Federal Reserve Bank of Philadelphia. Community Development Studies & Education Department and Federal Reserve Bank of Philadelphia. "Home Improvement Lending in the Third Federal Reserve District : Patterns by Income, Race, and Gender," Cascade Focus (Federal Reserve Bank of Philadelphia) (December 2018). https://fraser.stlouisfed.org/title/6890/item/628553, accessed on August 6, 2024.