Making sense of Arab labor markets: the enduring legacy of dualism
© Assaad; licensee Springer. 2014
Received: 14 August 2013
Accepted: 15 March 2014
Published: 25 April 2014
It is well-established that Arab labor markets share certain common characteristics, including an oversized public sector, high youth unemployment, weak private sectors, rapidly growing but highly distorted educational attainment, and low and stagnant female labor force participation. I argue in this paper that all of these features can be explained by the deep and persistent dualism that characterizes Arab labor markets that resulted from the use of labor markets by Arab regimes as tool of political appeasement in the context of “authoritarian bargain” social contracts. Even as fiscal crises have long destabilized these arrangements in most non-oil Arab countries, culminating in the dramatic political upheavals of the Arab Spring, I argue that the enduring legacy of dualism will continue to strongly shape the production and deployment of human capital in Arab economies for some time.
I25, J21, J24, J31, J45, O53, P52
KeywordsLabor market dualism Arab Spring Unemployment Education Authoritarian bargain
The stylized facts about the structure and operation of Arab labor markets are fairly well established. Much of the Arab World is characterized by an oversized public sector, with employment in the bureaucracy and security forces not only constituting a large fraction of total employment but also a dominant share of formal sector employment (cf. Shaban et al. 2001 Said 2001 World Bank 2004a). It is also well-established that public employment constitutes an important share of employment for politically significant groups in much of the Arab World, such as the educated middle class, citizens of oil-rich monarchies, and members of key sects, tribes or ethnic groups. The oversized public sector has generally meant that the formal private sector is typically anemic and small, relying mostly on government welfare and rent-seeking for its survival (Malik and Awadallah 2013 World Bank 2013a ESCWA 2012). A corollary of this lack of private sector dynamism has been the growth of informality, especially in situations where the ability of the public sector to continue growing its workforce became increasingly curtailed due to fiscal realities.
Arab economies are also characterized by large, but distorted investments in human capital. While many Arab countries have experienced some of the most rapid increases in educational attainment in the world over the past three decades, much of the investment in human capital has been in pursuit of the credentials useful to access public sector jobs rather than the skills demanded by globalizing economies (Salehi-Isfahani 2012). The low quality of the human capital produced is clearly manifested in the very low scores obtained by Arab students in standardized international tests (Muliss et al. 2008). With rapidly increasing educational attainment and falling gender gaps in education, one would have expected female labor force participation rates to have risen sharply, given the strong positive relationship between education and participation. This has in fact not happened. Overall female participation rates have stagnated, and, participation rates for educated women have in fact fallen significantly in recent years as opportunities in the public sector have been curtailed. Finally, the best known stylized fact about Arab labor markets is very high youth unemployment. Youth unemployment rates in the Arab region, which are the highest across all major world regions, are clearly associated with the difficulty educated young people have been having in accessing employment for the first time.
The principal argument I advance in this paper is that most of these stylized facts can be explained by one underlying characteristic of Arab labor markets, and that is the deep and persistent dualism that has characterized them throughout the post-independence period. This dualism is primarily driven by the use of public sector employment by authoritarian regimes as a tool to appease politically salient groups as part of the “authoritarian bargain” social contracts they have struck with their citizens. In brief, the authoritarian bargain is a sort of implicit deal between authoritarian regimes and politically significant groups to provide them with well-compensated jobs in the bureaucracy and the security forces, among other privileges such as access to subsidized commodities, housing and services, in exchange for political quiescence, if not loyalty (See Amin et al. 2012; Desai et al. 2009). By using labor markets as means to distribute rents and to buy political quiescence, Arab governments have essentially undermined the labor markets’ primary function, which is to efficiently allocate human capital to its most productive uses and to signal the kind of human capital investments that are needed.
The politically significant groups that have benefited from the authoritarian bargain vary from country to country, but include the educated middle classes in many of the populous countries of the region (Algeria, Egypt, Morocco, Tunisia), all citizens in the sparsely populated oil-rich gulf monarchies that depend on large numbers of expatriate workers, and members of important sects, tribes or clans in countries such as Jordan, Iraq, Libya, Syria, and Yemen.
