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