Abstract
Land-cover change is the result of complex multi-scale interactions between socioeconomic, demographic, and environmental factors. Demographic change, in particular, is thought to be a major driver of forest change. Most studies have evaluated these interactions at the regional or the national level, but few studies have evaluated these dynamics across multiple spatial scales within a country. In this study, we evaluated the effect of demographic, environmental, and socioeconomic variables on land-cover change between 2001 and 2010 for all Mexican municipalities (n = 2,443) as well as by biome (n = 4). We used a land-cover classification based on 250-m MODIS data to examine the change in cover classes (i.e., woody, mixed woody, and agriculture/herbaceous vegetation). We evaluated the trends of land-cover change and identified the major factors correlated with woody vegetation change in Mexico. At the national scale, the variation in woody vegetation was best explained by environmental variables, particularly precipitation; municipalities where woody cover increased tended to be in areas with low average annual precipitation (i.e., desert and dry forest biomes). Demographic variables did not contribute much to the model at the national scale. Elevation, temperature, and population density explained the change in woody cover when municipalities were grouped by biome (i.e., moist forest, dry forest, coniferous forest, and deserts). Land-cover change at the biome level showed two main trends: (1) the tropical moist biome lost woody vegetation to agriculture and herbaceous vegetation, and (2) the desert biome increased in woody vegetation within more open-canopy shrublands.
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Achard F, Eva HD, Mayaux P, Gallego J, Richards T, Malingreau J (2002) Determination of deforestation rates of the world’s humid tropical forests. Science 297:999–1002
Aide TM, Grau HR (2004) Globalization, migration, and Latin American ecosystems. Science 305:1915–1916
Archer S, Scifres C, Bassham CR, Maggio R (1988) Autogenic succession in a subtropical savanna: conversion of grassland to thorn woodland. Ecol Monogr 58:111–127
Archibald S, Roy DP, van Wilgen BW, Scholes RJ (2009) What limits fire? An examination of drivers of burnt area in Southern Africa. Glob Chang Biol 15:613–630
Baptista SR (2008) Metropolitanization, forest recovery in southern Brazil: a multiscale analysis of the Florianópolis city-region, Santa Catarina State, 1970 to 2005. Ecol Soc 13:5
Baptista S, Rudel TK (2006) Urbanization, industrialization and the forest transition in Santa Catarina, southern Brazil. Environ Conserv 33:195–202
Barbier EB, Burgess JC, Grainger A (2010) The forest transition: towards a more comprehensive theoretical framework. Land Use Policy 27:98–107
Breiman L (2001) Random forests. Mach Learn 45:5–32
Briggs JM, Knapp AK, Brock BL (2002) Expansion of woody plants in tallgrass prairie: a fifteen year study of fire and fire-grazing interactions. Am Midl Nat 147:287–294
Briggs JM, Knapp AK, Blair JM, Heisler JL, Hoch GA, Lett MS, McCarron JK (2005) An ecosystem in transition: causes and consequences of the conversion of mesic grassland to shrubland. Bioscience 55:243–254
Briggs JM, Schaafsma H, Trenkov D (2007) Woody vegetation expansion in a desert grassland: prehistoric human impact? J Arid Environ 69:458–472
Brown JR, Archer S (1999) Shrub invasion of grassland: recruitment is continuous and not regulated by herbaceous biomass or density. Ecology 80:2385–2396
Butler RA, Laurance WF (2008) New strategies for conserving tropical forests. Trends Ecol Evol 23:469–472
