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Meet the new engine behind Plaid Income

Blog post from Plaid

Post Details
Company
Date Published
Author
Yesol Shin
Word Count
861
Company Posts That Month
6
Language
English
Hacker News Points
-
Post removed?
No
Summary

Plaid has revamped its income verification engine, Plaid Income, to address the challenges of traditional methods that are expensive and often inaccurate for people with non-traditional income. By leveraging a transformer-based language model trained on extensive financial data, Plaid has enhanced its capacity to interpret messy and irregular bank transaction data, grouping deposits into income streams to better evaluate income patterns over time. This update has improved income classification accuracy by 48%, with an 84% precision rate in the critical 'Earned Income' category. The new system also introduces a richer income taxonomy, allowing for more granular categorization across six top-level categories, including Earned Income and Self-Employed earnings, thereby providing a more detailed understanding of income sources. Additionally, Plaid offers flexibility for teams to apply their own income calculation rules and ensures data remains current with automatic updates, reducing the need for re-verification. These enhancements aim to provide clearer income categorization and more reliable, current data to aid lenders and other stakeholders in making informed decisions.

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