Factors influencing large wildland fire suppression expenditures
Abstract
There is an urgent and immediate need to address the excessive cost of large fires. Here, we studied large wildland fire suppression expenditures by the US Department of Agriculture Forest Service. Among 16 potential non-managerial factors, which represented fire size and shape, private properties, public land attributes, forest and fuel conditions, and geographic settings, we found only fire size and private land had a strong effect on suppression expenditures. When both were accounted for, all the other variables had no significant effect. A parsimonious model to predict suppression expenditures was suggested, in which fire size and private land explained 58% of variation in expenditures. Other things being equal, suppression expenditures monotonically increased with fire size. For the average fire size, expenditures first increased with the percentage of private land within burned area, but as the percentage exceeded 20%, expenditures slowly declined until they stabilised when private land reached 50% of burned area. The results suggested that efforts to contain federal suppression expenditures need to focus on the highly complex, politically sensitive topic of wildfires on private land.
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Despite vigorous fire suppression near human communities, the number of homes destroyed by wildfire continues on an upward trend.
“Despite the vigorous fire suppression near human communities (Gebert et al. 2007;Liang et al. 2008;Gude et al. 2013) the number of homes destroyed by wildfire continues on an upward trend.”
From Negative consequences of positive feedbacks in US wildfire management (2015) · cites this paper as Liang et al. 2008
Cites
Introductory Econometrics: A Modern Approach
Wooldridge, J. M. (1999) · Cited by 14,354 · see citing works
Statistical Methods for Research Workers
Fisher, R. A. (1945) · American Journal of Clinical Pathology · doi:10.1093/ajcp/15.11.552b · Cited by 10,883 · see citing works
Cressie, N. (1992) · Terra Nova · doi:10.1111/j.1365-3121.1992.tb00605.x · Cited by 9,139 · see citing works
5. Statistics for Spatial Data
Rees, M., & Cressie, N. (1993) · Journal of the Royal Statistical Society Series A (Statistics in Society) · doi:10.2307/2982871 · Cited by 4,983 · see citing works
Geostatistics for Natural Resources Evaluation
Coburn, T. C., & Goovaerts, P. (2000) · Technometrics · doi:10.2307/1270969 · Cited by 4,123 · see citing works
(1947) · The American Statistician · doi:10.1080/00031305.1947.10501534 · Cited by 3,745 · see citing works
(1982) · Cited by 3,737 · see citing works
EDF Statistics for Goodness of Fit and Some Comparisons
Stephens, M. A. (1974) · Journal of the American Statistical Association · doi:10.1080/01621459.1974.10480196 · Cited by 3,174 · see citing works
FARSITE: Fire Area Simulator-model development and evaluation
Finney, M. A. (1998) · doi:10.2737/rmrs-rp-4 · Cited by 1,617 · see citing works
Student (1908) · Biometrika · doi:10.1093/biomet/6.1.1 · Cited by 1,363 · see citing works
The wildland urban interface in the United States
Radeloff, V. C., Hammer, R. B., Stewart, S. I., Fried, J. S., Holcomb, S. S., & McKeefry, J. F. (2005) · Ecological Applications · doi:10.1890/04-1413 · Cited by 1,236 · see citing works
Mac Nally, R. (2000) · Biodiversity & Conservation · doi:10.1023/a:1008985925162 · Cited by 938 · see citing works
Chevan, A., & Sutherland, M. (1991) · The American Statistician · doi:10.1080/00031305.1991.10475776 · Cited by 761 · see citing works
Hierarchical Partitioning Public-domain Software
