01 062521 Rovolis (to_d) 30/3/06 9:03 am Page 99 ETHNIC CHARACTERISTICS AND GEOGRAPHICAL DISTRIBUTION OF IMMIGRANTS IN GREECE ★ Antonis Rovolis and Alexandra Tragaki Harokopio University of Athens, Greece Abstract This paper examines the geographical dimension of immigration in Greece. More particularly, this study presents the distinctive economic, demographic and settlement features of the different groups of immigrants in the Greek prefectures. The majority of immigrant workers in Greece come from the Balkan countries, the most populous ethnic group being the Albanians who account for almost 60 percent of the total immigrant population. There are significant disparities between different ethnic groups regarding their educational level and occupational characteristics. The profile of the average immigrant worker in Greece is young, from an ex-communist country; men migrate mainly for economic reasons while women migrate mostly for family reasons; women often have a higher level of education than men. There are also significant differences as far as the spatial distri- bution of the various ethnic groups is concerned. Some groups, such as the Philippinos, Georgians, or the Poles, show high geographical concentration, while other ethnic groups, for instance the Albanians, follow, more or less, the spatial distribution of the Greek population. One of the most interesting findings of this research is that settlement patterns are mostly dictated by geography: immigrants from neighbouring countries tend to have similar preferences or installation criteria. This is the case for immigrants from Eastern European countries. In contrast, Albanians seem to follow their own settlement pattern. Introduction (Carella and Pace, 2001; Cavounidis, 2002; Lianos and Papakonstantinou, 2003), the characteristics of immigrants and their settlement patterns (Cavounidis and Hadjaki, 2000; Lianos, 2001; Siadima, 2001) as well as the impact of their presence on the country’s economic and social life (Labrianidis and Lyberaki, 2001; Labrianidis et al., 2004; Kasimis and Papadopoulos, 2005). Compared to the other countries of Southern Europe, the nationality composition of foreigners living in Greece reveals some interesting particularities: the bulk of the immigrant population (about 75 percent) originates from the ex-communist countries, mainly from the neighbouring Balkan states (65 percent), while practically 6 out of 10 immigrants come from one country, Albania. Due to the predominance of one country of origin, most of the previously mentioned studies either examine migrants as a The dramatic events in Central and Eastern Europe (CEE) have not only affected the social and political continuity in the respective countries but also entailed remarkable changes all over Europe. New migratory routes have been traced and new destinations have been formed since the onset of the transition. The distinction between emigration and immigration regions has been revised. Southern Europe is a typical case of a region transformed from an emigration to a migrant-receiving area. This new migration scene has had a significant impact upon Greece as well. There is a steadily growing literature about Greece turning into a country of destination (Baldwin-Edwards, 1997; King et al., 2000; King, 2002), the explanatory factors behind this novelty European Urban and Regional Studies 13(2): 99–111 10.1177/0969776406062521 KEY WORDS ★ Greece ★ regional migration ★ settlement patterns Copyright © 2006 SAGE Publications London, Thousand Oaks, CA and New Delhi, www.sagepublications.com Downloaded from eur.sagepub.com at PENNSYLVANIA STATE UNIV on May 16, 2016 01 062521 Rovolis (to_d) 30/3/06 9:03 am 100 Page 100 EUROPEAN URBAN AND REGIONAL STUDIES 13(2) whole or focus on the Albanians (Lianos and Papakonstantinou, 2003); examining their employment, demographic and behavioural characteristics. However, ethnic disparities are worth mentioning: geographic distribution, gender composition, education level and sectors where employed vary significantly in their nationalities. This paper intends to provide a complementary analysis to those studies. It will present a breakdown of different immigrant groups in Greece, highlighting their distinctive economic, demographic and settlement features. Additionally, it will offer a more detailed geographic method of analysis which will go down to NUTS-III level. This approach aims to offer a