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Adoption and intensity of adoption of conservation farming practices in Zambia

Adoption and intensity of adoption of conservation farming practices in Zambia

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6. CONCLUSIONS<br />

This paper contributes to literature on agricultural technology <strong>adoption</strong> by us<strong>in</strong>g a novel data<br />

set that comb<strong>in</strong>es data from two large-scale household surveys with historical ra<strong>in</strong>fall data to<br />

underst<strong>and</strong> the determ<strong>in</strong>ants <strong>and</strong> the <strong><strong>in</strong>tensity</strong> <strong>of</strong> <strong>adoption</strong> <strong>of</strong> two ma<strong>in</strong> components <strong>of</strong> CF <strong>in</strong><br />

<strong>Zambia</strong>: m<strong>in</strong>imum/zero tillage <strong>and</strong> plant<strong>in</strong>g bas<strong>in</strong>s. We document high levels <strong>of</strong> dis-<strong>adoption</strong><br />

(around 95%) <strong>in</strong> the whole country, while dis-<strong>adoption</strong> <strong>in</strong> the Eastern prov<strong>in</strong>ce – the hub <strong>of</strong><br />

CA projects <strong>in</strong> <strong>Zambia</strong> – is significantly lower. Nationwide only 5% <strong>of</strong> the households<br />

practiced CA <strong>in</strong> 2008, down from 13% <strong>in</strong> 2004, which raises the question <strong>of</strong> the widespread<br />

suitability <strong>of</strong> this practice. Eastern prov<strong>in</strong>ce is the only prov<strong>in</strong>ce with a significant <strong>in</strong>crease <strong>in</strong><br />

<strong>adoption</strong> rates between the survey years: 14% <strong>in</strong> 2008, up from 8%.<br />

Our econometric analyses based on panel data methods that control for time-<strong>in</strong>variant<br />

household characteristics fail to provide evidence for the <strong>of</strong>t mentioned determ<strong>in</strong>ants <strong>of</strong><br />

<strong>adoption</strong> <strong>in</strong> the literature. We f<strong>in</strong>d no evidence for the role <strong>of</strong> labor constra<strong>in</strong>ts, age, or<br />

education <strong>in</strong> <strong>adoption</strong> decisions. These results suggest that most socio-economic variables are<br />

correlated with household level un-observables (e.g., farmer ability or openness to<br />

<strong>in</strong>novation) <strong>in</strong> cross-sectional studies confound<strong>in</strong>g the effects <strong>of</strong> variables <strong>in</strong>cluded <strong>in</strong><br />

analyses. We do, however, f<strong>in</strong>d that the <strong><strong>in</strong>tensity</strong> <strong>of</strong> <strong>adoption</strong> is negatively affected by l<strong>and</strong><br />

per capita – another <strong>in</strong>dicator <strong>of</strong> labor constra<strong>in</strong>t.<br />

We f<strong>in</strong>d a very strong <strong>and</strong> robust relationship between the district level variation <strong>in</strong> historical<br />

ra<strong>in</strong>fall dur<strong>in</strong>g the grow<strong>in</strong>g season <strong>and</strong> <strong>adoption</strong> as well as the <strong><strong>in</strong>tensity</strong> <strong>of</strong> <strong>adoption</strong> <strong>of</strong> the<br />

analysed CF <strong>practices</strong> <strong>in</strong> <strong>Zambia</strong>. This f<strong>in</strong>d<strong>in</strong>g suggests that farmers are us<strong>in</strong>g m<strong>in</strong>imum<br />

tillage/plant<strong>in</strong>g bas<strong>in</strong>s as a strategy to mitigate the risk <strong>of</strong> ra<strong>in</strong>fall variability, provid<strong>in</strong>g<br />

evidence – albeit <strong>in</strong>directly – <strong>of</strong> a synergy between these <strong>practices</strong> <strong>and</strong> adaptation to climate<br />

variability. Further research is needed to directly assess whether CF decreases yield<br />

variability over time as suggested by these f<strong>in</strong>d<strong>in</strong>gs.<br />

Another robust f<strong>in</strong>d<strong>in</strong>g is that the reach <strong>of</strong> extension services <strong>in</strong> a village (i.e., the proportion<br />

<strong>of</strong> households that received <strong>in</strong>formation on m<strong>in</strong>imum tillage) positively affects both <strong>adoption</strong><br />

<strong>and</strong> the <strong><strong>in</strong>tensity</strong> <strong>of</strong> <strong>adoption</strong>. A key outst<strong>and</strong><strong>in</strong>g question however, is the degree to which<br />

extension services <strong>in</strong>cluded the provision <strong>of</strong> subsidized <strong>in</strong>puts, which is not possible to<br />

dist<strong>in</strong>guish <strong>in</strong> this dataset. Underst<strong>and</strong><strong>in</strong>g the respective importance <strong>of</strong> <strong>in</strong>formation <strong>and</strong><br />

subsidized <strong>in</strong>put provision is essential to design future programs for CF promotion –<br />

especially <strong>in</strong> locations with highly variable ra<strong>in</strong>fall.<br />

Eastern prov<strong>in</strong>ce demonstrates a different trend than the rest <strong>of</strong> the country <strong>in</strong> that there was<br />

an upward trend <strong>in</strong> the probability <strong>of</strong> <strong>adoption</strong> for an average household <strong>and</strong> no significant<br />

downward trend <strong>in</strong> the <strong><strong>in</strong>tensity</strong> <strong>of</strong> <strong>adoption</strong>. This suggests that the long history <strong>of</strong> CF<br />

activities <strong>in</strong> the prov<strong>in</strong>ce (comb<strong>in</strong>ed with its specific agro-ecological conditions suitable for<br />

CF) may have had an effect on <strong>adoption</strong> rates there. Given the still high dis-<strong>adoption</strong> rates <strong>in</strong><br />

this prov<strong>in</strong>ce, however, further research is needed to underst<strong>and</strong> the <strong>in</strong>stitutional sett<strong>in</strong>gs <strong>of</strong><br />

various projects <strong>and</strong> how they affect the <strong>adoption</strong> <strong>of</strong> CF <strong>practices</strong>.<br />

To summarize: CF as practiced <strong>in</strong> <strong>Zambia</strong> seems well-suited to respond to the key agroecological<br />

constra<strong>in</strong>t <strong>of</strong> highly variable ra<strong>in</strong>fall patterns. The provision <strong>of</strong> extension services<br />

is another consistent <strong>and</strong> powerful explanatory variable <strong>in</strong> determ<strong>in</strong><strong>in</strong>g <strong>adoption</strong> patterns.<br />

Better <strong>in</strong>formation on what exactly these extension services <strong>in</strong>cluded, <strong>and</strong> particularly the<br />

degree to which they <strong>in</strong>volved subsidized <strong>in</strong>puts, is needed before an assessment <strong>of</strong> the<br />

potential effectiveness <strong>and</strong> susta<strong>in</strong>ability <strong>of</strong> further extension efforts for promot<strong>in</strong>g CF can be<br />

made.<br />

25

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