Carr D (2004) Proximate population factors and deforestation in tropical agricultural frontiers. Popul Environ 25:585–612
Carr D (2009) Population and deforestation: why rural migration matters. Prog Hum Geogr 33:355–378
Clark ML, Aide TM (2011a) An analysis of decadal land change in latin America and the Caribbean mapped from 250-m MODIS Data. In: 34th international symposium on remote sensing of environment, Sydney, April 10–15. http://www.isprs.org/proceedings/2011/ISRSE-34/211104015Final00711.pdf
Clark ML, Aide TM (2011b) Virtual interpretation of earth web-interface tool (VIEW-IT) for collecting land-use/land-cover reference data. Remote Sens 3:601–620
Clark ML, Aide TM, Grau HR, Riner G (2010) A scalable approach to mapping annual land cover at 250 m using MODIS times series data: a case study in the Dry Chaco ecoregion of South America. Remote Sens Environ 114:2816–2832
Comision Nacional del Agua, Precipitacion Media Anual 1941–2000
CRU (2008) University of East Anglia Climate Research Unit. CRU Datasets. British Atmospheric Data Centre
Currit N, Easterling WE (2009) Globalization and population drivers of rural-urban land-use change in Chihuahua, Mexico. Land Use Policy 26:535–544
Cutler DR, Edwards TC, Bread KH, Cutler A, Hess KT, Gibson J, Lawler JJ (2007) Random forest for classification in ecology. Ecology 88:2783–2792
DeFries R, Foley J, Asner G (2004) Land-use choices: balancing human needs and ecosystem function. Front Ecol Environ 2:249–257
DeFries R, Rudel TK, Uriarte M, Hansen M (2010) Deforestation driven by urban population growth and agricultural trade in the twenty-first century. Nat Geosci 3:178–181
Eva HD, Belward AS, Miranda EED, Bella CMD, Gond V, Huber O, Jones S, Sgrenzaroli M, Fritz S (2004) A land cover map of South America. Glob Chang Biol 10:731–744
Ewers RM, Scharlemann JP, Balamford A, Green RE (2009) Do increases in agricultural yield spare land for nature? Glob Chang Biol 15:1716–1726
FAO (2010) Global forest resources assessment 2010. In: Agriculture Food Organization of the United Nations (ed) Forestry paper 163. FAO, Rome
Figueroa F, Sanchez-Cordero V (2008) Effectiveness of natural protected areas to prevent land use and land cover change in Mexico. Biodivers Conserv 17:3223–3240
Foley JA, DeFries R, Asner GP, Barford C, Bonan G, Carpenter SR, Chapin FS, Coe MT, Daily GC, Gibbs HK, Helkowski JH, Holloway T, Howard EA, Kucharik CJ, Monfreda C, Patz JA, Prentice IC, Ramankutty N, Snyde PK (2005) Global consequences of land use. Science 309:570–574
García-Barrios L, Galván-Miyoshi YM, Valdivieso-Pérez IA, Masera OR, Bocco G, Vandermeer J (2009) Neotropical forest conservation, agricultural intensification, and rural out-migration: the Mexican experience. Bioscience 59:863–873
Garcia-Romero A, Oropeza-Orozco O, Garcia-Sarmiento L (2005) Land-use systems and resilience of tropical rain forests in the Tehuantepec isthmus, Mexico. Environ Manag 34:785–968
Gasparri NI, Grau HR (2009) Deforestation and fragmentation of Chaco dry forest in NW Argentina (1972–2007). For Ecol Manag 258:913–921
Gaughan AE, Binford MW, Southworth J (2009) Tourism, forest conversion, and land transformations in the Angkor basin, Cambodia. Appl Geogr 29:212–223
Geist HJ, Lambin EF (2001) What drives tropical deforestation?: a meta-analysis of proximate and underlying causes of deforestation based on subnational case study evidence, LUCC Report Series no. 4. LUCC International Project Office, Louvain-la-Neuve, Belgium, p 116
Geist HJ, Lambin EF (2002) Proximate causes and underlying driving forces of tropical deforestation. Bioscience 52:143–150
Gibbs HK, Ruesch AS, Achard F, Clayton MK, Holmgren P, Ramankutty N, Foley JA (2010) Tropical forests were the primary sources of new agricultural land in the 1980 s and 1990 s. Proc Natl Acad Sci USA 107:16732–16737