clearer picture of migrants’ ethnic and spatial distribution across the country. In the following parts of this paper, we present the main characteristics of foreigners in respect to five great areas of origin (Europe, Asia, America, Africa and Oceania). The next section provides an in-depth analysis of the immigrant workers. The discussion is then narrowed down to the 10 major countries of origin which currently form the immigrant working population in Greece. The presentation of immigrant population and its spatial distribution is thereafter completed with a cluster analysis which aims to identify migrant groups with similar settlement patterns. The immigrants’ profile For decades, Greece has been a traditional labourexporting country, with diaspora being one of the most striking aspects of her history. The reversal of migratory balance occurred in the 1970s, with the first waves of ‘repatriates’. The beginning of immigration to Greece coincides with the borderopening in Eastern Europe and the adoption of restrictive policies in the traditional destination countries of Western Europe. Political trends, economic and social developments as well as demography and geography have contributed to this major and ‘unexpected’1 change of status. Gradually, as Greece was turning into a net receiver, the migration issue was emerging. The most recent and reliable information about the number of immigrants and their ethnic characteristics is based on the 2001 census estimates. According to this source, there are 762,191 non-nationals living in Greece, coming from no fewer than 195 different countries. However, the relative size of each nationality is very different; only five countries of origin count for about 70 percent of all immigrants, while 10 countries represent more than 80 percent of them. Contrary to the experience of other European countries, the mass of non-nationals comes from a restricted number of countries – with bare, if any, historic or cultural links.2 Immigrants in Greece tend to be young (their median age is 28.8), mostly men; the vast majority of them come from ex-communist countries, especially the Balkans; men migrate mainly for economic reasons while women migrate mostly for family reasons; women often have a higher level of education than men. Gender asymmetry is a characteristic of immigrant population worth exploring more closely. The foreign population mostly consists of males, 120 men to 100 women. However, gender asymmetry becomes more significant among immigrant workers, where the ratio goes up to 224:100. Major migrant inflows originate from Europe: more than 8 out of 10 non-nationals are Europeans (EU citizens included), mostly from Eastern and South-Eastern countries (Table 1). They migrated to Greece mainly in quest of work and to a lesser extent of family reunification (Table 2). Overall, there are 114 men for 100 women, though this ratio doubles if calculated on the working population. Sex ratio varies significantly across different subgroups: it fluctuates from 133:100 for immigrant population originating from the Balkans to only 60:100 for those coming from CEE. Europeans are mostly occupied in construction, services, agriculture and commerce; their spatial distribution presents low variance as they are scattered all over Greece. All the same, Europeans constitute an especially heterogeneous population group: there are substantial differences among EU-15 citizens, people from the Balkans or Eastern Europeans in respect to social, economic, educational and demographic aspects. Asians represent 9 percent of the foreign population and 10.6 percent of working foreigners. Asians migrate to Greece mainly for work, but also as asylum-seekers and refugees (especially Iraqis European Urban and Regional Studies 2006 13(2) Downloaded from eur.sagepub.com at PENNSYLVANIA STATE UNIV on May 16, 2016 01 062521 Rovolis (to_d) 30/3/06 ROVOLIS 9:03 am Page 101 & TRAGAKI: ETHNIC CHARACTERISTICS AND GEOGRAPHICAL DISTRIBUTION 101 Table 1 Foreigners in Greece (2001) Number of foreigners As % foreigners Sex ratioa Working foreigners As % of working foreigners Sex ratio EUROPE South-eastern Central & Eastern EU-15 Rest of Europeb ASIA AMERICA AFRICA OCEANIA 640,997 500,280 74,682 46,869 19,166 68,361 27,293 15,620 9,060 84.1 65.6 9.8 6.1 2.5 9.0 3.6 2.0 1.2 114.1 133.4 60.0 66.9 86.3 206.6 87.5 198.5 86.8 328,356 266,823 39,455 15,972 6,106 41,351 8,729 9,056 3,284 83.8 68.1 