Although these authoritarian bargains often placed unsustainable fiscal burdens on state budgets, they endured in the region as a result of the regimes’ continued access to hydrocarbon and other mineral rents, either directly or through foreign aid. Ali and Elbadawi (2012) argue that ruling elites in oil-rich countries attempt to avert revolt by using labor markets as a mechanism to transfer a fraction of the oil rent to politically significant groups. This is done primarily through public sector employment, which tends to be much larger in these countries than comparable developing countries. Their ability to do this is clearly a function of the size of the oil rent per capita that is at their disposal (See also Robinson et al. 2006).
With downward pressure on oil prices in the second half of the 1980s and much of the 1990s, these authoritarian bargain social contracts eventually became fiscally unsustainable and came under severe pressure in a number of countries, especially the more populous oil producers, which had to increasingly resort to repression to maintain the political status quo (Soliman 2011 Ali and Elbadawi 2012). As oil prices recovered in the 2000s, there were clear attempts to re-establish the old bargains, with the greatest success in doing so in the oil-rich economies of the Gulf and in places like Algeria in North Africa (Lowi 2009). The regimes without ready access to plentiful mineral rents were forced to gradually renege on their side of the bargain but, besides resorting to greater repression, they tried to minimize the political fallout by protecting insiders and shifting the cost of adjustment to outsiders. Insiders were typically members of the privileged groups who had already gained access to the benefits of the authoritarian bargain in the form of public sector jobs and other entitlements. An important group of outsiders, who bore the brunt of the adjustment, were the young people who invested in the sorts of credentials that would in the past have guaranteed them a place in the bureaucracy, but now found themselves relegated to low-quality informal jobs. Almost all entitlement reforms, including the curtailment of public sector employment, have sought to make the reforms more politically palatable by grandfathering in those who had already acquired the entitlement. Thus existing government workers were for the most part able to retain their jobs and their access to subsidized housing and services, with young newcomers bearing the brunt of the changes (Amin et al. 2012).
While it is hard to formally test the proposition that politically motivated public sector hiring caused all the labor market outcomes I discuss here, I present a great deal of circumstantial evidence in favor of it. I do attempt in the last section of the paper a formal test of the proposition that high public sector employment at the governorate or province level drives young people to queue for government jobs and thus raises youth unemployment. However, this test has obvious limitations in that it essentially assumes that young people’s employment prospects and search activities are mostly limited to their local labor market. This assumption is clearly problematic especially for more educated groups who are likely to consider opportunities on a national rather than a regional scale. However, the test does suggest that for less educated youth and even for educated female youth, who may be more geographically constrained, higher levels of youth unemployment are in fact associated with higher local rates of government employment in most of the countries I consider.
In what follows I will first present a simple theoretical model illustrating how public sector hiring and compensation leads to labor market dualism and unemployment. I then present further evidence supporting the stylized facts discussed above and end with an empirical analysis, using census microdata from a number of Arab countries, which links high youth unemployment to the possibility of getting government jobs.
1. Government hiring and compensation practices, labor market dualism and structural unemployment: a simple model1
The gist of my argument is that the labor market dualism that resulted from the authoritarian bargain and its aftermath continues to drive labor market expectations, choices regarding what type of human capital to invest in, and the queuing behavior that leads to excessive unemployment among new entrants. To illustrate this argument, I will draw on a simple model derived from the classic Harris-Todaro model of migration and unemployment in a dualistic developing economy (Harris and Todaro 1970). The model relies on the public sector paying compensations (including non-wage benefits and non-pecuniary aspects of jobs) that are higher than market clearing wages for certain eligible groups. These groups are then induced to queue for the rationed government jobs, with the extent of queuing being a function of the probability of obtaining such a job. If eligibility is based on obtaining a minimum threshold of education, the persistence of this dualism over a long period of time will not only result in high unemployment among educated new entrants, but also the systematic misallocation of human capital to less productive uses in the public sector and to distortions in the sorts of human capital investments people make. The latter problem has been referred to as the “credentialist equilibirum”, whereby the lure of public sector employment leads to investments in the acquisition of the diplomas needed to obtain such jobs, at the expense of the skills needed in a competitive private sector-led economy (Salehi-Isfahani 2012).
