This document demonstrates how to wrangle and visualize BLS jobs report data for the pandemic and compare it with the 2008 recession as shown in a NYT article (link available in the document). It is used in the workshop Veracious Visualization.

This document is used in teaching. Students complete an analysis of workforce aging using synthetic administrative employment data for a fictitious firm. This document shows how to use the data provided for the project and compare to published data about Germany's age distribution.

This document is used for teaching intro level undergradutes to create plots in ggplot for a gender pay equity audit. The original data are synthetic test data available here: http://fdz.iab.de/en/Integrated_Establishment_and_Individual_Data/LIAB.aspx. These data have been prepared for the classroom assignment and a random sample is drawn from the test data to ensure different student teams completing the assignment will have unique results.