numerical Descriptive Techniques
• Data Collection and Sampling
• Probability
• Random Variables and Discrete Probability Distributions
• Continuous Probability Distributions
• Sampling Distributions
• Introduction to Estimation
• Introduction to Hypothesis Testing
• Inference about a Population

Part 1

This excel covers the below chapters

• What Is Statistics?
• Graphical Descriptive Techniques
• Graphical Descriptive Techniques
• Numerical Descriptive Techniques

Part 2

This excel covers the below chapters

• Data Collection and Sampling
• Probability
• Random Variables and Discrete Probability Distributions
• Continuous Probability Distributions

Part 3

This excel covers the below chapters

• Sampling Distributions
• Introduction to Estimation
• Introduction to Hypothesis Testing
• Inference about a Population

Part 4

This excel covers the below chapters

• Inference about Comparing Two Populations
• Analysis of Variance
• Chi-Squared Tests
• Simple Linear Regression and Correlation
• Multiple Regression
• Model Building
• Nonparametric Statistics
• Decision Analysis