A couple of things to note about the results of such a model is that the distortion introduced by the government wage being higher than market clearing wage raises the labor supply of graduates over what it would be otherwise (mostly by inducing more people to acquire the credentials that make them eligible for government jobs) and reduces the quantity of labor demanded in the private sector from LP0 to LP1. Thus, this simple static model explains a number of the stylized features of Arab labor markets, namely high unemployment among graduates, strong preference for government jobs among new entrants and propensity to queue for it, excessive demand for credentials, and anemic employment growth in the private sector.
It is of course possible that instead of remaining unemployed while queuing or searching for government jobs, young people enter into informal employment while continuing to search for government employment. A similar extension to the Harris-Todaro model was introduced by Fields (1975). While such behavior is possible, it may not happen right away for all new entrants seeking government jobs, and may not be an option at all for some youth. Young men for instance may want to remain unemployment for some time in order to maximize their search effectiveness and because informal employment may yield lower wages than their initially high reservation wages, which will eventually adjust downward. Young women seeking government employment, on the other hand, are likely to remain in the unemployment state longer than young men because of their poorer informal employment prospects, the reputational risks that such employment could represent for them, and their even higher reservation wages.
2. An oversized public sector
Evidence on public-private wage differentials in Arab countries is hard to come by. The comparison is complicated by the fact that the public and private sector workforces differ along productive characteristics such as education and experience and that public sector jobs generally offer superior non-pecuniary aspects of employment, such as job security, health benefits, paid vacations, sick leave, etc.. Results using 1988 and 1998 data on Egypt showed that there was a positive differential in wages of about 20 percent favoring the private sector male workers when compared to workers with similar characteristics in the government (Assaad 1997 and Said 2009). The differential for female workers, on the other hand, clearly favored government workers over private sector workers (by 60 percent in 1988 and 10 percent in 1998). Using 2006 data, Said (2009) finds that the differential in favor of the private sector had practically disappeared for males and that favoring government workers for females had widened to 33 percent. When comparing public enterprise to private sector wages, wage differential correcting for education and experience are always in favor of the public sector for both males and females. Said (2009) estimates that they were as high as 27 percent for males and 33 percent for females in 2006. Said (2013) provides similar estimates for Jordan in 2010. She estimates that public sector wages are lower than private sector wages by about 8 percent for males, but higher by 17 percent for females. Given that the non-pecuniary aspects of employment are likely to be substantially higher in the public sector, these public-private wage differentials indicate that total public sector compensation significantly exceeds that in the private sector for workers with similar characteristics in both Jordan and Egypt2. Although no direct evidence is readily available, it is likely that compensation differentials in favor of the public sector are even larger in oil-rich Arab countries where public employment is used as a primary mechanism to distribute the oil rent.
3. Large but distorted investments in education
Some of the worst performing countries are among the richest countries in the region, with Qatar, for example, having 84 percent of its children performing under the “low” threshold and Saudi Arabia with 82 percent performing below that level (Figure 6). Eight grade students in both these countries performed worse than those in El-Salvador and about the same as those in Ghana, a much poorer country and the worst performing non-Arab country among the TIMSS 2007 participating countries. This suggests that the issue is not lack of resources but the lack of incentives for children to perform well. With guaranteed jobs in the public sector waiting for them, there is no reason for children in these rich countries to exert themselves. Another issue may be the nature of curricula in these countries and the excessive focus on rote memorization.
