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

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ECONOMETRIC RESULTS 71<br />

Households that own more equipment<br />

are less likely to use herbicides. This is consistent<br />

with <strong>the</strong> f<strong>in</strong>d<strong>in</strong>g reported earlier that<br />

ownership of equipment is negatively associated<br />

with use of zero/m<strong>in</strong>imum tillage,<br />

because some farm equipment is used for<br />

tillage <strong>and</strong> weed control.<br />

Female-headed households are less likely<br />

to use herbicides than male-headed households.<br />

This may reflect tighter cash constra<strong>in</strong>ts<br />

fac<strong>in</strong>g female-headed households,<br />

or different attitudes about us<strong>in</strong>g agrochemicals<br />

among women farmers.<br />

Households who participate <strong>in</strong> producers’<br />

organizations <strong>and</strong> (weakly significant) agricultural<br />

extension are more likely to use<br />

herbicides, while those participat<strong>in</strong>g <strong>in</strong> agricultural<br />

tra<strong>in</strong><strong>in</strong>g programs are less likely to<br />

use herbicides. The impacts of agricultural<br />

extension <strong>and</strong> tra<strong>in</strong><strong>in</strong>g programs are similar<br />

to <strong>the</strong> impacts of <strong>the</strong>se programs on fertilizer<br />

use, probably for <strong>the</strong> same reasons.<br />

Plot location also <strong>in</strong>fluences herbicide<br />

use. Herbicides are less likely to be used on<br />

plots fur<strong>the</strong>r from a road, but more likely to<br />

be used fur<strong>the</strong>r from <strong>the</strong> farmer’s residence.<br />

The positive impact of road access on use<br />

of herbicides is consistent with <strong>the</strong> general<br />

expectation that road <strong>and</strong> market access<br />

promote greater use of external <strong>in</strong>puts, by<br />

reduc<strong>in</strong>g <strong>in</strong>put costs relative to output value.<br />

The negative association with access to <strong>the</strong><br />

residence may reflect <strong>the</strong> fact that herbicides<br />

substitute for labor used <strong>in</strong> weed<strong>in</strong>g,<br />

as labor is more costly to provide on more<br />

remote plots because of time required to<br />

access such plots.<br />

As with fertilizer use, herbicides are<br />

more likely to be used on leased-<strong>in</strong> plots<br />

than on owner-operated plots, probably for<br />

<strong>the</strong> same reasons. Herbicides are also less<br />

likely to be used on perennial than annual<br />

crops, perhaps because weeds are less of a<br />

problem for perennial crops, ow<strong>in</strong>g to suppression<br />

of weeds by shade <strong>and</strong> perennial<br />

leaf mulch.<br />

Insecticides<br />

Insecticides are more likely to be used by<br />

households that own more livestock. This<br />

may be because <strong>in</strong>sect pests pose problems<br />

for livestock as well as crops, <strong>and</strong>/or because<br />

households with more livestock are<br />

better able to afford to buy <strong>in</strong>secticides. Insecticides<br />

are more likely to be used <strong>in</strong> <strong>the</strong><br />

second than <strong>in</strong> <strong>the</strong> first ra<strong>in</strong>y season, <strong>and</strong> less<br />

likely to be used on <strong>the</strong> top of a hill than on<br />

<strong>the</strong> bottom. Perhaps pests are more of a problem<br />

<strong>in</strong> <strong>the</strong>se temporal <strong>and</strong> spatial sett<strong>in</strong>gs.<br />

As with herbicides, <strong>in</strong>secticides are less<br />

likely to be used by households with a greater<br />

share of titled l<strong>and</strong>, <strong>and</strong> more likely to be<br />

used on leased-<strong>in</strong> l<strong>and</strong> than on owneroperated<br />

l<strong>and</strong>, probably for <strong>the</strong> same reasons.<br />

However, <strong>the</strong>se results are only weakly statistically<br />

significant (10 percent level).<br />

Labor <strong>Use</strong><br />

The determ<strong>in</strong>ants of labor use per manzana<br />

are presented <strong>in</strong> Table 5.7. We <strong>in</strong>vestigate<br />

determ<strong>in</strong>ants of <strong>the</strong> use of both family labor<br />

<strong>and</strong> hired wage labor. 52 We discuss results<br />

for both toge<strong>the</strong>r, to consider possible substitution<br />

or complementarity among <strong>the</strong>m.<br />

Natural capital factors affect labor use.<br />

More hired wage labor is used at higher<br />

elevation, perhaps because labor-<strong>in</strong>tensive<br />

cash crops are more likely to be grown at<br />

higher elevation. More family labor is used<br />

<strong>in</strong> areas where <strong>the</strong>re is higher ra<strong>in</strong>fall, probably<br />

because this requires greater efforts to<br />

weed <strong>and</strong> harvest, ow<strong>in</strong>g to greater biological<br />

productivity <strong>in</strong> such areas. Less hired<br />

labor is used (weakly significant at 10 percent<br />

level) <strong>in</strong> areas with greater moisture<br />

deficit, probably for a similar reason. Less<br />

family labor is used <strong>in</strong> <strong>the</strong> second season<br />

52<br />

As noted <strong>in</strong> Chapter 3, we also ran a regression predict<strong>in</strong>g use of hired piece rate labor <strong>and</strong> use <strong>the</strong> predicted<br />

values as an <strong>in</strong>strumental variable <strong>in</strong> <strong>the</strong> <strong>in</strong>strumental variable estimation of equation (1), but do not report <strong>the</strong><br />

results here because of <strong>the</strong> small number of positive observations.

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