Section 4 Visualization
In this section, we discuss a set of tools for data visualization in R.
Goals of data visualization
- Communicate information
- Transparently (show me the data!)
- Quickly
- Simply
- Accurately
- And with a little work: beautifully
There are many resources for ideas and best practices for data visualization. See here and here.
We will cover many types of visuals, each typically designed for a different purpose.
What to communicate?
- Data summary
- Central tendency (e.g., mean, median)
- Spread (e.g., standard deviation, IQR)
- Comparison
- e.g., Callback rates for black vs. white sounding names
- Trend
- e.g., Economic confidence over time
- Relationship
- e.g., Correlation