District-Level Satellite Measures of the Indian Economy

Key Takeaways

• Dataset merges building volume and nighttime‑lights for 2014‑2023
• Provides district‑level insight into physical capital and activity
• Official Indian stats lag, covering only state‑level aggregates
• Supports research, policy, and journalism on regional economic disparities

Pulse Analysis

Satellite‑derived indicators have become a cornerstone for measuring economic performance where traditional statistics fall short. In India, the statistical apparatus often delivers state‑level aggregates with multi‑year lags, leaving analysts blind to rapid shifts in urbanisation and investment. Remote‑sensing products such as Google’s Open Buildings 2.5D and the VIIRS nighttime‑lights sensor fill this void by delivering high‑frequency, spatially precise observations that can be stitched together to reveal district‑level dynamics.

The XKDR dataset fuses two complementary layers: annual building‑volume estimates that proxy the physical capital stock, and monthly nighttime‑lights intensity that captures real‑time economic activity. Building volume, derived from Google’s temporal 3‑D models, tracks the expansion of infrastructure from 2016 through 2023, while the cleaned VIIRS series, processed with the PSTT2021 pipeline, offers a consistent light‑emission record dating back to 2014. Together, they enable analysts to correlate capital accumulation with activity spikes, identify emerging industrial clusters, and assess the impact of policy interventions at a granularity previously unavailable.

For businesses and investors, this granular view translates into actionable intelligence. Companies can pinpoint districts with accelerating construction and energy use, signaling demand for logistics, real‑estate, or consumer goods. Policymakers gain a timely feedback loop to evaluate the effectiveness of regional development schemes, infrastructure spending, or tax incentives. Moreover, journalists and academics can leverage the open data to spotlight disparities, fostering evidence‑based debates on inclusive growth. As satellite technology matures and processing pipelines become more automated, district‑level economic monitoring is poised to become a standard tool in India’s decision‑making toolkit.