Even You Can Learn Statistics and Analytics
uCertify STATS-ANALYTICS.AB1
Even You Can Learn Statistics and Analytics
ISBN: 978-1-64459-389-9uCertify STATS-ANALYTICS.AB1
Even You Can Learn Statistics and Analytics
(STATS-ANALYTICS.AB1) / ISBN : 978-1-64459-389-9This course includes
Lessons
TestPrep
Hands-On Labs
AI Tutor (Add-on)
109
Review
About This Course
Learn the basic concepts of statistics and analysis with the Even You Can Learn Statistics and Analytics course and lab. This will provide you with the knowledge to apply statistics and analytics in your life and you will have the opportunity to learn and practice the most commonly used statistical methods while using Microsoft Excel. Every concept is explained in plain English, without the use of higher mathematics or mathematical symbols. The course uses a Concept-Interpretation approach to help you learn statistics and analytics. This course will provide you a complete package with hands-on experience in applying statistics and analytics.
Get the support you need. Enroll in our Instructor-Led Course.
Lessons
19+ Lessons | 189+ Exercises | 233+ Quizzes | 143+ Flashcards | 143+ Glossary of terms
TestPrep
39+ Pre Assessment Questions | 2+ Full Length Tests | 39+ Post Assessment Questions | 78+ Practice Test Questions
Hands-On Labs
20+ LiveLab | 13+ Video tutorials | 16+ Minutes
1
Introduction
- Mathematics Is Always Optional!
- Learning with the Concept-Interpretation Approach
2
Fundamentals of Statistics
- The First Three Words of Statistics
- The Fourth and Fifth Words
- The Branches of Statistics
- Sources of Data
- Sampling Concepts
- Sample Selection Methods
- One-Minute Summary
- References
3
Presenting Data in Tables and Charts
- Presenting Categorical Variables
- Presenting Numerical Variables
- “Bad” Charts
- One-Minute Summary
- References
4
Descriptive Statistics
- Measures of Central Tendency
- Measures of Position
- Measures of Variation
- Shape of Distributions
- Important Equations
- One-Minute Summary
- References
5
Probability
- Events
- More Definitions
- Some Rules of Probability
- Assigning Probabilities
- One-Minute Summary
- References
6
Probability Distributions
- Probability Distributions for Discrete Variables
- The Binomial and Poisson Probability Distributions
- Continuous Probability Distributions and the Normal Distribution
- The Normal Probability Plot
- Important Equations
- One-Minute Summary
- References
7
Sampling Distributions and Confidence Intervals
- Foundational Concepts
- Sampling Error and Confidence Intervals
- Confidence Interval Estimate for the Mean Using the t Distribution (σ Unknown)
- Confidence Interval Estimation for Categorical Variables
- Confidence Interval Estimation When Normality Cannot Be Assumed
- Important Equations
- One-Minute Summary
- References
8
Fundamentals of Hypothesis Testing
- The Null and Alternative Hypotheses
- Hypothesis Testing Issues
- Decision-Making Risks
- Performing Hypothesis Testing
- Types of Hypothesis Tests
- One-Minute Summary
- References
9
Hypothesis Testing: Z and t Tests
- Test for the Difference Between Two Proportions
- Test for the Difference Between the Means of Two Independent Groups
- The Paired t Test
- Important Equations
- One-Minute Summary
- References
10
Hypothesis Testing: Chi-Square Tests and the One-Way Analysis of Variance (ANOVA)
- Chi-Square Test for Two-Way Tables
- One-Way Analysis of Variance (ANOVA): Testing fo...ferences Among the Means of More Than Two Groups
- Important Equations
- One-Minute Summary
- References
11
Simple Linear Regression
- Basics of Regression Analysis
- Developing a Simple Linear Regression Model
- Measures of Variation
- Inferences About the Slope
- Common Mistakes When Using Regression Analysis
- Important Equations
- One-Minute Summary
- References
12
Multiple Regression
- The Multiple Regression Model
- Coefficient of Multiple Determination
- The Overall F Test
- Residual Analysis for the Multiple Regression Model
- Inferences Concerning the Population Regression Coefficients
- One-Minute Summary
- References
13
Introduction to Analytics
- Basic Concepts
- Descriptive Analytics
- Typical Descriptive Analytics Visualizations
- One-Minute Summary
- References
14
Predictive Analytics
- Predictive Analytics Methods
- More About Predictive Models
- Tree Induction
- Clustering
- Association Analysis
- One-Minute Summary
- References
Appendix A: Microsoft Excel Operation and Configuration
- Conventions for Keystroke and Mouse Operations
- Microsoft Excel Technical Configuration
Appendix B: Review of Arithmetic and Algebra
- Symbols
Appendix C: Statistical Tables
Appendix D: Spreadsheet Tips
- Chart Tips
- Function Tips
Appendix E: Advanced Techniques
- Advanced How-To Tips
- Analysis ToolPak Tips
2
Presenting Data in Tables and Charts
- Creating a Bar Chart
- Creating a Pie Chart
- Creating a Pivot Table
- Modifying and Refreshing the Pivot Table
- Creating a Bar Chart
- Creating a Line Chart
- Creating a Scatter Plot
3
Descriptive Statistics
- Calculating Mean
- Calculating Median and Mode
- Calculating First Quartile
4
Probability
- Working with Probability
5
Probability Distributions
- Calculating the Value of a Normal Random Variable
- Using the Poisson Distribution
- Computing Binomial Probabilities
6
Sampling Distributions and Confidence Intervals
- Calculating the Confidence Interval
8
Hypothesis Testing: Z and t Tests
- Analyzing the Hypothesis Test for the Pooled-Variance t-Test
9
Hypothesis Testing: Chi-Square Tests and the One-Way Analysis of Variance (ANOVA)
- Analyzing the Hypothesis Test for the Chi-Square Test
10
Simple Linear Regression
- Creating a Histogram
11
Multiple Regression
- Using Multiple Regression
12
Introduction to Analytics
- Creating a Sparkline