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STATS-ANALYTICS.AB1.0L0
Even You Can Learn Statistics and Analytics Labs
Intermediate Self-paced · 1 year access
20 Hands-On LiveLabs
Practice real IT tasks in guided environments.
- Real environments
- Auto-graded
- No installation
01 / Lessons & labs
See exactly what you will learn and practice
Lessons
19 Interactive Lessons · 95 topics01 Introduction 2 topics +
- Mathematics Is Always Optional!
- Learning with the Concept-Interpretation Approach
02 Fundamentals of Statistics 8 topics +
- 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
03 Presenting Data in Tables and Charts 5 topics · 7 LiveLab +
- Presenting Categorical Variables
- Presenting Numerical Variables
- “Bad” Charts
- One-Minute Summary
- References
7 LiveLab in this lesson — see the labs panel →
04 Descriptive Statistics 7 topics · 3 LiveLab +
- Measures of Central Tendency
- Measures of Position
- Measures of Variation
- Shape of Distributions
- Important Equations
- One-Minute Summary
- References
3 LiveLab in this lesson — see the labs panel →
05 Probability 6 topics · 1 LiveLab +
- Events
- More Definitions
- Some Rules of Probability
- Assigning Probabilities
- One-Minute Summary
- References
1 LiveLab in this lesson — see the labs panel →
06 Probability Distributions 7 topics · 3 LiveLab +
- 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
3 LiveLab in this lesson — see the labs panel →
07 Sampling Distributions and Confidence Intervals 8 topics · 1 LiveLab +
- 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
1 LiveLab in this lesson — see the labs panel →
08 Fundamentals of Hypothesis Testing 7 topics +
- The Null and Alternative Hypotheses
- Hypothesis Testing Issues
- Decision-Making Risks
- Performing Hypothesis Testing
- Types of Hypothesis Tests
- One-Minute Summary
- References
09 Hypothesis Testing: Z and t Tests 6 topics · 1 LiveLab +
- 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
1 LiveLab in this lesson — see the labs panel →
10 Hypothesis Testing: Chi-Square Tests and the One-Way Analysis of Variance (ANOVA) 5 topics · 1 LiveLab +
- 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
1 LiveLab in this lesson — see the labs panel →
11 Simple Linear Regression 8 topics · 1 LiveLab +
- 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
1 LiveLab in this lesson — see the labs panel →
12 Multiple Regression 7 topics · 1 LiveLab +
- 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
1 LiveLab in this lesson — see the labs panel →
13 Introduction to Analytics 5 topics · 1 LiveLab +
- Basic Concepts
- Descriptive Analytics
- Typical Descriptive Analytics Visualizations
- One-Minute Summary
- References
1 LiveLab in this lesson — see the labs panel →
14 Predictive Analytics 7 topics +
- Predictive Analytics Methods
- More About Predictive Models
- Tree Induction
- Clustering
- Association Analysis
- One-Minute Summary
- References
15 Appendix A: Microsoft Excel Operation and Configuration 2 topics +
- Conventions for Keystroke and Mouse Operations
- Microsoft Excel Technical Configuration
16 Appendix B: Review of Arithmetic and Algebra 1 topics +
- Symbols
17 Appendix C: Statistical Tables +
18 Appendix D: Spreadsheet Tips 2 topics +
- Chart Tips
- Function Tips
19 Appendix E: Advanced Techniques 2 topics +
- Advanced How-To Tips
- Analysis ToolPak Tips
Hands-On Labs Our edge
20 LiveLabs- 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
- Calculating Mean
- Calculating Median and Mode
- Calculating First Quartile
- Working with Probability
- Calculating the Value of a Normal Random Variable
- Using the Poisson Distribution
- Computing Binomial Probabilities
- Calculating the Confidence Interval
- Analyzing the Hypothesis Test for the Pooled-Variance t-Test
- Analyzing the Hypothesis Test for the Chi-Square Test
- Creating a Histogram
- Using Multiple Regression
- Creating a Sparkline
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