Nally, R. M., & Walsh, C. J. (2003) · Biodiversity and Conservation · doi:10.1023/b:bioc.0000009515.11717.0b · Cited by 413 · see citing works
Forest Service Large Fire Area Burned and Suppression Expenditure Trends, 1970–2002
Calkin, D. E., Gebert, K. M., Jones, J. G., & Neilson, R. P. (2005) · Journal of Forestry · doi:10.1093/jof/103.4.179 · Cited by 251 · see citing works
Self-citationRollins, M. G., & Frame, C. K. (2006) · doi:10.2737/rmrs-gtr-175 · Cited by 158 · see citing works
Estimating Suppression Expenditures for Individual Large Wildland Fires
Gebert, K. M., Calkin, D. E., & Yoder, J. (2007) · Western Journal of Applied Forestry · doi:10.1093/wjaf/22.3.188 · Cited by 143 · see citing works
Self-citationAnalysis of USDA Forest Service fire-related expenditures 1970-1995
Schuster, E. G., Cleaves, D. A., & Bell, E. F. (1997) · doi:10.2737/psw-rp-230 · Cited by 21 · see citing works
An Economic Evaluation of Public and Organized Wildfire Detection in Wisconsin
Steele, T., & Stier, J. (1998) · International Journal of Wildland Fire · doi:10.1071/wf9980205 · Cited by 19 · see citing works
Flagged first, then by citations
1 of the 20 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
A simulation of probabilistic wildfire risk components for the continental United States
Finney, M. A., McHugh, C. W., Grenfell, I. C., Riley, K. L., & Short, K. C. (2011) · Stochastic Environmental Research and Risk Assessment · doi:10.1007/s00477-011-0462-z · Cited by 420 · see citing works
Reinhardt, E. D., Keane, R. E., Calkin, D. E., & Cohen, J. D. (2008) · Forest Ecology and Management · doi:10.1016/j.foreco.2008.09.016 · Cited by 349 · see citing works
Self-citationNegative consequences of positive feedbacks in US wildfire management
Calkin, D. E., Thompson, M. P., & Finney, M. A. (2015) · Forest Ecosystems · doi:10.1186/s40663-015-0033-8 · Cited by 323 · see citing works
Self-citation<scp>U.S.</scp> federal fire and forest policy: emphasizing resilience in dry forests
Stephens, S. L., Collins, B. M., Biber, E., & Fulé, P. Z. (2016) · Ecosphere · doi:10.1002/ecs2.1584 · Cited by 205 · see citing works
Analysis of forest fire fatalities in Southern Europe: Spain, Portugal, Greece and Sardinia (Italy)
Molina, D., Xanthopoulos, G., Diakakis, M., Ribeiro, L. M., Caballero, D., Delogu, G. M., Viegas, D. X., Silva, C. A., & Cardíl, A. (2019) · International Journal of Wildland Fire · doi:10.1071/wf18004 · Cited by 204 · see citing works
Safford, H. D., Schmidt, D. A., & Carlson, C. H. (2009) · Forest Ecology and Management · doi:10.1016/j.foreco.2009.05.024 · Cited by 179 · see citing works
Watering the forest for the trees: an emerging priority for managing water in forest landscapes
Grant, G. E., Tague, C., & Allen, C. D. (2013) · Frontiers in Ecology and the Environment · doi:10.1890/120209 · Cited by 145 · see citing works
The effects of wildfire and environmental amenities on property values in northwest Montana, USA
Stetler, K. M., Venn, T. J., & Calkin, D. E. (2010) · Ecological Economics · doi:10.1016/j.ecolecon.2010.06.009 · Cited by 128 · see citing works
Self-citationWildfire Suppression Costs for Canada under a Changing Climate
Hope, E. S., McKenney, D. W., Pedlar, J., Stocks, B. J., & Gauthier, S. (2016) · PLoS ONE · doi:10.1371/journal.pone.0157425 · Cited by 103 · see citing works
The Economics of Wildfire in the United States
Bayham, J., Yoder, J., Champ, P. A., & Calkin, D. E. (2022) · Annual Review of Resource Economics · doi:10.1146/annurev-resource-111920-014804 · Cited by 90 · see citing works
Self-citationFighting Flames and Forging Firelines: Wildfire Suppression Effectiveness at the Fire Edge