Giri C, Jenkins C (2005) Land cover mapping of Greater Mesoamerica using MODIS data. Can J Remote Sens/J Can Teledetect 31:274–282
Gomez-Mendoza L, Vega-Pena E, Ramirez MI, Palacio-Prieto JL, Galicia L (2006) Projecting land-use change processes in the Sierra Norte of Oaxaca, Mexico. Appl Geogr 26:276–290
Grau HR, Aide TM, Zimmerman JK, Thomlinson JR, Helmer E, Zou X (2003) The ecological consequences of socioeconomic and land-use changes in postagricultural Puerto Rico. Bioscience 53:1159–1168
Grau HR, Gasparri I, Aide TM (2008) Balancing food production and nature conservation in the neotropical dry forests of northern Argentina. Glob Chang Biol 14:985
Hecht S (2010) The new rurality: globalization, peasants and the paradoxes of landscapes. Land Use Policy 27:161–169
Hecht S, Kandel S, Gome I, Cuellar N, Rosa H (2006) Globalization, forest resurgence, and environmental politics in El Salvador. World Dev 34:308–323
Huete A, Didan K, Miura T, Rodriguez EP, Gao X, Ferreira LG (2002) Overview of the radiometric and biophysical performance of the MODIS vegetation indices. Remote Sens Environ 83:195–213
Hüttich C, Herold M, Wegmann M, Cord A, Strohbach B, Schmullius C, Dech S (2011) Assessing effects of temporal compositing and varying observation periods for large-area land-cover mapping in semi-arid ecosystems: Implications for global monitoring. Remote Sens Environ 115:2445–2459
INEGI (2007) Censo Agricola, Forestal y Ganadero. Instituto Nacional de Estadistica, Geografia e Informatica, http://www.inegi.gob.mx
Izquierdo A, De Angelo C, Aide TM (2008) Thirty years of human demography and land-use change in the Atlantic Forest of Misiones, Argentina: an evaluation of the forest transition model. Ecol Soc 13:3
Janzen D (1988) Management of habitat fragments in a tropical dry forest growth. Ann Mo Bot Gard 75:105–116
Jarvis A, Reuter HI, Nelson A, Guevara E (2008) Hole-filled SRTM for the globe version 4. CGIAR-CSI SRTM 90 m. Database: http://srtm.csi.cgiar.org
Klooster D (2003) Forest transitions in Mexico: institutions and forests in a globalized countryside. Prof Geogr 55:227–237
Kupfer JA, Miller JD (2005) Wildfire effects and post-fire responses of an invasive mesquite population: the interactive importance of grazing and non-native herbaceous species invasion. J Biogeogr 32:453–466
Lambin EF (1999) Monitoring forest degradation in tropical regions by remote sensing: some methodological issues. Glob Ecol Biogeogr 8:191–198
Lambin EF, Turner BL, Geist HJ, Agbola SB, Angelsen A, Bruce JW, Coomes OT, Dirzo R, Fischerh G, Folke C, George PS, Homewood K, Imbernon J, Leemans R, Li X, Moran EF, Mortimore M, Ramakrishnan PS, Richards JF, Skanes H, Steffen W, Stone GD, Svedin U, Veldkamp TA, Vogel C, Xu J (2001) The causes of land-use and land-cover change: moving beyond the myths. Glob Environ Chang 11:261–269
Lambin EF, Geist HJ, Lepers E (2003) Dynamics of land-use and land-cover change in tropical regions. Annu Rev Environ Resour 28:205–241
Liaw A, Wiener M (2002) Classification and regression by random forest. R News 2:18–22
Lopez E, Bocco G, Mendoza M, Velazquez A, Aguirre-Rivera JR (2006) Peasant emigration and land-use change at the watershed level: a GIS-based approach in Central Mexico. Agric Syst 90:62–78
Mas JF, Velazquez A, Palacio-Prieto JL, Bocco G, Peralta A, Prado J (2002) Assessing forest resources in Mexico: wall-to wall land use/cover mapping. Photogramm Eng Remote Sens 68:966–968
Mas J-F, Velazquez A, Reyes Diaz-Gallegos J, Mayorga-Saucedo R, Alcantara C, Bocco G, Castro R, Fernandez T, Perez-Vega A (2004) Assessing land use/cover changes: a nationwide multidate spatial database for Mexico. Int J Appl Earth Obs Geoinform 5:249–261