10.1 4.1 1.6 10.6 2.2 2.3 0.8 211.8 267.2 78.8 95.8 154.3 388.2 133.1 421.0 130.6 Albania Bulgaria Georgia Romania India & Pakistan Russia Ukraine Poland Egypt Philippines 438,036 35,104 22,875 21,994 18,346 17,535 13,616 12,831 7,448 6,478 57.5 4.6 3.0 2.9 2.5 2.3 1.8 1.7 1.0 0.8 142.2 65.5 75.5 130.4 1791.3 59.6 32.5 84.5 324.4 30.9 226,301 23,147 11,181 14,808 15,300 7,855 8,356 7,855 4,823 4,948 57.8 5.9 2.9 3.8 3.9 2.0 2.1 2.0 1.2 1.3 317.8 79.0 100.2 223.1 3753.9 84.4 34.9 149.0 1465.9 28.0 TOTAL 762,191c 100.0 119.9 391,674 100.0 223.9 Notes: a The sex ratio refers to the number of males corresponding to 100 females. b Mainly referring to Cypriots. c The numbers do not sum up to the total due to 860 persons who have not sufficiently defined their country of origin. Source: 2001 Population Census and own calculations. and Turks). Gender asymmetry in this case is very high, since there are twice as many men as women (Table 1). The educational level of Asians is lower than the average and is characterized by high illiteracy rates (Table 3). They principally work in manufacturing, domestic work, commerce, construction and agriculture. They have high concentration indexes as they are gathered in specific regions of the country: they are mostly found in the north-eastern prefectures of Evros, Xanthi and Rodopi as well as in the highly industrialized prefecture of Viotia, in Central Greece. Africans account for hardly more than 2 percent of all foreigners living in Greece. Egypt, Nigeria, Ethiopia and South Africa are the main African countries of origin. Africans have entered the country primarily as workers, but there is also a high share of students among them (Table 2). Men significantly outnumber women (with the exception of Ethiopians), especially if one focuses on the working population of Africans (Table 1). They are principally occupied in commerce, domestic work and construction. They are mostly concentrated in Evros and Attica. Foreigners from America and Oceania form a separate subgroup of foreign population with certain similarities. They are, in their majority, repatriates who have come back to the homeland with their families (Table 1). Their geographic distribution indicates that, upon their return, they settled back in their places of origin, especially islands or mountainous areas.3 Focusing on Americans, they represent about 3.6 percent of all foreigners but only 2 percent of workers. They mainly originate from North America, especially from the USA. There are more women than men; less than one-third of Americans participate in the European Urban and Regional Studies 2006 13(2) Downloaded from eur.sagepub.com at PENNSYLVANIA STATE UNIV on May 16, 2016 01 062521 Rovolis (to_d) 30/3/06 9:03 am 102 Page 102 EUROPEAN URBAN AND REGIONAL STUDIES 13(2) Table 2 Main reasons for installation in Greece Work (%) Repatriation (%) Family reunification (%) Studies (%) Asylum seekers – refugees (%) Other (%) EUROPE ASIA AMERICA AFRICA OCEANIA 55.1 63.1 21.4 59.3 14.4 4.5 7.9 42.8 4.8 57.9 14.0 6.7 12.8 8.1 9.8 2.8 2.4 1.0 6.2 0.5 0.8 9.5 0.0 3.7 0.0 22.8 10.5 22.0 17.9 17.3 Albania Bulgaria Georgia Romania India & Pakistan Russia Ukraine Poland Egypt Philippines 54.9 78.4 48.4 75.8 92.3 44.5 74.3 61.9 66.6 81.4 2.7 1.1 22.5 2.0 0.2 25.1 3.9 2.0 3.3 0.5 16.0 7.5 11.6 6.2 2.0 11.9 8.4 10.2 8.1 3.5 1.9 1.3 1.2 1.0 0.3 1.2 1.5 1.0 1.7 0.6 0.2 0.6 0.0 6.8 3.0 0.6 0.0 14.8 0.2 0.2 24.3 11.2 16.2 4.4 2.2 16.8 11.9 10.2 20.2 13.8 TOTAL 54.2 6.8 13.1 2.7 1.3 21.5 Source: 2001 Population Census and own calculations. labour force, being mostly occupied in services, commerce and hotels; their educational level is high as approximately 20 percent of them have obtained a university degree (Table 3). They are mostly found in the Ionian and Aegean islands as well as in the mountainous regions of Kastoria, Evritania and Arkadia. Foreigners from Oceania are limited to only 1.2 percent of the non-national population; the majority of them consist of repatriates and their families. As in the case of repatriates from America, only a small number of them work, mostly in commerce, hotels and services. Heterogeneity becomes even more revealing if one focuses on specific ethnic minorities. Disparities concern the share of each migrant group in the total foreign population, its demographic composition and characteristics as well as the reasons for settlement in Greece. The predominance of one single