Occasional Paper - Scoring: The Next Breakthrough in Microcredit?

The challenge of microcredit is to judge the risk of whether the self-employed poor will repay their debts as promised. Is scoring—a new way to judge risk—the next breakthrough in microcredit? Scoring does reduce arrears and so reduces time spent on collections; this greater efficiency improves both outreach and sustainability. Scoring, however, is not for most microlenders. It works best for those with a solid individual lending technology and a large database of historical loans. Even when scoring works, it is only a marked improvement, not a breakthrough. In particular, scoring will not replace loan officers in microcredit because much of the risk of the self-employed poor is unrelated to the information available for use in scoring.

This paper discusses how scoring works, what microlenders can expect from it, how to use it, and what data is required. Success comes not from technical wizardry but rather from painstaking training of users: loan officers and branch managers will trust scoring to help them make choices only if they understand how it works and only if they see it work in tests. Most importantly scoring changes how microlenders think, fostering a culture of analysis in which managers regularly seek to mine their databases for information that addresses business questions.

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