The experience of graduates over time in Jordan is similar in some respects but different in others. The proportion of graduates obtaining public sector jobs in their first job also fell dramatically in Jordan over time, but it started its decline much later than in Egypt, around the late 1980s and early 1990s. It then fell rapidly, from about 60 percent to 30 percent, in just over a decade. Unlike Egypt, where the decline continued apace, the decline in Jordan slowed dramatically in the 2000s and even reversed somewhat in recent years. Also, in contrast to Egypt, where informality was the main alternative to public employment, formal private wage employment took up much of the slack in Jordan. A careful examination of the data shows that Jordan was able to avoid informalization by providing it private employers with greater flexibility in hiring and firing. The data show that a growing proportion of these formal private sector jobs was in fact jobs with temporary contracts rather than in ones with indefinite duration contracts (Assaad 2013)4.
The labor market response to reduced public sector hiring in both countries – informalization in the case of Egypt and the growth of formal but precarious temporary jobs in the private sector in Jordan – describes quite well how male job seekers have responded in the two countries. The main response among women in both instances has been high unemployment rates at first and then withdrawal from the labor force altogether and falling participation rates, an issue we discuss in more detail below. Informal employment simply poses too high a reputational risk and too much conflict with their eventual roles as wives and mothers for most female job seekers in conservative Middle Eastern societies to constitute an acceptable alternative to public sector employment (See Assaad, Hendy and Yassine 2014).
4. Low and stagnant female labor force participation
The very low female labor force participation in the Arab World are amply documented (cf. World Bank 2004b World Bank 2013b). According to the World Bank’s World Development Indicators, out of the twenty countries with the lowest female labor force participation rates in 2011, fifteen were Arab countries (World Bank 2013c). Some have attributed these low participation rates to the influence of conservative social norms and the value placed on female modesty in Islam (Clark et al. 1991 Miles 2002 Sidani 2005 Spierings et al. 2009 Banyanpourtehrani and Sylvester 2013). Others attribute it to the effect of oil rents on raising reservation wages, sustaining the patriarchal gender contract, or reducing demand for female labor through the Dutch disease phenomenon (Karshenas and Moghadam 2001 Ross 2008). The main question I would like to address here is not why female labor force participation rates are so low in the region, but rather why they have stagnated or increased very little, despite significant increases in educational attainment and substantial progress on closing the gender gap in education. This particular question has been referred to as the MENA “gender equality paradox.” (World Bank 2013b).
A number of studies have established the strong relationship between labor force participation and education in Arab countries (Assaad and El-Hamidi, 2009, Assaad, et al. 2013). These studies have shown convincingly that the link between participation and educational attainment is strongly mediated by the availability of government employment for educated women. The slowdown in government hiring in recent years first resulted in a drop in employment rates among women and a sharp increase in unemployment, but later translated into declines in participation among educated women in certain countries; a factor that has countered the decisive shift in favor of greater educational attainment and that has kept overall participation rates flat.
The situation in Tunisia appears different, but in fact shares many of the same features as in Egypt and Jordan. Although participation in the labor force increased over time for women with higher education in Tunisia, this increase is entirely due to rising rates of unemployment. The ratios of employment-to-population, wage employment-to-population, and public wage employment all show the same declining trend that is apparent in Egypt and Jordan. In all three countries, women with post-secondary education are strongly dependent on the government for their employment. As rates of public employment decline, their employment rates also decline, leading first to high unemployment rates among women and then to falling labor force participation rates, as in the case of Egypt and Jordan. Private wage employment was simply not a viable alternative to public sector employment for these educated women, partly because women, who would have otherwise spent their entire careers working in the public sector, either decline to take private sector jobs altogether or leave such jobs at marriage. Thus, with the curtailment of employment in the government in recent years, women are either pushed in the unemployment queue, as we will see below, or pushed out of the labor force altogether.
