Even You Can Learn Statistics and Analytics
(STATS-ANALYTICS.AB1)
/ ISBN: 978-1-64459-389-9
This course includes
Lessons
TestPrep
LiveLab
Mentoring (Add-on)
Even You Can Learn Statistics and Analytics
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.
Lessons
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19+ Lessons
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189+ Exercises
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233+ Quizzes
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143+ Flashcards
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143+ Glossary of terms
TestPrep
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39+ Pre Assessment Questions
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2+ Full Length Tests
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39+ Post Assessment Questions
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78+ Practice Test Questions
LiveLab
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20+ LiveLab
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13+ Video tutorials
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16+ Minutes
- Mathematics Is Always Optional!
- Learning with the Concept-Interpretation Approach
- 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
- Presenting Categorical Variables
- Presenting Numerical Variables
- “Bad” Charts
- One-Minute Summary
- References
- Measures of Central Tendency
- Measures of Position
- Measures of Variation
- Shape of Distributions
- Important Equations
- One-Minute Summary
- References
- Events
- More Definitions
- Some Rules of Probability
- Assigning Probabilities
- One-Minute Summary
- References
- 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
- 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
- The Null and Alternative Hypotheses
- Hypothesis Testing Issues
- Decision-Making Risks
- Performing Hypothesis Testing
- Types of Hypothesis Tests
- One-Minute Summary
- References
- 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
- 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
- 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
- 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
- Basic Concepts
- Descriptive Analytics
- Typical Descriptive Analytics Visualizations
- One-Minute Summary
- References
- Predictive Analytics Methods
- More About Predictive Models
- Tree Induction
- Clustering
- Association Analysis
- One-Minute Summary
- References
- Conventions for Keystroke and Mouse Operations
- Microsoft Excel Technical Configuration
- Chart Tips
- Function Tips
- Advanced How-To Tips
- Analysis ToolPak Tips
Hands on Activities (Live Labs)
- 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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