Mayaux P, Holmgren P, Achard F, Eva H, Stibig H, Branthomme A (2005) Tropical forest cover change in the 1990 s and options for future monitoring. Philos Trans R Soc B-Biol Sci 360:373–384
Mendoza ME, Granados EL, Geneletti D, Pérez-Salicrup DR, Salinas V (2011) Analysing land cover and land use change processes at watershed level: a multitemporal study in the Lake Cuitzeo Watershed, Mexico (1975–2003). Appl Geogr 31:237–250
Meyfroidt P, Lambin EF (2008) The causes of the reforestation in Vietnam. Land Use Policy 25:182–197
Muñoz-Villers LE, López-Blanco J (2007) Land use/cover changes using landsat TM/ETM images in a tropical and biodiverse mountainous area of central-eastern Mexico. Int J Remote Sens 29:71–93
Olson DM, Dinerstein E, Wikramanayake ED, Burgess ND, Powell GVN, Underwood EC, D’amico JA, Itoua I, Strand HE, Morrison JC, Loucks CJ, Allnutt TF, Ricketts TH, Kura Y, Lamoreux JF, Wettengel WW, Hedao P, Kassem KR (2001) Terrestrial ecoregions of the world: a new map of life on earth. Bioscience 51:933–938
Parés-Ramos IK, Gould WA, Aide TM (2008) Agricultural abandonment, suburban growth, forest expansion in Puerto Rico between 1991 and 2000. Ecol Soc 13:1
Partida V, Tuirán R (2001) Índices de desarrollo humano, 2000. In: Consejo Nacional de Población (ed). CONAPO, México
Perz SG (2004) Are agricultural production and forest conservation compatible? Agricultural diversity, agricultural incomes and primary forest cover among small farm colonists in the Amazon. World Dev 32:957–977
Pineda Jaimes NB, Bosque Sendra J, Gómez Delgado M, Franco Plata R (2010) Exploring the driving forces behind deforestation in the state of Mexico (Mexico) using geographically weighted regression. Appl Geogr 30:576–591
PNUD (2009) The decline of remittances, crisis update no. 4. Cluster for poverty, human development and MDGs, Regional Bureau for Latin America and the Caribbean
Portillo-Quintero CA, Sánchez-Azofeifa GA (2010) Extent and conservation of tropical dry forests in the Americas. Biol Conserv 143:144–155
R (2010) R: a language and environment for statistical computing, The R foundation for statistical computing, 2.11.1 edn. R Development Core Team, Vienna
Ramirez-Ramírez I (2001) Cambios en las cubiertas del suelo en la Sierra de Angangueo, Michoacán y Estado de México, 1971–1994-2000. Bolebn del insbtuto de Geografia UNAM 45:39–55
Rudel TK (1998) Is there a forest transition? Deforestation, reforestation, and development. Rural Sociol 63:533–552
Rudel TK, Bates D, Machinguiashi R (2002) A tropical forest transition? Agricultural change, out-migration, and secondary forests in the Ecuadorian Amazon. Ann Assoc Am Geogr 92:87–102
Rudel TK, Coomes OT, Moran E, Achard F, Angelsen A, Xu J, Lambin E (2005) Forest transitions: towards a global understanding of land use change. Glob Environ Chang 15:23–31
Rudel TK, Schneider L, Uriarte M (2009) Agricultural intensification and changes in cultivated areas, 1970–2005. Proc Natl Acad Sci USA 106:20675–20680
Rudel TK, Schneider L, Uriarte M (2010) Forest transitions: an introduction. Land Use Policy 27:95–97
Sala OE, Chapin FS, Armesto JJ, Berlow E, Bloomfield J, Dirzo R, Huber-Sanwald E, Huenneke LF, Jackson RB, Kinzig A, Leemans R, Lodge DM, Mooney HA, Oesterheld M, Poff NL, Sykes MT, Walker BH, Walker M, Wall DH (2000) Global biodiversity scenarios for the year 2100. Science 287:1770–1774
Sanchez-Azofeifa GA, Quesada M, Cuevas-Reyes P, Castillo A, Sanchez-Montoya G (2009) Land cover and conservation in the area of influence of the Chamela-Cuixmala Biosphere Reserve. M For Ecol Manag 258:907–912
Scrieciu SS (2007) Can economic causes of tropical deforestation be identified at a global level? Ecol Econ 62:603–612
