Course overview
In this course, you’ll learn how to summarize distributions using the mean, the median, and the mode – as well as when to use them. You’ll learn which statistic gives you the most information about a distribution so you know not only how to apply them but also why you should.
You’ll then learn to measure variability using variance or standard deviation, and how to locate and compare values using z-scores. We’ll then explore range, mean absolute deviation, variance, and standard deviation. You’ll also learn about z-Scores and how to use them to compare values across any distribution.
Best of all, you’ll learn by doing – you’ll practice and get feedback directly in the browser. At the end of the course, you’ll complete a guided project in which you’ll find the best markets for advertising an e-learning platform that combines your data science programming skills and the statistical skills you’ve learned in this course.
Key skills
- Summarizing a distribution using the mean, the weighted mean, the median, and the mode
- Measuring the variability of a distribution using the variance and the standard deviation
- Locating and comparing values using z-scores
Course outline
Intermediate Statistics in R [6 lessons]
The Mean 1h
Lesson Objectives- Identify why the mean is the balance point of a distribution
- Distinguish between the sample and the population mean
- Identify why the sample mean is an unbiased estimator
The Weighted Mean and the Median 1h
Lesson Objectives- Define the weighted mean
- Employ the weighted mean
- Define the median
- Employ the median
The Mode 1h
Lesson Objectives- Define the mode
- Employ the mode
- Located summary metrics in skewed and symmetrical distributions
Measures of Variability 1h
Lesson Objectives- Define range
- Define mean absolute deviation
- Define variance
- Define standard deviation
Z-scores 1h
Lesson Objectives- Define z-scores
- Standardize a distribution
- Perform comparisons using z-scores
Guided Project: Finding the Best Markets to Advertise In 1h
Lesson Objectives- Expand your portfolio with a guided statistics project
- Add business value using the skills you learned
Projects in this course
Finding the Best Markets to Advertise In
For this project, we’ll assume the role of analysts at an e-learning company to determine the two best markets to advertise our programming courses in.
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