Data architecture

Five layers, kept separate on purpose

Separating the data into layers makes the system easier to explain, maintain, license, and expand. It also keeps a modeled estimate from ever being mistaken for a counted fact.

01

Authoritative baseline

The factual floor every other layer is measured against.

Census, state agencies, NCES, BLS, BEA, HUD, CDC and other official public sources.

02

Specialized ministry data

Connects the mission field to actual church presence and capacity.

MissionInsite, ACP, NAMB Send Network, denominational church inventories.

03

Psychographics & lifestyle

Life stage, values, and household behavior — modeled, never certain.

Esri Tapestry, Claritas PRIZM, Experian Mosaic, American Communities Project.

04

Local planning intelligence

Where growth is approved and funded before it appears in any survey.

County GIS and planning portals, GDOT and MPO plans, DCA comprehensive plans.

05

User-supplied reports

Local insight the national datasets will never carry.

Uploaded studies, church surveys, association records, local knowledge.

Source inventory

What each source provides, the smallest geography it reaches, and what it costs.

Baseline · Free

Census ACS 5-Year Estimates

Population, age, race, income, housing, language, work

County / tract / block group · Essential

Baseline · Free

Census TIGER/Line

Geographic boundaries

All levels · Mapping backbone

Georgia demographics · Free

GA OPB Population Projections / GDAC

Official Georgia projections by age, sex, race

County / state · Essential in Georgia

Georgia demographics · Free

GeorgiaDATA.org / UGA resources

Multi-domain Georgia county data

County / region · High-value aggregator

Migration & growth · Free

IRS SOI County-to-County Migration

Where newcomers come from and residents go

County · Highest priority addition

Economy · Free

BLS QCEW & LAUS

Employment, wages, unemployment

County / metro · Essential

Economy · Free

BEA GDP & Personal Income

GDP, income, transfers, economic structure

County / metro · High-value

Education · Free

NCES / GaDOE / GOSA

Enrollment, ESOL, mobility, outcomes

District / school · Leading indicator

Health · Free

CDC PLACES & GA DPH OASIS

Small-area health and population indicators

Tract / county · High-value

Need · Free

Feeding America Map the Meal Gap

Food insecurity

County / local varies · High-value

Need · Free

CDC/ATSDR Social Vulnerability Index

Concentrated vulnerability

Tract / county · High-value

Housing & growth · Free

Census Building Permits Survey

New residential construction

County / place · Leading indicator

Faith · Free

US Religion Census / ARDA

Congregations and adherents by tradition

County · Core faith layer

Ministry · SBC access

Annual Church Profile (ACP)

Church membership, attendance, baptisms, giving

Church · Strategic

Ministry · SBC access

NAMB Send Network

Church planting context and research

Flexible · Strategic

Psychographics · Paid

Esri Tapestry / Claritas PRIZM / Experian Mosaic

Lifestyle and consumer segmentation

ZIP / small area · Optional

Narrative context · Free

American Communities Project

County community typologies

County · Useful framing

Local development · Free

County GIS & planning portals

Zoning, parcels, approved developments, infrastructure

Parcel / local · Leading indicator

Transportation · Free

GDOT + MPO plans

Traffic, projects, corridors, long-range plans

Corridor / region · Leading indicator

Open the detailed source library

Engineering discipline

Geographic key

Use Census FIPS codes as the primary county/state join key. Maintain crosswalks for ZIP/ZCTA, tract, block group, school district, place and custom study areas.

Time

Store source year and vintage separately from publication date. Never mix different years without labeling.

Provenance

Every displayed number carries its source, vintage, and geography level so a leader can defend it in a room.

Refresh

Track release calendars per source and flag any indicator that has gone stale against its expected cadence.