country of origin constitutes a distinctive feature of Greece. About 58 percent of all nonnationals come from neighbouring Albania, equating the notion of the immigrant worker to that of the ‘Albanian’. Additionally, Albanians were the first to enter the country once the borders opened up. The second and third most important countries of origin are also situated in the Balkans: Bulgaria and Romania account for about 5 percent and 3 percent respectively of all foreigners. Overall, 7 out of 10 immigrant workers come from South-Eastern Europe. Though gender asymmetry for immigrant populations is common to all host countries in Southern Europe (Solé, 2004), since more males migrate than females, some striking cases emerge once the ethnic level is taken into consideration. Indians, Pakistanis and Egyptians have amazingly high gender ratios, no less than 37.5 working men for one single woman from India and Pakistan, definitely due to cultural and societal characteristics in those countries. At the other end of the spectrum, the female population prevails among Philippinos and Ukrainians; the men-to-women ratio is limited to 3:10. Migrant populations from Russia, Bulgaria and Georgia are mostly female as well; most of those women are employed as domestic workers. Most of the migrants have entered the country to work; at least, this is what they declared when asked about the main reason for settling down in Greece (Table 2). Despite being very important, European Urban and Regional Studies 2006 13(2) Downloaded from eur.sagepub.com at PENNSYLVANIA STATE UNIV on May 16, 2016 01 062521 Rovolis (to_d) 30/3/06 ROVOLIS 9:03 am Page 103 & TRAGAKI: ETHNIC CHARACTERISTICS AND GEOGRAPHICAL DISTRIBUTION 103 Table 3 Foreigners by level of education and area of origin Tertiary level (%) Secondary level (%) Primary level (%) Primary students (%) Can read and write (%) Illiterates (%) EUROPE South-eastern Central & Eastern EU-15 Rest of Europe ASIA AMERICA AFRICA OCEANIA 9.3 5.7 18.7 26.1 26.4 9.3 19.7 18.1 12.4 31.7 28.9 39.6 39.9 56.2 31.5 34.1 39.7 33.1 39.2 43.5 27.7 21.6 12.6 40.3 32.0 25.2 40.1 8.0 8.8 6.1 5.2 2.0 3.6 6.0 3.6 5.2 2.4 2.6 2.1 1.5 0.8 5.5 2.7 3.2 4.6 9.3 10.5 5.8 5.7 2.1 9.8 5.4 10.1 4.6 Ukraine Russia Egypt Georgia Philippines Bulgaria Poland Romania Albania India & Pakistan 26.3 19.7 19.1 17.0 10.9 10.4 10.2 6.9 5.0 1.9 42.9 34.9 35.9 31.7 52.8 34.6 53.4 52.9 27.0 23.7 22.1 29.4 25.4 33.7 24.2 42.0 22.6 30.5 44.5 54.1 4.5 6.8 2.7 7.7 3.1 4.2 5.1 2.5 9.6 0.6 1.0 2.6 4.3 3.2 1.9 3.4 0.8 1.9 2.6 7.1 3.2 6.4 12.5 6.6 7.1 5.4 8.0 5.3 11.2 12.6 9.9 32.0 38.7 7.4 2.8 9.2 TOTAL Source: 2001 Population Census and own calculations. work, however, is not the only reason of entry into the country. One out of four arrivals from Russia and Georgia refers to repatriated Greeks who left the country during the Civil War, immediately after the Second World War, or more recently, during the 1967–74 dictatorship. Family reunification is the second most important ‘pull-factor’ among Albanians, and mainly concerns persons from the Greek minority who migrated from the southern parts of Albania. High shares of asylum-seekers and refugees are found among the Poles (14.8 percent) and Romanians (6.8 percent). Ukrainians and Russians seem to be the better educated of all non-nationals: 26.3 percent of the first and 19.7 percent of the latter are university graduates (Table 3). In contrast, Albanians, Indians and Pakistanis appear to be the least educated: about half of them have only attained primary education while illiteracy levels are higher than 10 percent. The shares of non-national students in primary education is positively related to family reunification (Russia, Georgia, Poland) but also to the duration of presence in the country (i.e. Albania). Different ethnicities, different settlement patterns Significant differences are detected in terms of educational level, economic sector and employment once ethnicity is taken into account but especially as far as regional concentration is concerned. The rest of this paper analyses the regional aspect of immigration. It addresses questions such as: Where do immigrants settle? What are the regional patterns of specific ethnicities? What are the differences and similarities among different ethnic groups? This section examines the role of immigrants’ personal characteristics – such as country of origin, reason for entry, educational level and duration of