Geospatial Quantification of Human–Elephant Conflict Hotspots in the Southern Western Ghats

Authors

  • G.M. Pavithra Department of Studies in Environmental Sciences, University of Mysore, Mysuru, Karnataka, India
  • G.V. Venkataramana Department of Studies in Environmental Sciences, University of Mysore, Mysuru, Karnataka, India
  • Shaik Vazeed Pasha School of Natural Science and Engineering, National Institute of Advanced Studies, Indian Institute of Science Campus, Bengaluru, Karnataka, India
  • Chintala Sudhakar Reddy Forest Biodiversity and Ecology Division, National Remote Sensing Centre, Hyderabad, Telangana, India
  • Swarada Badhe School of Natural Science and Engineering, National Institute of Advanced Studies, Indian Institute of Science Campus, Bengaluru, Karnataka, India
  • Vinay Kumar Dadhwal School of Natural Science and Engineering, National Institute of Advanced Studies, Indian Institute of Science Campus, Bengaluru, Karnataka, India

DOI:

https://doi.org/10.58825/jog.2026.20.2.312

Keywords:

Elephant, Human-Elephant Conflict, e-Parihara, Hotspots, Karnataka

Abstract

Human–elephant conflict (HEC) in the Southern Western Ghats has significant socio-economic and ecological impacts, highlighting the need for an integrated mitigation approach. The present study leverages a geo-tagged database of 1,22,986 HEC incidents from 2019 to 2023 sourced from the e-Parihara web portal, Karnataka Forest Department (KFD), to analyse conflict patterns, damage types, and compensation trends across eight districts of Karnataka. Kodagu became the district with the highest number of cases and compensation, highlighting the need for targeted interventions. The study distinguishes between districts within the Western Ghats and those outside, such as Mandya and Ramanagara, to understand the geographical and ecological aspects of HEC dynamics. A significant increase in HEC cases and compensation was observed during the study period, with the number of cases rising from 8,184 in 2019 to 30,912 in 2023, while compensation payments increased from ₹53.7 million to ₹390.4 million over the same period. As a result, a total of ₹1,050.5 million was spent on compensation during the 2019–2023 period. The damage was categorised into six types: plantation damage, crop loss, property damage, human injury and death, livestock kills, and other damages. A total of 1,998 conflict-prone villages were identified and classified into five categories: Very High (26.1%), High (35.4%), New/Emerging Hotspots (9.4%), Sporadic Hotspots (19.2%), and Cold Spots (9.9%). This classification aids in prioritising mitigation efforts, particularly in high and emerging hotspots, to prevent further escalation. The study aligns with the Ministry of Environment, Forest and Climate Change (MoEFCC) 2023 HEC mitigation guidelines, emphasising the implementation of early warning and rapid response systems. The village-level hotspot database serves as a strategic tool for conflict mitigation, supporting targeted habitat management and policy interventions to reduce human–wildlife conflict in the Southern Western Ghats.

References

Dhairykar, M., and K. P. Singh. 2020. “Management of Nutrition in Captive Asian Elephants.” International Journal of Veterinary Science and Animal Husbandry 5(4):160–163.

Dunkin, R. C., D. Wilson, N. Way, K. Johnson, and T. M. Williams. 2013. “Climate Influences Thermal Balance and Water Use in African and Asian Elephants: Physiology Can Predict Drivers of Elephant Distribution.” Journal of Experimental Biology 216(15):2939–2952. https://doi.org/10.1242/jeb.080218

Fernando, P. 2020. “Asian Elephants and the Concept of Carrying Capacity.” Centre for Conservation and Research, Tissamaharama, Sri Lanka. https://www.ccrsl.org/userobjects/2811_2555_Report-CarryingCapacity.pdf

Government of India. 2024. Data Portal. New Delhi: Government of India. https://www.data.gov.in/

Gubbi, S., M. H. Swaminath, H. C. Poornesha, R. Bhat, and R. Raghunath. 2014. “An Elephantine Challenge: Human–Elephant Conflict Distribution in the Largest Asian Elephant Population, Southern India.” Biodiversity and Conservation 23:633–647. https://doi.org/10.1007/s10531-014-0621-x

Gunawansa, T. D., K. Perera, A. Apan, and N. K. Hettiarachchi. 2024. “Identifying Human Elephant Conflict Hotspots through Satellite Remote Sensing and GIS to Support Conflict Mitigation.” Remote Sensing Applications: Society and Environment 35:101261. https://doi.org/10.1016/j.rsase.2024.101261

Hossen, A., and E. Røskaft. 2023. “A Case Study on Conflict Intensity between Humans and Elephants in Bangladesh.” Frontiers in Conservation Science 4:1067045. https://doi.org/10.3389/fcosc.2023.1067045

Forest Survey of India. 2024. India State of Forest Report 2023, Volume II: Karnataka State Summary. Dehradun: Ministry of Environment, Forest and Climate Change, Government of India.

