ACS 5-Year Estimates carry margins of error that produce "false positives" in small/rural areas if ignored

Summary

Claim: For neighborhood-level analysis the American Community Survey (ACS) 5-Year Estimates are the granular source, and every estimate carries a margin of error (MOE) that, if ignored, produces "false positives" in small/rural areas.

Source: Census Bureau ACS Business handbook; blueglassinsights.com.

Confidence: Verified.

Why this matters for Candid: Any site-selection or trade-area analysis that uses ACS micro-area numbers must publish (and design around) the MOE. Cross-link R6 — Every published number gets a label (what it is) and a vintage (how fresh); the Zestimate defence depends on it and the accuracy-risk topic.