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A Structural Model of Human Capital and Leverage - Duke ...

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a function <strong>of</strong> debt, while the solid line plots total interest expense as a function <strong>of</strong> debt. As debt increases<br />

both labor expenses <strong>and</strong> interest expense increase in a convex fashion. This reflects the increasing risk <strong>of</strong><br />

default as debt increases.<br />

Figure 6 plots the firm’s marginal cost <strong>of</strong> debt, the derivative <strong>of</strong> the plots in Figure 5. The solid line<br />

plots the marginal interest expense, the dashed line plots the marginal labor expense, <strong>and</strong> the dotted line<br />

plots the sum <strong>of</strong> the two, or the total marginal cost <strong>of</strong> debt. In a model that ignores labor the optimal debt<br />

policy would be determined by the solid line. Accounting for labor, the dotted line determines the optimal<br />

level <strong>of</strong> debt. The absolute magnitude <strong>of</strong> labor related distress costs, <strong>and</strong> hence the difference between the<br />

dotted <strong>and</strong> solid lines, will depend on how heavily the firm relies on human capital to produce. Thus, the<br />

figure illustrates that ignoring labor related costs <strong>of</strong> distress leads to understatement <strong>of</strong> the costs <strong>of</strong> debt <strong>and</strong>,<br />

therefore, overstatement <strong>of</strong> optimal debt levels.<br />

An important feature <strong>of</strong> the model is that wages increase as firms approach distress, following the pattern<br />

<strong>of</strong> interest rates. At first glance, this result seems to be at odds with the data. For example, Figure 1<br />

shows that on average wages dip very modestly preceding a separation event. The workers represented<br />

in the figure were part <strong>of</strong> mass lay<strong>of</strong>fs, so the firms involved were likely in distress. There are, however,<br />

several factors to consider here. First, my model abstracts from any incentive effects <strong>of</strong> distress. Workers<br />

are assumed to always work while they are employed. In reality, workers for distressed companies may not<br />

be as productive as those employed by healthy companies. Second, all workers are homogeneous in my<br />

model. In reality, distressed firms are likely to lose their best employees, those who can most easily find a<br />

different job, while retaining those who would have a more difficult time finding alternative employment. The<br />

more relevant comparison, then, is what happens to productivity-normalized wages for distressed firms. If<br />

worker productivity in distressed firms drops more significantly than do wages, then these firms still are more<br />

burdened by labor related costs in distress. Finally, in the case that wages do actually decline in distress even<br />

when properly measured, this would amount to an additional cost <strong>of</strong> distress borne by employees, for which<br />

they would dem<strong>and</strong> compensation ex ante. With competitive labor markets, the firm will end up paying<br />

employees for bearing this risk one way or another.<br />

5.3 Cross-section <strong>of</strong> Labor Intensity<br />

As was shown above, firm leverage decreases significantly with labor intensity. In this section I evaluate the<br />

model’s ability to match this empirical fact. In the model, labor intensity is controlled by the parameter αn.<br />

Table 5 shows the leverage generated by the model when this parameter is varied over a range <strong>of</strong> values. The<br />

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