The Relative Importance of Socioeconomic and Environmental Variables in Explaining Land Change in Bolivia, 2001-2010

被引:37
|
作者
Redo, Daniel J. [1 ]
Aide, T. Mitchell [1 ]
Clark, Matthew L. [2 ]
机构
[1] Univ Puerto Rico, Dept Biol, San Juan, PR 00936 USA
[2] Sonoma State Univ, Dept Geog & Global Studies, Rohnert Pk, CA 94928 USA
关键词
Bolivia; driving forces; land change; MODIS; Random Forest (RF) classification and regression; TIME-SERIES DATA; COVER-CHANGE; TROPICAL DEFORESTATION; MECHANIZED AGRICULTURE; POPULATION-DYNAMICS; BRAZILIAN AMAZONIA; FOREST RESURGENCE; GEOGRAPHIC SCALES; LANDSCAPE CHANGE; GLOBAL CHANGE;
D O I
10.1080/00045608.2012.678036
中图分类号
P9 [自然地理学]; K9 [地理];
学科分类号
0705 ; 070501 ;
摘要
This study assesses the relationship between trends in land change from 2001 to 2010 and socioeconomic and environmental variables in Bolivia at multiple spatial scales using a nonparametric, tree-based modeling approach. It also explores the theoretical dimensions surrounding the debate over the relative importance of socioeconomic and environmental variables in explaining land change. Results from the land change analysis show several hotspots of dynamic change. The majority of woody vegetation loss occurred in the eastern lowlands of Santa Cruz, Beni, and Pando and was attributable to the expansion of industrial agriculture. Gains in woody vegetation took place in the drylands of Santa Cruz and Beni savanna, and these changes were attributed to shifting patterns in precipitation and fire rather than human-induced change. Other hotspots of woody vegetation gain were attributed to abandonment of agriculture and herbaceous lands in the intermontane valleys of the southern Andes. Regression analyses showed that population and other demographic variables were poor predictors of land change. There is a clear relationship, however, between changes in woody and agriculture/herbaceous vegetation and environmental variables such as precipitation, temperature, and elevation. Municipalities with adequate precipitation and moderate temperature tended to show increases in agriculture and herbaceous vegetation and woody vegetation declines. Woody vegetation tended to increase in municipalities at higher elevations. This study also shows that explanations of only wealth or population as the main drivers of land change undervalue the role that natural features, like topography and precipitation, play in limiting or permitting certain land-use decisions.
引用
收藏
页码:778 / 807
页数:30
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