5. High youth unemployment: a product of labor market dualism?
To investigate this hypothesis further, I use microdata from a number of population censuses in Arab countries for which data is available in the IPUMS-International data base (Minnesota Population Center 2013). A formal test of the effects of the dualism engendered by politically-motivated public sector employment policies on youth unemployment is hard to devise because of the pervasiveness and enduring nature of these policies. However, on the assumption that job search takes place for the most part in the local jurisdiction in which the individual was born, we can devise a test based on variations in the rate of public sector employment in different geographic jurisdictions and its association with a youth’s probability of being unemployed. A queuing hypothesis suggests that youth unemployment will be higher in jurisdictions with a higher share of public employment, after controlling for age, education, sex, and other jurisdictional characteristics. If, on the other hand, unemployment was caused by an inadequacy of labor demand in the jurisdiction, we would tend to expect lower youth unemployment in jurisdiction with higher than average government employment6. If the assumption of mostly local job search is violated, the link between the structure of the local labor market and queuing behavior could be severed, making the test unreliable. The violation of the mostly local job search assumption is more likely for males than for females and for more educated workers than for less educated ones.
In all countries, I use the first level administrative geography (i.e. province or governorate of birth) to define jurisdiction7. To avoid problems associated with the endogeneity of migration, I use the jurisdiction of birth rather than that of current residence to estimate the relevant public employment rate. The sample consists of individual observations for youth 15–29 who are in the labor force from ten percent random samples of the population in seven population censuses from five countries, yielding a total sample size of 2,084,702 observations8.
Means of explanatory variables, population census data, ages 15-29
Education: less than primary (%)
Education: primary (%)
Education: secondary (%)
Education: university (%)
Urban/rural missing (%)
Public employment rate (%)
% Connected to electricity
% Connected to piped water
% Connected to sewerage network
% w/ Secondary education in working age population (%)
% w/ University education in working age population (%)
Unemployment rates by various characteristics, population census data, ages 15-29
Education: Less than Primary
Marginal effects from a probit regression, all individuals Ages 15-29
Dependent variable: unemployed or not for those in labor force
All Main Effects
Public employment rate in governorate/province (SD)
Education Level, Secondary Omitted
Ed. LT primary
Residence, rural omitted
Governorate/Province Controls (Standardized)
Percentage connected to electricity (SD)
Percentage connected to piped water (SD)
Percentage connected to sewerage network (SD)
Percentage w/ secondary educ. in working age pop. (SD)
Percentage w/ university educ. in working age pop. (SD)
Gender & education interactions
Female * Ed LT. primary
Female * ed. primary
Female * ed. university
Public sector & education interactions
Public sector rate * ed. LT primary
Public sector rate * ed. primary
Public sector rate * ed. university
Public sector & gender interaction
Public sector rate * female
Public sector, gender, & education interactions
Public sector rate * female ed. LT primary
Public sector rate * female* ed. primary
Public sector rate * female* ed. university
Country-year fixed effects (Egypt 1996 omitted)
N (Observations) Pseudo R-squared
Focusing initially on the pooled main effects regression (shown in the first column of Table 3), we note that the coefficient of the public employment rate is positive as expected but only significant at the 10 percent level once the individual and province-level controls are included. An increase in the public employment rate of one standard deviation is associated with a 2 percentage point increase in youth unemployment, on average, across all seven censuses. We also note that age has the expected inverted U-shaped effect on unemployment and that the reference young woman has an unemployment rate that is 15 percentage points higher than the reference young man. Education significantly increases unemployment up until the secondary level and then the effect levels off.
Moving now to the individual country results, we note that in Egypt in 1996, queuing for public sector job tends to be most pronounced among university graduates and especially female graduates who have the strongest positive relationship between their unemployment rate and the prevalence of public employment in the governorate of birth. By 2006, this positive relationship appears to have disappeared for male graduates and weakened significantly for female graduates.
Iraq in 1997 provides strong evidence in favor of the queuing hypothesis. It exhibits a strong positive relationship between youth unemployment and the prevalence of public employment in the province of birth for all educational and sex groups. For a one standard deviation increase in the prevalence of public employment, the unemployment rate of a reference Iraqi male youth with a university degree increases by 4 percentage points, a relative increase of 18 percent. At 27 percent, the relative increase in unemployment for female Iraqi graduates is also quite large although it is from a relatively low base.
