Our Work

Algorithmic Bias in Housing and Lending

NFHA’s Tech Equity Initiative is a multi-faceted effort designed to eliminate bias in algorithmic-based systems used in housing and financial services, increase transparency and explainability for AI tools, outline ethical standards for responsible tech, advance effective policies for regulating AI tools, and increase diversity and inclusion in the tech field. The goal is to have our “gold standard” of algorithmic fairness adopted by regulators, developers, and consumers of AI-based systems.

Many of the technologies used in housing and financial services are not fair for women and people of color yet they impact every area of our lives. From determinations about whether people can get loans or how much they will pay for them to whether a sick patient can get the healthcare they need, algorithms drive important decisions. A mathematical formula can dictate whether a new college graduate can get a job, a single mom can rent an apartment, or whether a family can get insurance for their new home. Algorithms can be life-altering. That’s why it is so important they are fair and do not infuse bias into the process.

Many factors contribute to unfair and disparate outcomes in tech including structural barriers like residential segregation, the racial wealth gap, and the dual credit market. Adopting solutions that have less or no discriminatory impacts on consumers can help advance equitable opportunities for everyone.

Many of the technologies used in housing and financial services are not fair for women and people of color yet they impact every area of our lives.

Structural barriers drive unfair outcomes in tech.

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This Initiative Focuses on Five Main Goals:

  • Developing solutions for removing bias from the technologies that shape our lives
  • Increasing transparency and explainability for AI tools
  • Advancing research to help reduce bias in tech
  • Developing policies that promote more effective oversight for AI tools
  • Supporting efforts to increase diversity, equity, and inclusion in the tech field