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Trade Adjustment Costs in Developing Countries: - World Bank ...

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44Erhan Artuç and John McLarenassumption that they are better treated as owners of a fixed, <strong>in</strong>dustry-specificfactor than as a mobile worker. This selection process yields us 47,064observations for 2004, 47,723 for 2005, and 49,394 for 2006.If we have n <strong>in</strong>dustries, then there are n 2 rates of gross flow to keep track ofeach period (or n(n–1) if one excludes the fraction of workers <strong>in</strong> each <strong>in</strong>dustrywho do not move). Thus, the number of directions for gross flows proliferatesrapidly as the number of <strong>in</strong>dustries <strong>in</strong>creases, lead<strong>in</strong>g <strong>in</strong> f<strong>in</strong>ite samples to zeroobservations and observations with very small numbers of <strong>in</strong>dividuals. As aresult, we need to aggregate <strong>in</strong>dustries, and we aggregate to the follow<strong>in</strong>g four:1. Agriculture, forestry, fisheries, hunt<strong>in</strong>g.2. Manufactur<strong>in</strong>g, m<strong>in</strong><strong>in</strong>g, utilities, construction.3. <strong>Trade</strong>, hotels and restaurants.4. All other services <strong>in</strong>clud<strong>in</strong>g: education, public (adm<strong>in</strong>istration and socialsecurity, military, and so on.), health, f<strong>in</strong>ance, real estate, transportation,and communication.As a result of our aggregation, the sample size for each regression is 24, s<strong>in</strong>ce wehave 3 years m<strong>in</strong>us 1 to allow for lags, and 4 times 3 directions of flows.Table 3.1: Descriptive Statistics: Gross Flows, 2004–6Agric/M<strong>in</strong> Manuf/Const <strong>Trade</strong>/Hotels ServiceAgric/M<strong>in</strong> 0.8616 0.0669 0.0338 0.0376Manuf/Const 0.0015 0.9770 0.0120 0.0095<strong>Trade</strong>/Hotels 0.0011 0.0313 0.9482 0.0194Service 0.0007 0.0085 0.0076 0.9832Notes: Orig<strong>in</strong> sector is listed by row, dest<strong>in</strong>ation sector by column. Each cell of table conta<strong>in</strong>s meanflow rate, averaged over the three years.Descriptive statistics for the result<strong>in</strong>g data are shown <strong>in</strong> Tables 3.1 and 3.2. Table3.1 summarizes gross flows. Each cell of the table shows the fraction of workers,averaged across years, <strong>in</strong> the row sector who moved to the column sector <strong>in</strong> anygiven period; for example, on average, 3.38 per cent of Agriculture/M<strong>in</strong><strong>in</strong>gworkers <strong>in</strong> any year moved to <strong>Trade</strong>/Hotels. The rates of gross flow range frombelow 0.1 per cent for the move from Service to Agriculture/M<strong>in</strong><strong>in</strong>g to 6.7 percent for the move from Agriculture/M<strong>in</strong><strong>in</strong>g to Manufactur<strong>in</strong>g/Construction. Atendency for workers to exit Agriculture/M<strong>in</strong><strong>in</strong>g <strong>in</strong> favor of Manufactur<strong>in</strong>g/Construction and Services is evident <strong>in</strong> the figures.Table 3.2 shows descriptive statistics for wages. Wages vary a great deal acrosssectors. Normalized wages (that is, normalized to have a unit mean) averagedacross time range from 0.5642 for Agriculture/M<strong>in</strong><strong>in</strong>g to 1.1882 for Services,suggest<strong>in</strong>g that the shifts of workers observed <strong>in</strong> Table 3.1 are driven by a rise <strong>in</strong>the demand for labor <strong>in</strong> Services and Manufactur<strong>in</strong>g/Construction relative toAgriculture/M<strong>in</strong><strong>in</strong>g.

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