In Jordan in 2004, there is direct evidence of queuing for males with less than primary education and for females with less than university education. Females with university education there have very high unemployment predicted unemployment rates in excess of 80 percent and could very well be queuing for public jobs in the national labor market. In Morocco in 2004, there is a positive relationship between the youth unemployment rate and the prevalence of public jobs in the province, for all groups except for male university graduates. Again, given their high unemployment rates, the absence of a positive relationship for this group does not mean that they do not queue for public jobs, but that their job search is probably not limited to their province of birth.
The Palestinian case is interesting because of the strong reversal that occurs between 1997, when the Israeli labor market was still fairly open for less educated makes, and 2007, when the security-related closure made strongly affected the employment prospects of this group. In 1997, there is a strong positive relationship between youth unemployment and the prevalence of public employment for all educational groups and for both sexes. This was a time that the Palestinian authority was building up its ranks and when it was probably still worthwhile for young people to queue for government jobs. By 2007 when the labor market situation became much less favorable, the only group that appears to be queuing in any significant fashion is female university graduates who have few employment prospects outside the public sector.
To summarize the results of the multivariate analysis, we can say the following. Youth unemployment has a positive relationship with the local rate of government employment for youth with less than secondary education of both sexes in the pooled sample and in four of the seven country-year samples. The exceptions are Egypt 1996 and 2006, where there is either mixed pattern or evidence of a weak positive relationship, and Palestine 2007, where unemployment was more likely to be driven by the effects of the closure of the border with Israel than by queuing for government employment. Although government employment is rare for people with less than secondary education, this group is the most likely to restrict its job search to the local area and therefore to be affected by local public employment rates. For youth educated at the secondary level, there is a positive relationship with local government employment rates for both sexes in Iraq, Morocco, and Palestine 1997, and for women in Jordan. For those educated at the university level, there is a positive relationship for both sexes in Egypt 1996, Palestine 1997, and for women in the pooled sample, Egypt 2006, Morocco and Palestine 2007. It is not surprising that the evidence in favor of queuing for government jobs is stronger for educated women since they are likely to be more geographically constrained in their job search and their behavior would therefore more likely be governed by local conditions than their male counterparts who would probably have a more national job search strategy. On the whole, there is ample evidence of youth unemployment being associated with queuing for government jobs, with the evidence being admittedly weaker for groups for whom our test is least likely to be valid.
I argue in this paper that the longstanding practice of providing public sector employment at higher than market-clearing compensation as a tool of political appeasement has not only led to the misallocation of human capital in Arab economies, but also to the wrong kinds of human capital investments, and inefficient queuing by educated workers for government jobs. The consequences of these disastrous policies persist well after the policies themselves have been suspended and continue to shape labor markets in the long term. They include the large overhang of excess employment in the public sector, the existence of large stocks of inappropriate human capital, one of the longest lived assets in the economy, continued institutional distortions in education systems, which continue to be oriented toward credentialism rather than skill formation, and distorted expectations among young job seekers that lead to queuing for public sector jobs and high youth unemployment. Female job seekers are more affected by this kind of labor market dualism because of the more limited opportunities they face in the private sector, the bigger wedge they face between their market clearing wage and their potential compensation in the public sector, and their reluctance to take up informal employment that could threaten their sexual and reputational safety. As such they face higher unemployment rates and, more recently, increasing discouragement from participating in the workforce altogether.
