The authors would like to sincerely thank the following people for their dedication and excellent contributions to the project:

Web Design

  • Maria Kelly (Penn GSE)
  • Rebecca Leech (Penn GSE)
  • Antonietta Kies (Penn GSE)

Coding and Analysis

  • Grace Kim (Penn GSE)
  • Lukas Supovitz-Aznar (CPRE)

Graphics & Illustrations

  • Charlie Layton, Freelance Designer
  • Bridget Goldhahn (CPRE)


  • Elisabeth Reinkordt (Penn GSE)
  • John Phillips (CPRE)

Python Programming

  • Sajal Choudhury (Penn Engineering)


  • Bridget Goldhahn (CPRE)
  • Jeff Frantz (Penn GSE)
  • Elisabeth Reinkordt (Penn GSE)