A college student wears headphones around his neck, and he holds a credit in one hand and a cell phone in the other.

Consumer Credit

Discussion Paper

Top of the Class: Assessing the Credit Performance of Graduates from Secured Credit Card Programs

DP 24-02 – Secured credit cards, whose limit is fully or partially collateralized by a bank deposit, serve as viable options for consumers seeking to build new credit or to repair a damaged credit history.

Featured Work

Consumer Credit

Working Paper

One Threshold Doesn’t Fit All: Tailoring Machine Learning Predictions of Consumer Default for Lower-Income Areas

WP 22-39/R – Improving fairness across policy domains often comes at a cost. However, as machine learning (ML) advances lead to more accurate predictive models in fields like lending, education, healthcare, and criminal justice, policymakers may find themselves better positioned to implement effective fairness measures.

Consumer Credit

Working Paper

Savings Versus Debt: The Effects of Survey Question Order on Consumers’ Reported Financial Priorities

WP 24-17 – Survey after survey indicates that building savings and reducing debt are among the top financial goals for many Americans. However, because of limited resources and inherent trade-offs, achieving these two goals can be challenging and often requires prioritizing one goal over the other.

CFI in Focus: Large Bank Credit Card and Mortgage Data: A Tale of Two Portfolios

CFI in Focus – In July 2022, the Federal Reserve Bank of Philadelphia began publishing a new quarterly series of large bank credit card and mortgage data, also known as Public Y-14 data. The data come from regulatory reporting that the largest banks in the country are required to submit, based on asset and portfolio thresholds.

Featured Data

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Advancing Fairness in Lending Through Machine Learning

Showcasing the work of Philadelphia Fed researchers, this interactive data visualization explores an approach to credit lending using machine learning and fairness goals that may help address current disparities in credit access.

Updated: 05 Feb ’24

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CFI COVID-19 Survey of Consumers

To gain insights into the impact of the COVID-19 pandemic on financial security in the U.S., the Consumer Finance Institute at the Federal Reserve Bank of Philadelphia conducted a series of national surveys of consumers beginning in April 2020 and concluding in April 2022.

Updated: 30 May ’23

Philadelphia’s History of Racially Restricted Housing

As part of the Philadelphia Fed’s efforts to understand how housing affects the economy in our District, our researchers are studying the links between past housing discrimination and present-day outcomes.

Updated: 20 Feb ’24