I also argue that the erosion of the authoritarian bargain social contract was done in such a way as to protect the gains and entitlements of regime insiders and incumbents. This means that the entire cost of adjustment was shifted onto the younger generations who had come to expect the same benefits that their older counterparts received upon acquiring education. Instead they found themselves shut out of government jobs and relegated to low quality jobs in the informal economy. The failure of the Arab economies to develop dynamic, competitive private sectors that are integrated into world markets can itself be attributed to the rentier nature of these economies. The frustrations of a generation of young people, who have achieved increasing levels of schooling but obtained few valuable labor market skills and even fewer economic opportunities, have clearly contributed to the Arab Spring uprisings in the countries whose regimes could no longer afford the authoritarian bargain. For now, the oil rich monarchies are able to continue to buy political stability with generous welfare payments and lucrative jobs in the public sector for their citizens, but the limits of this approach will undoubtedly become clear by the time of the next downturn in oil prices. At that point the social and political costs of highly segmented labor markets will become wholly apparent.
I acknowledge that the evidence I provided to support my arguments about the impact of the region’s political economy on labor market and human capital outcomes, although compelling, is mostly circumstantial. A formal statistical test of the effects of such an enduring and pervasive practice as the use of public sector employment as a tool for political appeasement is hard to come by. My attempt at a formal test of the hypothesis that queuing for government jobs explains high youth unemployment rates does provide support for the hypothesis but also suffers from some obvious limitations. Because the test depends on local variation in the availability of government jobs to drive differences in local youth unemployment rates, it relies on the assumption that youth job search behavior is mostly limited to local labor markets. While that may be true for the most part for some youth, such as young women and possibly lesser educated young men, it is not likely to be true for more educated men, who probably search for jobs in a national, if not international, labor market. Thus the absence of a positive association between high local rates of public employment and unemployment for these groups does not mean that queuing for government jobs is not taking place at a broader scale.
1The analysis in this section draws on Assaad (1997).
2Using data from 1988, Assaad (1999) estimates that non-wage aspects of employment in the Egyptian public sector are worth at least as much as the wage itself.
3The data is obtained from the Egypt Labor Market Survey of 2006 (ELMPS 2006) and the Jordan Labor Market Survey of 2010 (JLMPS 2010). The surveys inquire about the timing of first labor market entry and the type of job obtained at that time for individuals in various cohorts.
4Egypt implemented labor law reforms that allowed employers issue indefinite duration contracts that could be renewed an indefinite number of times only in 2004. These reforms would therefore not be reflected in this data, which ends in 2005.
5Because of a change in sampling frame, there is a break in the Jordanian data between the last quarter of 2006 and the first quarter of 2007, which resulted in an artificial increase in female participation rates. Because of that, it is best to compare 2000 to 2006 and 2007 to 2010. See Assaad et al. (2013) for further discussion of this issue.
6It is possible that causality is in the reverse direction and that government place more jobs in high unemployment areas. This would be the case, for instance, if public works programs were creating a lot of temporary public jobs in depressed areas. There are few such programs in the countries we are studying and most government jobs tend to be permanent jobs in the bureaucracy and security services, which are unlikely to be linked to how depressed a region is.
7There were 27 such jurisdictions in 1996 and 29 in 2006 in Egypt, 15 in 1997 in Iraq, 12 in 2004 in Jordan, 60 in 2004 in Morocco, and 16 in 1997 and 11 in 2007 in Palestine. The difference between the number of jurisdictions in Palestine in 1997 and 2007 was due to the fact that Gaza was not covered in the 2007 Palestinian Census due to political and security considerations.
8I trim the sample to exclude governorates/provinces with a public employment rate that is larger than the 99th percentile to avoid the undue influence of small province with very high public employment rates.
R.A. is professor at the Humphrey School of Public Affairs at the University of Minnesota. He is a Research Fellow of IZA and the Economic Research Forum (Cairo, Egypt), where he is the thematic leader for Labor and Human Resource Development. He is also Non-Resident Senior Fellow at the Global Economy and Development Program of the Brookings Institution (Washington DC). He was the technical director for the Egypt Labor Market Panel Survey rounds of 1998, 2006 and 2012 and the Jordan Labor Market Panel Survey round of 2010.
The author wishes to acknowledge useful comments from participants at an IZA Workshop on Labor Markets and Labor Policy in MENA countries and excellent research assistance from Caroline Krafft.
Responsible editor: Jackline Wahba
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