Plucinski, M. P. (2019) · Current Forestry Reports · doi:10.1007/s40725-019-00084-5 · Cited by 84 · see citing works
A review of challenges to determining and demonstrating efficiency of large fire management
Thompson, M. P., y Silva, F. R., Calkin, D. E., & Hand, M. S. (2017) · International Journal of Wildland Fire · doi:10.1071/wf16137 · Cited by 77 · see citing works
Self-citationThe Effect of Newspaper Coverage and Political Pressure on Wildfire Suppression Costs
Donovan, G. H., Prestemon, J. P., & Gebert, K. (2011) · Society & Natural Resources · doi:10.1080/08941921003649482 · Cited by 70 · see citing works
Self-citationQuantifying the Potential Impacts of Fuel Treatments on Wildfire Suppression Costs
Thompson, M. P., Vaillant, N. M., Haas, J. R., Gebert, K. M., & Stockmann, K. D. (2013) · Journal of Forestry · doi:10.5849/jof.12-027 · Cited by 70 · see citing works
Self-citationContain and Control: Wildfire Suppression Effectiveness at Incidents and Across Landscapes
Plucinski, M. P. (2019) · Current Forestry Reports · doi:10.1007/s40725-019-00085-4 · Cited by 69 · see citing works
Olsen, C. S., Kline, J. D., Ager, A. A., Olsen, K. A., & Short, K. C. (2017) · Ecology and Society · doi:10.5751/es-09054-220121 · Cited by 69 · see citing works
Mann, M. L., Berck, P., Moritz, M. A., Batllori, E., Baldwin, J. G., Gately, C. K., & Cameron, D. R. (2014) · Land Use Policy · doi:10.1016/j.landusepol.2014.06.020 · Cited by 61 · see citing works
Stein, S. M., Menakis, J. P., Carr, M. A., Comas, S. J., Stewart, S. I., Cleveland, H., Bramwell, L., & Radeloff, V. C. (2013) · doi:10.2737/rmrs-gtr-299 · Cited by 56 · see citing works
Evidence for the effect of homes on wildfire suppression costs
Gude, P. H., Jones, K., Rasker, R., & Greenwood, M. C. (2013) · International Journal of Wildland Fire · doi:10.1071/wf11095 · Cited by 69 · see citing works
Using Unplanned Fires to Help Suppressing Future Large Fires in Mediterranean Forests
Regos, A., Aquilué, N., Retana, J., Cáceres, M. D., & Brotons, L. (2014) · PLoS ONE · doi:10.1371/journal.pone.0094906 · Cited by 53 · see citing works
Evaluating benefits and costs of wildland fires: critical review and future applications
Milne, M., Clayton, H., Dovers, S. R., & Cary, G. J. (2014) · Environmental Hazards · doi:10.1080/17477891.2014.888987 · Cited by 51 · see citing works
Chang, Y., Zhu, Z.-L., Bu, R., Li, Y.-H., & Hu, Y. (2015) · Forest Ecology and Management · doi:10.1016/j.foreco.2015.07.012 · Cited by 47 · see citing works
Moral Hazard, Wildfires, and the Economic Incidence of Natural Disasters
Baylis, P., & Boomhower, J. P. (2019) · National Bureau of Economic Research · doi:10.3386/w26550 · Cited by 53 · see citing works
Factors Causing Victims of Wildland Fires in Spain (1980–2010)
Cardíl, A., & Molina, D. (2013) · Human and Ecological Risk Assessment An International Journal · doi:10.1080/10807039.2013.871995 · Cited by 47 · see citing works
The influence of incident management teams on the deployment of wildfire suppression resources
Hand, M., Katuwal, H., Calkin, D. E., & Thompson, M. P. (2017) · International Journal of Wildland Fire · doi:10.1071/wf16126 · Cited by 47 · see citing works
Self-citationA Risk-Based Approach to Wildland Fire Budgetary Planning
Thompson, M. P., Calkin, D. E., Finney, M. A., Gebert, K. M., & Hand, M. S. (2013) · Forest Science · doi:10.5849/forsci.09-124 · Cited by 46 · see citing works
Self-citationCardíl, A., Rodrígues, M., Ramirez, J., de‐Miguel, S., Silva, C. A., Mariani, M., & Ascoli, D. (2020) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2020.142788 · Cited by 44 · see citing works
The Economic Incidence of Wildfire Suppression in the United States
