SAMPLE
FireGrid
Evidence-grade fire service planning | Method: Dr. Priya Singh, VNIT Nagpur (3 SCIE publications, PhD 2022)

Fire Service Assessment Snapshot: Nagpur, Maharashtra

Prepared 14 July 2026 | Based on publicly available data

Executive summary

Nagpur, Maharashtra operates 8 fire station(s) serving a population of 2,912,518 (Census 2011 projected to 2018 (19% decadal growth)) across 225.08 km². Assessed against India's national provisioning norms, the city's largest deficit appears under the SFAC standard: a shortfall of 14.5 stations (64% service gap). Under the research-derived unified benchmark (3 km = 7 min = 30 km² per station), the city requires 7.5 stations against 8 existing. Spatial coverage analysis shows only 45% of the city's area lies within effective road reach of a fire station at the 7-minute response benchmark (and 27% at the stricter 5-minute benchmark).

45%
area within effective reach (7-min / 3 km benchmark)
14.5
station shortfall (worst norm: SFAC)
8
existing fire stations

1. Benchmark gap assessment

NormRequiredExisting ShortfallService gap
URDPFI (1 station per 200,000 population)14.686.645%
SFAC (1 station per 10 km²)22.5814.564%
Unified benchmark (1 station per 30 km²; 3 km = 7 min)7.58none0%

Method: availability-index benchmark assessment per Singh, Sabnani & Kapse (2021), International Journal of Disaster Risk Reduction 63:102432. The unified benchmark reconciles the SFAC response-time norm (5-7 min) with the URDPFI distance norm (3-4 km) using 1,75,056 real travel-time measurements.

2. Spatial coverage

Response benchmarkStraight-line coverage Effective road coverage*
5 minutes (2 km)35%27%
7 minutes (3 km)53%45%

*Effective road coverage applies the measured network-to-Euclidean service-area ratio (~70%) established in the underlying research: actual road-network reach is systematically smaller than the straight-line buffers conventionally used in planning documents.

Civil Lines FSSugat Nagar FSKalamna FSLakadganj FSGanjipeth FSCotton Market FSSakkardara FSNarendra Nagar FS

Schematic coverage map: red rings = straight-line 3 km reach; green = effective road reach; dashed outline = city boundary.

3. Station registry used

StationCoordinatesPosition status
Civil Lines FS21.15200, 79.07300approximate
Sugat Nagar FS21.17600, 79.09000approximate
Kalamna FS21.16900, 79.13100approximate
Lakadganj FS21.15300, 79.11600approximate
Ganjipeth FS21.14000, 79.09800approximate
Cotton Market FS21.14500, 79.09100approximate
Sakkardara FS21.11974, 79.11440verified
Narendra Nagar FS21.10712, 79.08068verified

8 stations per Nagpur Fire Service (Singh 2022); positions marked approximate where not OSM-confirmed.

4. Recommendations

1. Close the benchmark gap: plan for none additional station(s) to meet the unified benchmark (placement matters more than count: prioritize uncovered zones on the coverage map).
2. Commission a full assessment (network isochrones on the real road graph, incident-log hotspot analysis, population-weighted coverage, optimal siting) to convert this snapshot into a DPR/NDRF-proposal-grade evidence pack.
3. Funding alignment: the MHA "Scheme for Expansion and Modernization of Fire Services in the States" (launched July 2023, ₹5,000 Cr earmarked under NDRF) requires exactly this class of evidence-backed gap justification.

Method & credentials

Singh P.P., Sabnani C.S., Kapse V.S. (2021). Interpreting benchmark assessment of emergency fire service using geoinformation technology. Int. J. Disaster Risk Reduction 63:102432.

Singh P.P., Sabnani C.S., Kapse V.S. (2021). Hotspot analysis of structure fires in urban agglomeration. Fire (MDPI) 4:38.

Singh P.P., Sabnani C.S., Kapse V.S. (2021). Urbanization and urban fire dynamics using GIS and remote sensing. Arabian Journal of Geosciences 14:2172.

Singh P. (2022). Fire Service in Urban Area: A Case Study of Nagpur City. PhD thesis, VNIT Nagpur.

Disclaimer: This snapshot uses publicly available data (OpenStreetMap, Census of India, public directories); station positions flagged "approximate" are placed at locality level. It is indicative, intended to scope a full assessment, and is not a statutory fire audit. This copy is a SAMPLE for demonstration.