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Urban Institute & FHLBanks:利用人工智能促进抵押贷款融资的公平(英文版)(60页).pdf

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1、RESEARCH REPORT Harnessing Artificial Intelligence for Equity in Mortgage Finance Michael Neal Linna Zhu Caitlin Young Vanessa Gail Perry Matthew Pruitt November 2023 HOUSING FINANCE POLICY CENTER ABOUT THE URBAN INSTITUTE The Urban Institute is a nonprofit research organization that provides data a

2、nd evidence to help advance upward mobility and equity.We are a trusted source for changemakers who seek to strengthen decisionmaking,create inclusive economic growth,and improve the well-being of families and communities.For more than 50 years,Urban has delivered facts that inspire solutionsand thi

3、s remains our charge today.ABOUT THE FEDERAL HOME LOAN BANK OF SAN FRANCISCO The Federal Home Loan Bank of San Francisco is a member-driven cooperative helping local lenders in Arizona,California,and Nevada build strong communities,create opportunity,and change lives for the better.The tools and res

4、ources we provide to our member financial institutionscommercial banks,credit unions,industrial loan companies,savings institutions,insurance companies,and community development financial institutionsfoster homeownership,expand access to quality housing,seed or sustain small businesses,and revitaliz

5、e whole neighborhoods.Together with our members and other partners,we are making the communities we serve more vibrant and resilient.Copyright November 2023.Urban Institute.Permission is granted for reproduction of this file,with attribution to the Urban Institute.Cover image by Tim Meko.Contents Ac

6、knowledgments iv Executive Summary v Harnessing Artificial Intelligence 1 The Potential of AI in Mortgage Finance 8 AI throughout the Mortgage Life Cycle 13 How Can AI Embed Discrimination into the Mortgage System?23 The AI Ecosystem 31 Recommendations to Advance Racial Equity through AI 38 Notes 45

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本文主要探讨了人工智能(AI)在抵押贷款金融领域的应用及其对种族平等的影响。主要观点包括: 1. AI在抵押贷款领域的应用可以提高效率,但也可能加剧现有的种族差距。 2. AI在抵押贷款生命周期的多个关键步骤中都有应用,包括营销、审批、房产估值和欺诈检测。 3. 尽管AI有潜力通过整合和分析大量数据来提高预测准确性,但使用训练算法的数据可能会破坏其改善种族平等的能力。 4. 一些最有前景的基于AI的审批模型也最具争议性,例如在审批模型中明确考虑种族因素。 5. 政府发起企业(GSEs)、大型抵押贷款机构和金融科技公司是AI的主要采用者,而小型和以使命为导向的贷款机构,如少数族裔存款机构(MDIs)和社区发展金融机构(CDFIs)的采用率较低。 6. 为了实现种族平等,建议采取以下行动:有意识的设计、试点项目和创新、增加监管指导。
人工智能在抵押贷款中的作用是什么? 人工智能如何影响抵押贷款的公平性? 如何确保人工智能在抵押贷款中的应用是公平和高效的?
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