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Rural Development Policies and Sustainable Land Use in the ...

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METHODS AND MODELS 33<br />

Figure 3.2 Location of <strong>the</strong> 9 prov<strong>in</strong>ces <strong>and</strong> 19 counties <strong>in</strong>cluded <strong>in</strong> <strong>the</strong> sample<br />

La<br />

Ceiba Jutiapa<br />

Bonito<br />

Oriental<br />

Iriona<br />

Santa<br />

Rita<br />

Naranjito<br />

Lepaera<br />

San Manuel<br />

de Colohete<br />

C<strong>and</strong>elaria<br />

Victoria<br />

Yorito<br />

Sulaco<br />

Lepaterique<br />

Curarén<br />

Morolica<br />

Apacilagua<br />

El Corpus<br />

Guaimaca<br />

Gü<strong>in</strong>ope<br />

positive effect on household <strong>in</strong>come, its<br />

net impacts on l<strong>and</strong> management <strong>and</strong> crop<br />

production are ambiguous. Better educated<br />

households may be more aware of <strong>the</strong> benefits<br />

of conservation practices but also face<br />

higher opportunity costs of labor which<br />

discourage labor-<strong>in</strong>tensive practices. While<br />

households with more education may have<br />

better access to credit which may stimulate<br />

high-value crop <strong>and</strong> livestock production<br />

<strong>and</strong> raise output value, <strong>the</strong>y may also opt<br />

to work more outside <strong>the</strong> own farm. For a<br />

more detailed discussion of hypo<strong>the</strong>ses<br />

about impacts of <strong>the</strong>se <strong>and</strong> o<strong>the</strong>r factors <strong>in</strong><br />

<strong>the</strong> context of imperfect markets, see Pender<br />

(2001), Nkonya et al. (2004), <strong>and</strong> Pender<br />

<strong>and</strong> Gebremedh<strong>in</strong> (2004).<br />

Data<br />

The preced<strong>in</strong>g model is estimated us<strong>in</strong>g<br />

econometric analysis of survey data collected<br />

from 376 households <strong>in</strong> 95 villages<br />

dur<strong>in</strong>g late 2001 <strong>and</strong> early 2002, supplemented<br />

by <strong>in</strong>formation on climate, market<br />

access, <strong>and</strong> population density provided by<br />

CIAT.<br />

Our research covers 9 prov<strong>in</strong>ces (departamentos)<br />

<strong>and</strong> 19 counties (municipios) (Figure<br />

3.2). These were selected purposively<br />

based on several criteria <strong>in</strong>clud<strong>in</strong>g representation<br />

of agroecological conditions, dom<strong>in</strong>ant<br />

l<strong>and</strong> use, population density, market<br />

access, <strong>and</strong> <strong>the</strong> presence of projects <strong>and</strong><br />

programs. In addition, <strong>the</strong> importance of a<br />

number of counties <strong>in</strong> <strong>the</strong> nor<strong>the</strong>ast of <strong>the</strong><br />

country as recipient areas of migrants (extend<strong>in</strong>g<br />

<strong>the</strong> agricultural frontier) warranted<br />

<strong>the</strong>ir <strong>in</strong>clusion <strong>in</strong> <strong>the</strong> study. The rema<strong>in</strong>der<br />

of <strong>the</strong> sampl<strong>in</strong>g process was done <strong>in</strong> a fully<br />

r<strong>and</strong>omized manner. In each county, five<br />

communities (aldeas, more or less equivalent<br />

to villages) were r<strong>and</strong>omly selected, on<br />

<strong>the</strong> basis of a list of communities obta<strong>in</strong>ed<br />

from <strong>the</strong> 2000–01 population census (INE<br />

2002). Subsequently for <strong>the</strong> household survey,<br />

two hamlets (caserios) were selected<br />

<strong>in</strong> each community, aga<strong>in</strong> r<strong>and</strong>omly <strong>and</strong> on<br />

<strong>the</strong> basis of <strong>the</strong> latest population census. F<strong>in</strong>ally,<br />

two households (hogares) were r<strong>and</strong>omly<br />

selected <strong>in</strong> each hamlet on <strong>the</strong> basis<br />

of an <strong>in</strong>ventory of households made <strong>in</strong> <strong>the</strong><br />

field for each hamlet. The survey sample<br />

conta<strong>in</strong>s a total of 376 households, 1,066<br />

parcels (def<strong>in</strong>ed as a contiguous piece of<br />

l<strong>and</strong> based on tenure status), <strong>and</strong> 2,143 plots<br />

(subparcels def<strong>in</strong>ed on <strong>the</strong> basis of l<strong>and</strong> use).

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