stay – but also the role played by European Urban and Regional Studies 2006 13(2) Downloaded from eur.sagepub.com at PENNSYLVANIA STATE UNIV on May 16, 2016 01 062521 Rovolis (to_d) 30/3/06 9:03 am 104 Page 104 EUROPEAN URBAN AND REGIONAL STUDIES 13(2) Adjusted Geographic Concentration Index 0.60 0.54 0.50 0.50 0.47 0.46 0.40 0.33 0.32 0.30 0.30 0.28 0.24 0.20 0.15 0.10 ALBANIA INDIA & PAKISTAN RUSSIA BULGARIA UKRAINE ROMANIA EGYPT POLAND GEORGIA PHILIPPINES 0.00 Figure 1 Geographic concentration of selected ethnicities, Greece (2001) Source: 2001 Population Census and own calculations. the specific features of the region of destination. The study is based on regional data at NUTS-III level coming from the 2001 population census. In the rest of this paper a distinction is made between the total number of foreigners and working immigrants. The analysis centres on a specific subgroup of immigrant population, the foreign workers, put under the label of ‘economic immigrants’. They compose the core of the ‘immigrant population’, usually under an illegal status, and account for the majority of foreign workers residing in Greece. The above typology also allows the distinction between non-EU and EU-15 citizens, due to the free movement and residence rights of the latter. Foreigners from North America, Australia and Cyprus are also excluded from the subnational analysis due to the above mentioned links with the host country and their specific features, barely similar to those of the economic immigrants. Where do immigrants settle? A first issue to be examined is the extent to which foreign and native populations follow the same settlement patterns. A synthetic indicator of the relative concentration of migrants, proposed by the OECD (2003), is the Adjusted Geographic Concentration Index (AGC);4 it measures the difference between the spatial distribution of immigrant workers and the distribution of the native labour force. The index ranges from 0 to 1; the higher the value the greater the immigrant concentration. Figure 1 illustrates the value of the AGC for selected ethnic minorities. Some of them tend to be more concentrated in certain regions, with their degree of concentration varying significantly: from 0.15 for Albanians (the migrant group most dispersed across the country) to 0.54 for Philippinos (the most concentrated ethnic group). These differences may be related to the size of each ethnic group. It would be expected that the higher the size of an ethnicity, the greater the spatial dispersion and, consequently, the lower the value of geographical concentration. Figure 2 presents the relationship between the size of each ethnicity (as a percentage of foreign population) and its concentration (as reported by the AGC). The assumption of negative relationship between population size and concentration, though not fully confirmed, seems to be valid for ethnicities with low shares in foreign population, like the Philippines, European Urban and Regional Studies 2006 13(2) Downloaded from eur.sagepub.com at PENNSYLVANIA STATE UNIV on May 16, 2016 01 062521 Rovolis (to_d) 30/3/06 Adjusted Geographic Concentration Index ROVOLIS 9:03 am Page 105 & TRAGAKI: ETHNIC CHARACTERISTICS AND GEOGRAPHICAL DISTRIBUTION 105 0.60 Philippines Poland 0.50 Georgia Egypt 0.40 Ukraine Romania Bulgaria Russia 0.30 India & Pakistan 0.20 0.10 0.00 0 1 2 3 4 5 % Figure 2 Size and concentration of selected ethnicities, Greece (2001) Source: 2001 Population Census and own calculations. Egyptians and Poles. Bulgarians and Ukrainians, however, show the same degree of concentration though the share of the first is double that of the latter. The coefficient of variation (CV) and the Herfindahl-Hirschman index (H-HI)5 – the most commonly used measures of dispersion and geographic concentration – provide further supportive elements concerning the significant differences in settlement patterns among nationalities. Table 4 shows the values of CV and H for selected ethnic minorities. All 10 nationalities demonstrate high variability in their regional distribution, as depicted by the high levels of CV, with values consistently greater than 50. Moreover, all ethnic minorities are far from being equally distributed across the country; their high H values indicate high levels of concentration. Geographical, social and economic characteristics can be easily detected behind this regional concentration. However, concentration