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Trade and Employment From Myths to Facts - International Labour ...

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<strong>Trade</strong> <strong>and</strong> <strong>Employment</strong>: <strong>From</strong> <strong>Myths</strong> <strong>to</strong> <strong>Facts</strong><br />

Figure 3.6: Fixed effects regressions<br />

106<br />

Fixed effect<br />

<strong>Employment</strong><br />

20<br />

15<br />

10<br />

5<br />

-5<br />

Import penetration<br />

y = -3.0519x + 11.982<br />

R = 0.05689<br />

y = -6.9672x + 5.1393<br />

= 0.40042<br />

R<br />

0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6<br />

0<br />

0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6<br />

Import penetration<br />

y = 4.3609x + 1.7858<br />

R = 0.2013<br />

The coefficients on import penetration may nonetheless be incorrect if the unobserved<br />

fac<strong>to</strong>rs held constant by way of splitting the data set are not, in fact, constant<br />

over time. If not, then there is omitted variable bias. What if, for example, employment<br />

were falling in all sec<strong>to</strong>rs over time as resources were reallocated from industry <strong>to</strong><br />

services, a trend that seems <strong>to</strong> take place in most economies as they mature? The<br />

tendency for industrial employment <strong>to</strong> fall on its own would then “pile on” <strong>to</strong> the<br />

effect of trade liberalization, increasing the apparent effect of the latter. The improper<br />

attribution of time effects on<strong>to</strong> the import coefficient causes bias in the latter that<br />

will disappear even in large sample sizes. It is a fundamental defect of the experimental<br />

design.<br />

Appendix table 3.A-1 shows data for Argentinean employment for 22 industrial<br />

sec<strong>to</strong>rs for the years 1994, 1996 <strong>and</strong> 1998. There are also data for imports as a percentage<br />

of valued added in those sec<strong>to</strong>rs for selected years from 1993 <strong>to</strong> 1998.<br />

Running a simple regression of employment on import penetration (IP) yields the

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