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We Don’t Need More Tax Rankings. We Need Better Tax Decisions.
Public policy generates enormous amounts of data, but turning that data into actionable insights remains a challenge. This article explores how AI and data analytics can help taxpayers, policymakers, and governments make more informed decisions while improving transparency and public value.
Jun 172 min read


Understanding Your Tax Dollar: Why We Built the TaxReliefIndex Dashboard
Tax policy affects every American household — how much stays in your paycheck, what your state can fund for schools and roads, and how communities grow over time. Yet for most people, understanding the full picture of what they actually pay has never been simple or easy to access. That's what inspired us to build the TaxReliefIndex — a free, interactive dashboard that brings together federal and state tax data in one place, so that everyday Americans, community leaders, and p
Jun 112 min read


Why AI Models Fail in Live Trading Environments — and What Production Engineers Know That Data Scientists Don't
There is a conversation happening in financial services that almost never makes it into conference talks or vendor whitepapers. A team of data scientists deploys an AI model to augment trade surveillance or risk calculation. It performs beautifully in testing. Three weeks into production, it generates false alerts at peak market hours, consumes compute resources that choke adjacent systems, and times out on the exact data volumes it was never stress-tested against. The model
Jun 114 min read
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