India Village Economic Growth Intelligence
SHRUG VIIRS · Census 2011 · Antyodaya 2020 · GEE Validation · 588,760 villages scored
REAL DATA
Villages Scored
588,760
19 states · SHRUG 2023
Top Score
91.5
Haryana · D-75
Leads Top 100
Kerala
37 of 100 villages
Avg NTL Growth
0.61
Log ratio 2019→2023
Data Window
4yr
2019 → 2023
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GROWTH SCORE / 100
Score Breakdown
NTL Growth
40%
Infrastructure
25%
Housing
20%
Market Access
15%
NTL 2019
Baseline brightness
NTL 2023
VIIRS mean DN
NTL Growth
Log ratio
Population
Census 2011
PMAY Density
% households
National Rank
of 588,760
Your key findings: Villages surrounding expressways and highways show strongest NTL growth — mobility drives economic activity. Higher PMAY housing density correlates with NTL growth, suggesting rising household income enables construction investment. Kerala dominates (37/100) reflecting high baseline infrastructure + sustained light growth. Haryana's rank #1 village is consistent with NCR peri-urban expansion corridor.
Top 100 by State
NTL Growth Distribution — All Top 100
Score Components — Top 20
PMAY Density vs Economic Score
Geographic Distribution — Top 100 Villages (Approximate State Centroids)
State:
Score:
NTL Growth: