# Why Finance Data Quality Needs Rule Engines, Not ML Hype

Page: https://stenobird.com/podcast/data-science-tech-brief-by-hackernoon-6367564/why-finance-data-quality-needs-rule-engines-not-ml-hype
Text version: https://stenobird.com/podcast/data-science-tech-brief-by-hackernoon-6367564/why-finance-data-quality-needs-rule-engines-not-ml-hype.md
Podcast: [Data Science Tech Brief By HackerNoon](https://stenobird.com/podcast/data-science-tech-brief-by-hackernoon-6367564)
Published: 2026-05-21T16:00:40+00:00
Episode link: https://share.transistor.fm/s/19512427
Audio file: https://media.transistor.fm/19512427/82e4cd05.mp3
Processing state: not_requested
JSON: https://stenobird.com/v1/public/podcasts/data-science-tech-brief-by-hackernoon-6367564/episodes/why-finance-data-quality-needs-rule-engines-not-ml-hype
Duration seconds: 881

## Resource

This story was originally published on HackerNoon at: https://hackernoon.com/why-finance-data-quality-needs-rule-engines-not-ml-hype . Why financial data quality depends less on ML hype and more on rule engines, governance, vendor controls and audit trails that regulators can understand. Check more stories related to data-science at: https://hackernoon.com/c/data-science . You can also check exclusive content about #data-quality , #reference-data , #financial-data , #data-governance , #audit-trail , #data-validation , #regulatory-reporting , #auditability , and more. This story was written by: @nithish_6q9kh89 . Learn more about this writer by checking @nithish_6q9kh89's about page, and for more stories, please visit hackernoon.com . Why financial data quality depends less on ML hype and more on rule engines, governance, vendor controls and audit trails that regulators can understand.

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## Transcript

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