Data quality pitfalls to avoid when preparing UWUO reports

Aug 13, 2026

Chris highlighted common problems—siloed spreadsheets, inconsistent units, incomplete fields, and mismatched interpretations—and recommended teams track provenance, standardize units and correct source databases rather than overriding the UWUO spreadsheet.

The full story

Chris detailed recurring data-quality issues that can undermine UWUO accuracy. He warned that when knowledge about how data are collected is siloed "it's very possible to... end up with reporting something that's inconsistent," and he called out inconsistent units (for example, cubic feet vs. 100-cubic-feet or reporting values in gallons) as a specific risk.

Free newsletter

Sign up to keep reading.

Your free newsletter brings you what your city council, county, and school board discussed and decided.

or
Already have an account? Sign in