Public Data Visibility (PDV) Index — U.S. Counties

Mapping the Spatial and Temporal Evolution of Data Missingness

County-level measure of the accessibility, resolution, and usability of public administrative data across 8 domains. Color shows each county's within-year percentile rank (red = data desert, blue = high visibility). 3,144 counties.

Year
2012
National mean PDV
/ 4.0
Median PDV
P10 (data deserts)
P90 (high vis.)
Counties
3,144
2012
Speed:
Low visibility (data desert) High visibility
Color: within-year percentile rank of PDV score (re-centered each year so contrast is maximized across the panel). Absolute PDV scores shown in tooltip and stat chips. 8 domains: health, environment, broadband, housing, transportation, schools, local finance, business & labor.
Source: Siqi Wei and Xiaoyang Zhu. "Public Data Visibility and the Allocation of Competitive Federal Grants." Working paper, CSUN, 2026. · siqi.wei@csun.edu