Probability & Statistics for Engineers & Scientists

1

Introduction to Statistics and Data Analysis

10

One and Two-Sample Tests of Hypotheses

2

Probability

11

Simple Linear Regression and Correlation

3

Random Variables and Probability Distributions

12

Multiple Linear Regression & Nonlinear Models

4

Mathematical Expectation

13

One-Factor Experiments: General

5

Some Discrete Probability Distributions

14

Factorial Experiments (Two or More Factors)

6

Some Continuous Probability Distributions

15

2^k Factorial Experiments and Fractions

7

Functions of Random Variables

16

Nonparametric Statistics

8

Fundamental Sampling, Distributions Data Descriptions

17

Statistical Quality Control

9

One and Two-Sample Estimation Problems

18

Bayesian Statistics

Regression Analysis (2nd Course in Statistics)

1

A Review of Basic Concepts

7

Some Regression Pitfalls

2

Introduction to Regression Analysis

8

Residual Analysis

3

Simple Linear Regression

9

Special Topics in Regression

4

Multiple Regression Models

10

Introduction to Time Series Modeling and Forecasting

5

Principles of Model Building

11

Principles of Experimental Design

6

Variable Screening Methods

12

The Analysis of Variance for Designed Experiments

Regression Analysis Case Studies

1

Legal Advertising- Does it Pay?

5

An Investigation of Factors Affecting the Sale Price of Condominium Units Sold at Public Auction

2

Modeling the Sale Prices of Residential Properties in Four Neighborhoods

6

Modeling Daily Peak Electricity Demands

3

Deregulation of the Intrastate Trucking Industry

7

Reluctance to Transmit Bad News: The MUM Effect

4

An Analysis of Rain Levels in California

Statistics for Business Decision Making & Analysis

1

Introduction

14

Sampling Variation and Quality

2

Data

15

Confidence Intervals

3

Describing Categorical Data

16

Statistical Tests

4

Describing Numerical Data

17

Alternative Approaches to Inference

5

Association between Categorical Variables

18

Comparison

6

Association between Quantitative Variables

19

Linear Patterns

7

Probability

20

Curved Patterns

8

Conditional Probability

21

The Simple Regression Model

9

Random Variables

22

Regression Diagnostics

10

Association between Random Variables

23

Multiple Regression

11

Probability Models for Counts

24

Building Regression Models

12

The Normal Probability Model

25

Categorical Explanatory Variables

13

Samples and Surveys

26

Analysis of Variance

27

Time Series

Statistics for Business and Economics

1

Describing Data: Graphical

2

Describing Data: Numerical

3

Probability

4

Random Variable, Probability Distributions

3

Continuous Variables and Distributions

6

Sampling & Sampling Distributions

7

Estimation: Single Population

8

Estimation

9

Hypothesis Testing

10

More on Hypothesis Testing

11

Simple Regression

12

Multiple Regression

13

More on Regression Analysis

14

Analysis of Categorical Data

15

Analysis of Variance

16

Time-Series Analysis and Forecasting

17

Additional Topics in Sampling

18

Statistical Decision Theory