India WRIS. 2023. Karnataka State Profile. New Delhi: Water Resources Information System, Government of India. https://indiawris.gov.in/wiki/doku.php?id=karnataka

Karnataka Biodiversity Board. 2024. Flora and Fauna of Karnataka. Vols. 1–2. Department of Forest, Ecology and Environment, Government of Karnataka. https://kbb.karnataka.gov.in/

Karnataka Evaluation Authority. 2022. Evaluation Study on Human–Elephant Conflict: Mitigation Methods Employed and Its Impact on Conflict Resolution. Bengaluru: Government of Karnataka. https://kmea.karnataka.gov.in. Accessed 21 July 2024.

Ministry of Environment, Forest and Climate Change (MoEFCC). 2023. Guidelines for Human–Elephant Conflict Mitigation (Revised). New Delhi: Government of India. https://moef.gov.in/uploads/pdf-uploads/pdf_6808a7bccc3e27.37250543.pdf

Ministry of Environment, Forest and Climate Change. 2024. “Cabinet Approved Continuation of Wildlife Habitat Development Scheme under Integrated Development of Wildlife Habitats.” Press Information Bureau, Government of India. https://pib.gov.in/PressReleasePage.aspx?PRID=2057291

Mohd Taher, T., T. Lihan, N. A. Tajul Arifin, N. F. Khodri, M. Ahmad Mustapha, P. Abdul Patah, and S. Mohd Nor. 2021. “Characteristic of Habitat Suitability for the Asian Elephant in the Fragmented Ulu Jelai Forest Reserve, Peninsular Malaysia.” Tropical Ecology 62(3):347–358. https://doi.org/10.1007/s42965-021-00154-5

Mundoga, T., W. Musakwa, and N. Chanza. 2025. “A Bibliometric Analysis of Wildlife Governance in Relation to African Elephant Conservation and Community Participation.” Environmental Research Communications 7(2):022001. https://doi.org/10.1088/2515-7620/adb130

National Remote Sensing Centre. 2024. Bhuvan MGNREGA Grid. Hyderabad: Indian Space Research Organisation. https://bhuvan-app2.nrsc.gov.in/mgnregagrid/. Accessed 23 July 2024.

Padalia, H., S. Ghosh, C. S. Reddy, S. Nandy, S. Singh, and A. S. Kumar. 2019. “Assessment of Historical Forest Cover Loss and Fragmentation in Asian Elephant Ranges in India.” Environmental Monitoring and Assessment 191(1):1–13. https://doi.org/10.1007/s10661-019-7696-5

Pasha, S. V., K. V. Satish, C. S. Reddy, and P. V. V. Rao. 2014. “Satellite Image-Based Quantification of Invasion and Patch Dynamics of Mesquite (Prosopis juliflora) in Great Rann of Kachchh, Kachchh Biosphere Reserve, Gujarat, India.” Journal of Earth System Science 123(7):1481–1490. https://doi.org/10.1007/s12040-014-0486-0

Pasha, S. V., K. V. Satish, C. Sudhakar Reddy, and C. S. Jha. 2015. “Massive Invasion of Mesquite (Prosopis juliflora) in Wild Ass Wildlife Sanctuary, India.” National Academy Science Letters 38(3):271–273. https://doi.org/10.1007/s40009-015-0373-2

Pasha, S. V., V. K. Dadhwal, B. Swarada, and G. M. Pavithra. 2024. “Harnessing Geospatial Technology for Human–Elephant Conflict Hotspots: Insights from e-Parihara Data from Karnataka Forest Department.” International Conference on Human Elephant Conflict Management.