Baylis, P., & Boomhower, J. P. (2022) · American Economic Journal Applied Economics · doi:10.1257/app.20200662 · Cited by 40 · see citing works
Robichaud, P. R., Rhee, H., & Lewis, S. A. (2014) · International Journal of Wildland Fire · doi:10.1071/wf13192 · Cited by 40 · see citing works
Resource Allocation under Fire
Bayham, J., & Yoder, J. (2020) · Land Economics · doi:10.3368/le.96.1.92 · Cited by 38 · see citing works
Costafreda-Aumedes, S., Cardíl, A., Molina, D., Daniel, S., Mavsar, R., & Vega‐García, C. (2015) · iForest - Biogeosciences and Forestry · doi:10.3832/ifor1329-008 · Cited by 33 · see citing works
Implications of longer term rest from grazing in the sagebrush steppe
Davies, K. W., Vávra, M., Schultz, B., & Rimbey, N. R. (2014) · Cited by 33 · see citing works
Plantinga, A. J., Walsh, R., & Wibbenmeyer, M. J. (2022) · Journal of the Association of Environmental and Resource Economists · doi:10.1086/719426 · Cited by 30 · see citing works
Skowronski, N. S., Haag, S., Trimble, J., Clark, K. L., Gallagher, M. R., & Lathrop, R. G. (2015) · International Journal of Wildland Fire · doi:10.1071/wf14078 · Cited by 29 · see citing works
Comparing contingency fire containment strategies using simulated random scenarios
Wei, Y., Thompson, M. P., Belval, E. J., Gannon, B. M., Calkin, D. E., & O’Connor, C. D. (2020) · Natural Resource Modeling · doi:10.1111/nrm.12295 · Cited by 27 · see citing works
Self-citationFitch, R. A., Kim, Y., Waltz, A. E. M., & Crouse, J. (2017) · Forest Policy and Economics · doi:10.1016/j.forpol.2017.11.006 · Cited by 27 · see citing works
Performance of operational fire spread models in California
Cardíl, A., Monedero, S., Selegue, P., Navarrete, M. Á., de‐Miguel, S., Purdy, S., Marshall, G., Chavez, T., Allison, K., Quilez, R., et al. (2023) · International Journal of Wildland Fire · doi:10.1071/wf22128 · Cited by 33 · see citing works
Stochastic decision trigger modelling to assess the probability of wildland fire impact
Ramirez, J., Monedero, S., Silva, C. A., & Cardíl, A. (2019) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2019.07.311 · Cited by 25 · see citing works
The Impact of Residential Development Pattern on Wildland Fire Suppression Expenditures
Clark, A. M., Rashford, B. S., McLeod, D. M., Lieske, S. N., Coupal, R. H., & Albeke, S. E. (2016) · Land Economics · doi:10.3368/le.92.4.656 · Cited by 24 · see citing works
Mapping Forest Canopy Fuels in the Western United States with LiDAR–Landsat Covariance
Moran, C. J., Kane, V. R., & Seielstad, C. (2020) · Remote Sensing · doi:10.3390/rs12061000 · Cited by 24 · see citing works
The Rising Costs of Wildfire Suppression and the Case for Ecological Fire Use
Ingalsbee, T., & Raja, U. S. (2015) · Elsevier eBooks · doi:10.1016/b978-0-12-802749-3.00012-8 · Cited by 24 · see citing works
Large wildland fires in three diverse regions in Spain from 1978 to 2010.
Cardíl, A., & Molina, D. (2013) · Forest Systems · doi:10.5424/fs/2013223-03899 · Cited by 24 · see citing works
Hand, M. S., Thompson, M. P., & Calkin, D. E. (2016) · Journal of Forest Economics · doi:10.1016/j.jfe.2016.01.001 · Cited by 24 · see citing works
Self-citationModeling Wildfire Incident Complexity Dynamics
Thompson, M. P. (2013) · PLoS ONE · doi:10.1371/journal.pone.0063297 · Cited by 23 · see citing works
Economic drivers of global fire activity: A critical review using the DPSIR framework
Kim, Y., Rodrígues, M., & Robinne, F. (2021) · Forest Policy and Economics · doi:10.1016/j.forpol.2021.102563 · Cited by 23 · see citing works
Development and application of a probabilistic method for wildfire suppression cost modeling
