Remove Credit Risk Remove Credit Scoring Remove Finance
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Use Data to Fix the Small Business Lending Gap

Harvard Business Review

Today, community banks are being consolidated and larger banks are relying more and more on data-driven credit scoring to make small business loans—if they are making them at all. My recent Harvard Business School Working Paper on small business credit explores new technology-driven entrants in the world of small business lending.

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Use Data to Fix the Small Business Lending Gap

Harvard Business Review

Today, community banks are being consolidated and larger banks are relying more and more on data-driven credit scoring to make small business loans—if they are making them at all. However, all these online models depend on developing accurate new predictive models of credit assessment, often using new sources of data.

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A Practical Approach to Reading Signals in Data

Harvard Business Review

With fairly few signals in their models, the FICO score doesn't have the ability to distinguish between credit risk in a generally high risk group. For example, thousands of signals can be used to analyze an individual's credit risk. The way to address this is to add more signals.