Pavithra, G. M., G. V. Venkataramana, S. V. Pasha, C. S. Reddy, B. Swarada, and V. K. Dadhwal. 2025. “Geospatial Identification of Human–Wildlife Conflict Hotspots in the Southern Western Ghats.” Journal of the Indian Society of Remote Sensing:1–16. https://doi.org/10.1007/s12524-025-01536-5

Ramachandra, T. V., S. Bharath, and S. Vinay. 2019. “Visualization of Impacts Due to Proposed Developmental Projects in the Ecologically Fragile Regions of Kodagu District, Karnataka.” Progress in Disaster Science 3:100038. https://doi.org/10.1016/j.pdisas.2019.100038

Ravenelle, J., and P. J. Nyhus. 2017. “Global Patterns and Trends in Human–Wildlife Conflict Compensation.” Conservation Biology 31(6):1247–1256. https://doi.org/10.1111/cobi.12948

Reddy, C. S., C. S. Jha, P. G. Diwakar, and V. K. Dadhwal. 2014. “Threat Evaluation for Biodiversity Conservation of Forest Ecosystems Using Geospatial Techniques: A Case Study of Odisha, India.” Ecological Engineering 69:287–303. https://doi.org/10.1016/j.ecoleng.2014.03.014

Reddy, C. S., C. S. Jha, V. K. Dadhwal, and P. G. Diwakar. 2016a. “Assessment and Monitoring of Long-Term Forest Cover Changes (1920–2013) in Western Ghats Biodiversity Hotspot.” Journal of Earth System Science 125(1):103–114. https://doi.org/10.1007/s12040-015-0645-y

Reddy, C. S., C. S. Jha, V. K. Dadhwal, and P. G. Diwakar. 2016b. “Quantification and Monitoring of Deforestation in India over Eight Decades (1930–2013).” Biodiversity and Conservation 25(1):93–116. https://doi.org/10.1007/s10531-015-0983-7

Reddy, C. S., C. S. Jha, and V. K. Dadhwal. 2018a. “Earth Observations Based Conservation Prioritization in Western Ghats, India.” Journal of the Geological Society of India 92(5):562–567. https://doi.org/10.1007/s12594-018-1068-6

Reddy, C. S., C. S. Jha, and V. K. Dadhwal. 2018b. “Assessment and Monitoring of Deforestation and Forest Fragmentation in South Asia since the 1930s.” Global and Planetary Change 161:132–148. https://doi.org/10.1016/j.gloplacha.2018.01.003

Sabu, M. M., K. Suresh, K. Ramesh, and K. Vinod. 2022. “The Effectiveness of Tiger Conservation Landscapes in Decreasing Deforestation in South Asia: A Remote Sensing-Based Study.” Spatial Information Research 29(5):123–135. https://doi.org/10.1007/s41324-021-00404-1

Sharma, A. R., ed. 2022. Conservation Agriculture in India: A Paradigm Shift for Sustainable Production. Routledge. https://doi.org/10.4324/9781003292487

Silverman, B. W. 2018. Density Estimation for Statistics and Data Analysis. London: Routledge.

Sukumar, R. 2019. “Conflicts between Wildlife and People: An Ecological, Social, and Policy Perspective.” Special Issue on Environment 167.

Survey of India. 2024. Online Maps. Dehradun: Survey of India. https://onlinemaps.surveyofindia.gov.in. Accessed 5 June 2024.

Swarada, B., S. V. Pasha, and V. K. Dadhwal. 2024. “How Natural Are the Forests in Rajiv Gandhi (Nagarhole) Tiger Reserve? A Multi-Source Data Approach.” Environmental Monitoring and Assessment 196(5):444. https://doi.org/10.1007/s10661-024-10689-2

Thomassen, J., J. Linnell, and K. Skogen. 2011. Wildlife–Human Interactions: From Conflict to Coexistence in Sustainable Landscapes. Final Report from a Joint Indo-Norwegian Project 2007–2011. NINA Report 736. Trondheim: Norwegian Institute for Nature Research. https://www.nina.no/archive/nina/pppbasepdf/rapport/2011/736.pdf

Wildlife Institute of India. 2025. Status of Elephants in India: DNA-Based Synchronous All-India Population Estimation of Elephants (SAIEE 2021–2025). Dehradun: Wildlife Institute of India.

Zakaria, N., H. Juahir, S. M. M. Nor, N. H. M. Hanapi, H. H. W. Jusoh, N. Z. M. Afandi, and M. T. Abdullah. 2024. “Elephant Research Challenges and Opportunities: A Global Bibliometric Analysis.” Ecological Informatics 82:102662. https://doi.org/10.1016/j.ecoinf.2024.102662

Downloads

Published

2026-10-28

How to Cite

[1]
G. Pavithra, G. Venkataramana, S. Vazeed Pasha, C. Sudhakar Reddy, S. Badhe, and V. K. Dadhwal, “Geospatial Quantification of Human–Elephant Conflict Hotspots in the Southern Western Ghats”, Journal of Geomatics, vol. 20, no. 2, pp. 204–214, Oct. 2026.