Thompson, M. P., Haas, J. R., Finney, M. A., Calkin, D. E., Hand, M. S., Browne, M. J., Halek, M., Short, K. C., & Grenfell, I. C. (2014) · Forest Policy and Economics · doi:10.1016/j.forpol.2014.10.001 · Cited by 22 · see citing works
Self-citationVenn, T. J., & Calkin, D. E. (2008) · Small-scale Forestry · doi:10.1007/s11842-008-9065-z · Cited by 22 · see citing works
Self-citationEconomic Analysis of Federal Wildfire Management Programs
Gebert, K. M., Calkin, D. E., Huggett, R. J., & Abt, K. L. (2008) · Forestry sciences · doi:10.1007/978-1-4020-4370-3_15 · Cited by 20 · see citing works
Self-citationTaylor, M. H., Meador, A. J. S., Kim, Y., Rollins, K., & Will, H. (2015) · Forest Science · doi:10.5849/forsci.14-030 · Cited by 19 · see citing works
Forest density preferences of homebuyers in the wildland-urban interface
Hjerpe, E. E., Kim, Y., & Dunn, L. (2016) · Forest Policy and Economics · doi:10.1016/j.forpol.2016.05.012 · Cited by 18 · see citing works
O'Donnell, D. T., Venn, T. J., & Calkin, D. E. (2014) · Economic Analysis and Policy · doi:10.1016/j.eap.2014.07.001 · Cited by 17 · see citing works
Self-citationEstimating wildfire suppression costs: a systematic review
Mattioli, W., Ferrara, C., Lombardo, E., Barbati, A., Salvati, L., & Tomao, A. (2022) · The International Forestry Review · doi:10.1505/146554822835224801 · Cited by 16 · see citing works
Do Fuel Treatments in U.S. National Forests Reduce Wildfire Suppression Costs and Property Damage?
Sánchez, J. J., Loomis, J. B., González‐Cabán, A., Rideout, D. B., & Reich, R. M. (2019) · Journal of Natural Resources Policy Research · doi:10.5325/naturesopolirese.9.1.0042 · Cited by 15 · see citing works
Costs of preventing and supressing wildfires in Victoria, Australia
Marshall, E., Elliot-Kerr, S., McColl-Gausden, S. C., & Penman, T. D. (2023) · Journal of Environmental Management · doi:10.1016/j.jenvman.2023.118606 · Cited by 14 · see citing works
The Role of Previous Fires in the Management and Expenditures of Subsequent Large Wildfires
Belval, E. J., O’Connor, C. D., Thompson, M. P., & Hand, M. S. (2019) · Fire · doi:10.3390/fire2040057 · Cited by 13 · see citing works
Nielsen‐Pincus, M., Evers, C., & Ager, A. A. (2019) · Fire · doi:10.3390/fire2040059 · Cited by 13 · see citing works
An optimization model to prioritize fuel treatments within a landscape fuel break network
Nguyen, D. T., Wei, Y., Belval, E. J., Thompson, M. P., Gannon, B. M., Young, J. D., O’Connor, C. D., & Calkin, D. E. (2024) · PLoS ONE · doi:10.1371/journal.pone.0313591 · Cited by 11 · see citing works
Self-citationComplementing daily fire-danger assessment using a novel metric based on burnt area ranking
Pezzatti, G. B., Angelis, A. D., Bekar, İ., Ricotta, C., Bajocco, S., & Conedera, M. (2020) · Agricultural and Forest Meteorology · doi:10.1016/j.agrformet.2020.108172 · Cited by 11 · see citing works
McIver, C. P., Cook, P. S., & Becker, D. R. (2021) · State and Local Government Review · doi:10.1177/0160323x211061353 · Cited by 10 · see citing works
Stranded land constrains public land management and contributes to larger fires
Leonard, B., Plantinga, A. J., & Wibbenmeyer, M. J. (2021) · Environmental Research Letters · doi:10.1088/1748-9326/ac2e39 · Cited by 9 · see citing works
Guo, J., Hou, R., Zhou, M., Jin, X., & Li, G. (2021) · Remote Sensing · doi:10.3390/rs13224557 · Cited by 9 · see citing works
Economics of Wildfire Management: The Development and Application of Suppression Expenditure Models
Hand, M. S., Gebert, K. M., Liang, J., Calkin, D. E., Thompson, M. P., & Zhou, M. (2014) · doi:10.1007/978-1-4939-0578-2 · Cited by 9 · see citing works