is especially high for immigrants originating from particular countries, such as India and Pakistan (0.20), the Philippines (0.14) and Egypt (0.08). Workers from those countries are assembled in a limited number of prefectures unlike immigrants from the Balkans who are more or less scattered all over Greece. The majority of Philippinos have settled in the greater Athens area; a high share of Egyptians have settled in Evros; most Indians and Pakistanis live and work in three prefectures in Central Greece, namely Rest Table 4 Coefficient of variation and Herfindahl-Hirschman Index CV H-HI EUROPE AMERICA OCEANIA AFRICA ASIA 56.0 126.4 155.9 160.9 197.0 0.025 0.050 0.066 0.069 0.094 Albania Russia Ukraine Bulgaria Georgia Poland Romania Egypt Philippines India & Pakistan Others 58.4 88.6 94.1 138.0 154.1 157.6 165.0 180.4 255.1 309.8 84.5 0.026 0.034 0.036 0.056 0.065 0.067 0.072 0.082 0.144 0.204 0.033 58.7 0.026 TOTAL Source: 2001 Population Census and own calculations. European Urban and Regional Studies 2006 13(2) Downloaded from eur.sagepub.com at PENNSYLVANIA STATE UNIV on May 16, 2016 01 062521 Rovolis (to_d) 30/3/06 9:03 am 106 Page 106 EUROPEAN URBAN AND REGIONAL STUDIES 13(2) of Attika, Viotia and Evia. An additional element of interest is that national groups from the former USSR – Russians, Ukrainians and Georgians – do not follow the same settlement patterns: Ukrainians are mostly found in Attika and in the southern parts of the country, while Russians and Georgians are concentrated in northern Greece. The Athens Major Area is home to 8 out of 10 Poles, and it is here that one of the very few minority schools is found. The above results are confirmed by the location quotient (QL), which identifies countries with high and low ethnicity concentration. Figure 3 presents the geographical distribution of Albanian immigrants in the Greek prefectures and Figure 4 gives their respective location quotients. Similarly, Figures 5–6 present the geographical distribution and location quotients for the immigrants from Georgia. Even a cursory examination of the spatial patterns of these two groups of immigrants shows that different group of immigrants have totally different patterns of spatial distribution. In the example of Albanians, Figure 3 shows that the absolute numbers of immigrants of this particular ethnic group follow more or less the distribution of the Greek population, while the location quotients (Figure 4) show that relatively more Albanians can be found in the areas of Greece near to the border with Albania. In contrast, Georgian immigrants, both in terms of absolute numbers (Figure 5) and location quotients (Figure 6) follow a different spatial pattern; mainly locating in Athens and northern Greece. From a different perspective, it would be interesting to examine the effect of different waves on geographic concentration (Table 5). It seems that ‘old’ immigrants such as the Philippinos, Poles and Egyptians present higher concentration values. Additionally, they are attracted by one specific region, namely the Athens Major Area. ‘New’ immigrants (such as Romanians, Ukrainians and Russians) follow a different settlement pattern, mostly dictated by economic factors: they settle close to industrial and agricultural poles offering low-skilled job opportunities. Albanians 30,429–72,048 6,306–30,429 3,576–6,306 1,432–3,576 94–1,432 Figure 3 Total number of Albanian immigrants European Urban and Regional Studies 2006 13(2) Downloaded from eur.sagepub.com at PENNSYLVANIA STATE UNIV on May 16, 2016 01 062521 Rovolis (to_d) 30/3/06 ROVOLIS 9:03 am Page 107 & TRAGAKI: ETHNIC CHARACTERISTICS AND GEOGRAPHICAL DISTRIBUTION QL Albanians 1.39946–1.60064 1.17514–1.39945 0.91392–1.17513 0.60532–0.91391 0.21993–0.60531 Figure 4 QL of Albanian immigrants Georgians 1,777–5,024 679–1,777 233–679 67–233 0–67 Figure 5 Total number of Georgian immigrants European Urban and Regional Studies 2006 13(2) Downloaded from eur.sagepub.com at PENNSYLVANIA STATE UNIV on May 16, 2016 107 01 062521 Rovolis (to_d) 30/3/06 108 9:03 am Page 108 EUROPEAN URBAN AND REGIONAL STUDIES 13(2) QL Georgians 4.60654–6.02455 2.59840–4.60653 0.89056–2.59839 0.36361–0.89055 0.00000–0.36360 Figure 6 QL of Georgian immigrants Differences and similarities among migrant groups This section aims to identify migrant groups with similar geographic distribution. Cluster analysis has been applied on the spatial distribution of 