Serneels S, Linderman M, Lambin EF (2007) A multilevel analysis of the impact of land use on interannual land-cover change in East Africa. Ecosystems 10:402–418
SIAP (2010a) Resumen estatal anual agricola. Sistema de Información Agroalimentaria y Pesquera
SIAP (2010b) Resumen municipal pecuario Servicio de Informacion Agroalimentaria y Pesquera
Skole D, Tucker C (1993) Tropical deforestation and habitat fragmentation in the Amazon- Satellite data from 1978–1988. Science 260:1905
Trejo I, Dirzo R (2000) Deforestation of seasonally dry tropical forest: a national and local analysis in Mexico. Biol Conserv 94:133–142
Turner BL II, Villar SC, Foster D, Geogegan J, Keys E, Klepeis P, Lawrence D, Mendoza PM, Manson S, Ogneva-Himmelberger Y, Plotkin AB, Pérez Salicrup D, Chowdhury R, Savitsky B, Schneider LC, Schmook B, Vance C (2001) Deforestation in the southern Yucatán peninsular region: an integrative approach. For Ecol Manag 154:353–370
UNDP (2010) International human development indicators. United Nations Development Program
Uriarte M, Schneider L, Rudel TK (2010) Land Transitions in the tropics: going beyond the case studies. Biotropica 42:1–2
Van Auken OW (2000) Shrub invasions of North American semiarid grasslands. Ann Rev Ecol Syst 31:197–215
Vanacker V, Linderman M, Lupo F, Flasse S, Lambin E (2005) Impact of short-term rainfall fluctuation on interannual land cover change in sub-Saharan Africa. Glob Ecol Biogeogr 14:123–135
Velázquez A, Mas JF, Díaz JR, Mayorga-Saucedo R, Alcántara PC, Castro R, Fernández T, Bocco G, Escurra E, Palacio JL (2002a) Patrones y tasas de cambio de uso del suelo en México. Gaceta ecológica INE-SEMARNAT 62:21–37
Velázquez A, Mas JF, Palacio JL (2002b) Análisis del cambio de uso del suelo. Secretaría de Medio Ambiente y Recursos Naturales (SEMARNAT), Instituto Nacional de Ecología-Instituto de Geografía. UNAM, Mexico
Velázquez A, Duran E, Ramirez I, Mas J-F, Bocco G, Ramirez G, Palacio JL (2003) Land use-cover change processes in highly biodiverse areas: the case of Oaxaca, Mexico. Glob Environ Chang 13:175–184
Vester HFM, Lawrence D, Eastman JR, Turner BL II, Calme S, Dickson R, Pozo C, Sangermano F (2007) Land change in the southern Yucatan and Calakmul biosphere reserve: effects on habitat and biodiversity. Ecol Appl 17:989–1003
Wassenaar T, Gerber P, Verburg PH, Rosales M, Ibrahim M, Steinfeld H (2007) Projecting land use changes in the neotropics: the geography of pasture expansion into forest. Glob Environ Chang 17:86–104
Wright J, Samaniego MJ (2008) Historical, demographic, and economic correlates of land-use change in the Republic of Panama. Ecol Soc 13:17
Zak MR, Cabido M, Caceres D, Dıaz S (2008) What drives accelerated land cover change in central Argentina? Synergistic consequences of climatic, socioeconomic, and technological factors. Environ Manag 42:181–189
Acknowledgments
This research was supported by National Science Foundation (Dynamics of Coupled Natural and Human Systems CNH grant; award # 0709598 and # 0709645) and a postdoctoral fellowship from Consejo Nacional de Ciencia y Tecnologia to M.B-M. We thank George Riner at Sonoma State University for helping with data processing. The comments of two anonymous reviewers helped improve the manuscript.
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Bonilla-Moheno, M., Aide, T.M. & Clark, M.L. The influence of socioeconomic, environmental, and demographic factors on municipality-scale land-cover change in Mexico. Reg Environ Change 12, 543–557 (2012). https://doi.org/10.1007/s10113-011-0268-z
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DOI: https://doi.org/10.1007/s10113-011-0268-z