Self-citationOliva, M., Maffia, A., Marra, F. A., Canino, F., Battaglia, S., Mallamaci, C., & Muscolo, A. (2025) · Journal of Forestry Research · doi:10.1007/s11676-025-01864-5 · Cited by 8 · see citing works
Predicted Fire Behavior and Societal Benefits in Three Eastern Sierra Nevada Vegetation Types
Dicus, C., Delfino, K., & Weise, D. R. (2009) · Fire Ecology · doi:10.4996/fireecology.0501067 · Cited by 8 · see citing works
Modeling Individual Extended Attack Wildfire Suppression Expenditures in British Columbia
MacMillan, R. A., Sun, L., & Taylor, S. W. (2022) · Forest Science · doi:10.1093/forsci/fxac024 · Cited by 7 · see citing works
Cristina, M., Vázquez, V., Amil, L. C., & Touza, J. (2014) · Revista Galega de Economía · Cited by 5 · see citing works
Vega-Nieva, D. J., Briseño‐Reyes, J., López‐Serrano, P. M., Corral‐Rivas, J. J., Pompa-García, M., Cruz-López, M. I., Cuahutle, M., Ressl, R., Alvarado, E., & Burgan, R. E. (2023) · Forests · doi:10.3390/f15010042 · Cited by 5 · see citing works
Vázquez, M. C. V., Amil, M. L. C., & Touza, J. (2015) · Revista Galega de Economía · doi:10.15304/rge.23.1.2459 · Cited by 5 · see citing works
ANN multivariate analysis of factors that influence human-caused multiple fire starts
Costafreda-Aumedes, S., & Vega‐García, C. (2014) · Imprensa da Universidade de Coimbra eBooks · doi:10.14195/978-989-26-0884-6_198 · Cited by 5 · see citing works
Florec, V., Thompson, M. P., & y Silva, F. R. (2020) · Springer eBooks · doi:10.1007/978-3-319-52090-2_96 · Cited by 5 · see citing works
Predicting daily firefighting personnel deployment trends in the western United States
Young, K. A., Belval, E. J., Riley, K. L., & Gao, P. (2024) · Journal of Environmental Management · doi:10.1016/j.jenvman.2024.122705 · Cited by 4 · see citing works
Characterizing incentives: an investigation of wildfire response and environmental entry policy
Bayham, J. (2013) · ProQuest Demo Repository · Cited by 4 · see citing works
Gómez-González, J. L., Marcoulaki, E., Cantizano, A., Konstantinidou, M., Carretero, R. C., & Castro, M. (2025) · Ecological Indicators · doi:10.1016/j.ecolind.2025.113509 · Cited by 3 · see citing works
Global firestorm: Igniting insights on environmental and socio-economic impacts for future research
Soontha, L., & Bhat, M. Y. (2025) · Environmental Development · doi:10.1016/j.envdev.2025.101362 · Cited by 7 · see citing works
A historical analysis of factors driving the daily prioritization of wildland fires in California
Nguyen, D., Belval, E. J., Wei, Y., & Calkin, D. E. (2025) · International Journal of Disaster Risk Reduction · doi:10.1016/j.ijdrr.2025.105967 · Cited by 3 · see citing works
Self-citationAnálise multitemporal de incêndios florestais ocorridos no Estado de Minas Gerais entre 2001 e 2020
Latuf, M. D. O., Rios, G. D. S., & Pereira, R. C. (2022) · Revista Cerrados · doi:10.46551/rc24482692202206 · Cited by 3 · see citing works
Bekar, İ., Pezzatti, G. B., Conedera, M., Vacik, H., Pausas, J. G., Dupire, S., & Bugmann, H. K. M. (2023) · Agricultural and Forest Meteorology · doi:10.1016/j.agrformet.2023.109746 · Cited by 3 · see citing works
SOCIAL VALUES FOR ATTRIBUTES AT RISK FROM WILDFIRE IN NORTHWEST MONTANA
O'Donnell, D. T. (2009) · The Mathematics Enthusiast · Cited by 3 · see citing works
Sun, L., Chan, R., Endo, K., & Taylor, S. W. (2025) · Forests · doi:10.3390/f16111626 · Cited by 2 · see citing works
Peterson, D. L. (2014) · Fire Ecology · doi:10.4996/fireecology.1001084 · Cited by 2 · see citing works
Florec, V., Thompson, M. P., & y Silva, F. R. (2019) · Springer eBooks · doi:10.1007/978-3-319-51727-8_96-1 · Cited by 2 · see citing works
