The 7 Deadly Sins of Healthcare Data Quality, and How to Avoid Them

Poor healthcare data quality isn't just an IT problem. It can impact revenue, HEDIS performance, risk adjustment, CMS compliance, audit readiness, and ultimately patient care.

The seven sins?

1️⃣ Inaccuracy — “Close enough” isn't good enough.

2️⃣ Incompleteness — The data exists…somewhere.

3️⃣ Inconsistency — Every system has a different version of the truth.

4️⃣ Untimeliness — Accurate data that arrives too late still creates risk.

5️⃣ Poor documentation — If you can't support it, you can't defend it.

6️⃣ Lack of oversight — “The vendor handles it” isn't a compliance strategy.

7️⃣ Complacency — “We've never had a problem” is not a control.

The solution? Continuous data validation and monitoring, not last-minute audit preparation.

At HealthSpective, we help healthcare organizations identify data quality gaps before they become audit findings, financial losses, or compliance problems.

Don't wait for CMS to find the problem. Find it first.