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The Future of Smallholder Farming in Eastern Africa - Uganda ...

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Figure 2: <strong>The</strong> Study Areas (shaded areas are Bako, Ada, and Hetosa)<br />

6.2. Methods <strong>of</strong> Data Analysis<br />

Both descriptive (qualitative and quantitative) and econometric methods <strong>of</strong> data analysis were<br />

employed. Farmers were asked to describe <strong>in</strong> detail their post-harvest gra<strong>in</strong> management<br />

systems, as well as production levels, past post-harvest gra<strong>in</strong> losses and their causes, and<br />

traditional loss-m<strong>in</strong>imiz<strong>in</strong>g strategies, among others.<br />

We wanted to know what factors <strong>in</strong>fluenced farmers’ gra<strong>in</strong> market<strong>in</strong>g behavior, <strong>in</strong> particular,<br />

their decision to dispose <strong>of</strong> most <strong>of</strong> their gra<strong>in</strong> produce immediately after harvest, and if the<br />

risk <strong>of</strong> post-harvest loss is significant <strong>in</strong> expla<strong>in</strong><strong>in</strong>g such behavior. Also we wanted to know<br />

if, and <strong>in</strong> what ways, these decisions are related to household food security issues. Hence, the<br />

dependent variable is farmer’s <strong>in</strong>stant disposal behavior (D i ); while the explanatory variables<br />

would be risk <strong>of</strong> post-harvest gra<strong>in</strong> loss (z) characteristics <strong>of</strong> the post-harvest gra<strong>in</strong><br />

management practices (m), gra<strong>in</strong> prices (P), household characteristics (W), and farmers’<br />

resource endowments (x).<br />

Tak<strong>in</strong>g an extreme example, a farmer may decide either to dispose <strong>of</strong> all <strong>of</strong> his or her produce<br />

dur<strong>in</strong>g the first quarter immediately after harvest (when prices are at their lowest levels) or to<br />

wait until later, <strong>in</strong> which case sales dur<strong>in</strong>g the first quarter would be zero. Hence, the utility<br />

associated with each alternative is a function <strong>of</strong> the <strong>in</strong>dependent variables. Denot<strong>in</strong>g U i1 and<br />

U i0 as the i th farmer’s <strong>in</strong>direct utilities associated with <strong>in</strong>stant disposal and late disposal,<br />

respectively, and assum<strong>in</strong>g a l<strong>in</strong>ear function (for ease <strong>of</strong> presentation, tak<strong>in</strong>g only two sets <strong>of</strong><br />

explanatory variables Z and W), we have<br />

(1) U io =α 0 +β 0 Z i0 +γ 0 W i0 +є i0, and

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