Assets and Ashes: Wildfire management and the politics of climate change
Michaels, J., & Morin, J. (2025) · Earth System Governance · doi:10.1016/j.esg.2025.100254 · Cited by 1 · see citing works
ESSAYS ON NATURAL HAZARD MITIGATION AND FOREST COVER CHANGE
Ferris, J. (2015) · University Libraries (University of Maryland) · doi:10.13016/m28k81
Wildre Hazards: A Model of Disaster ResponsePreprint
Bayham, J., & Yoder, J. (2012) · RePEc: Research Papers in Economics
Hand, M. S., Thompson, M. P., & Calkin, D. E. (2014) · Imprensa da Universidade de Coimbra eBooks · doi:10.14195/978-989-26-0884-6_149
Self-citationIntegrated Framework for Wildfire Risk Mitigation Planning at the Wildland/Urban Interface
Kalhor, E. (2017) · UNM’s Digital Repository (University of New Mexico)
Conti, P. S. (2018) · CU Scholar (University of Colorado Boulder)
Quantifying the potential impacts of fuel treatments on wildfire suppression costs volume
Thompson, M. P., Vaillant, N. M., Haas, J. R., Gebert, K. M., & Stockmann, K. D. (2013)
Self-citationEstimating Suppression Expenditures
Hand, M. (2019) · Springer eBooks · doi:10.1007/978-3-319-51727-8_106-1
Estimating Suppression Expenditures
Hand, M. (2020) · Springer eBooks · doi:10.1007/978-3-319-52090-2_106
Validation of operational fire spread models in California
Cardíl, A., Monedero, S., Navarrete, M. Á., de‐Miguel, S., da Silva, C. A., Quilez, R., Purdy, S., & Ramirez, J. (2022) · Imprensa da Universidade de Coimbra eBooks · doi:10.14195/978-989-26-2298-9_70
Beyki, S. M., Gameiro, A., Santiago, A. M. C., & Laím, L. M. S. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.5041284
Gómez-González, J. L., Marcoulaki, E., Cantizano, A., Konstantinidou, M., Carretero, R. C., & Castro, M. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.5055718
Beyki, S. M., Lopes, A. M. G., Santiago, A. M. C., & Laím, L. M. S. (2025) · Remote Sensing Applications Society and Environment · doi:10.1016/j.rsase.2025.101648
Isaba, T., Chandrasekhar, D., & Fainkich, A. S. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.6381665
Factors affecting wildfire suppression costs in the United States: a systematic review
Qadir, N., Imtiaz, M. T., Jamil, A., Safiullah, D., Rafique, M. T., Akhter, M. A., & Qazlbash, S. K. (2026) · Forestry Economics Review · doi:10.1108/fer-06-2026-0019
- Authors
- Liang, J., Calkin, D. E., Gebert, K. M., Venn, T. J., & Silverstein, R. P.
- Affiliations
- University of Alaska Fairbanks (US)
- BUSDA Rocky Mountain Research Station, Forestry Sciences Laboratory, 800 East Beckwith Ave., Missoula, MT 59801, USA.
- University of Montana (US)
- Corresponding author
- Liang, Jingjing
- Venue
- International Journal of Wildland Fire
- Publisher
- CSIRO Publishing
- Published
- 2008-10-03
- Volume
- 17
- Issue
- 5
- Pages
- 650-659
- ISSN
- 1049-8001 (ISSN-L)
- 1448-5516
- OpenAlex
- W2149913718
- Cited by
- 97
- References
- 20
- Citations by year
- 2026: 2 · 2025: 7 · 2024: 4 · 2023: 4 · 2022: 7 · 2021: 4 · 2020: 7 · 2019: 10 · 2018: 1 · 2017: 5 · 2016: 5 · 2015: 8 · 2014: 12 · 2013: 10 · 2012: 1
- FWCI
- 3.00
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- International Journal of Wildland Fire (publishedVersion)
- Topics
- Physical Sciences › Environmental Science › Global and Planetary Change › Fire effects on ecosystems
- Physical Sciences › Environmental Science › Global and Planetary Change › Forest Management and Policy
- Physical Sciences › Environmental Science › Ecology › Rangeland and Wildlife Management
- Keywords
- wildfire suppression, fire size, private land ownership, U.S. Forest Service, burned area, fuel conditions
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