11 different migrant groups (variables). The technique chosen is the hierarchical clustering and that of the furthest neighbour, as it is less affected by outliers. The measure of similarity adopted is the square Euclidean distance, recommended for standardized data. The procedure and results of cluster analysis are illustrated by the dendrogram (Figure 7). From the dendrogram it is obvious that similarities in settlement patterns among migrant groups are mostly dictated by geography: neighbouring countries tend to have similar preferences or installation criteria. Georgians are grouped together with Russians; Poles with Ukrainians; Indians with Pakistanis; and Bulgarians with Romanians. The first-in, Philippinos and Egyptians form a separate group and are ultimately grouped together with Table 5 ‘Old’ and ‘New’ immigrants: duration of presence in Greece 1 year (%) 1-5 years (%) More than 5 years (%) Philippines Poland Egypt Albania India & Pakistan Georgia Bulgaria Russia Romania Ukraine 3.9 12.1 11.3 8.3 11.3 16.4 17.6 22.9 19.5 19.0 19.1 33.2 38.6 43.9 60.0 56.9 59.1 54.2 63.9 69.6 77.0 54.7 50.2 47.9 28.7 26.6 23.4 22.9 16.6 11.4 TOTAL 12.2 46.8 41.0 Source: 2001 Population Census and own calculations. European Urban and Regional Studies 2006 13(2) Downloaded from eur.sagepub.com at PENNSYLVANIA STATE UNIV on May 16, 2016 01 062521 Rovolis (to_d) 30/3/06 ROVOLIS 9:03 am Page 109 & TRAGAKI: ETHNIC CHARACTERISTICS AND GEOGRAPHICAL DISTRIBUTION Dendrogram Furthest Neighbour Method, Squared Euclidean Distance 80 60 40 20 EGY PHIL POL UKR RUS GEO ROM BUL IND PAK ALB 0 Figure 7 Cluster analysis Poles and Ukrainians. Albanians follow their own settlement pattern mainly due to their volume. other countries of Southern Europe, which have recently experienced an influx of immigrants. Such an analysis can possibly identify patterns of migration of certain ethnic groups, for instance Albanians, across different host countries. Conclusion The main objective of this paper has been to provide a complementary analysis of migration in Greece, highlighting the different characteristics of specific ethnic minorities and to associate them to their geographical distribution. Significant differences have been detected along the lines of ethnicities in terms of migrants’ personal characteristics such as country of origin, reason for entry, educational level and duration of stay. The regional distribution of migrant groups differs significantly, confirming their different preferences and job opportunities. There are, however, many aspects of the recent migration phenomenon in Greece that have not been investigated deeply enough in this paper. Further research is needed in the analysis of the causal factors of the geographical distribution of immigrant workers in Greece. One possible approach is the use of regression analysis. If such an approach is employed, the spatial nature of the data makes it necessary to address problems such as spatial dependence or spatial autocorrelation. Another potential extension of the descriptive analysis presented here is a comparative study of Appendix Geographic concentration The Adjusted Geographic Concentration (AGC) index proposed here is a slightly modified version of the AGC proposed by the OECD (2003). It measures the difference between the geographic distribution of an ethnicity and that of the native population. The calculation is based on the following formula: N GC = ∑ mi ,n − pi i =1 where mi,n is the share of immigrant worker of nationality n in prefecture i, pi is the share of labour force in prefecture I and N is the number of prefectures (in Greece N = 52). This index tends to underestimate the geographic concentration in large regions. This drawback can be corrected if GC is expressed as a share of its maximum value. The index reaches its maximum when all foreigner European Urban and Regional Studies 2006 13(2) Downloaded from eur.sagepub.com at PENNSYLVANIA STATE UNIV on May 16, 2016 109 01 062521 Rovolis (to_d) 30/3/06 9:03 am 110 Page 110 EUROPEAN URBAN AND REGIONAL STUDIES 13(2) workers are concentrated in the region with the lowest labour-force participation: GCMAX = ∑ i ≠ min pi +1 − pi = 2(1 − pi ) 1 ⁄N when immigrants are equally distributed to all 52 regions. The above measures of concentration are calculated for each of the 13 selected nationalities. The AGC is then expressed as: Location quotient (QL) GC AGC = GCMAX The AGC lies between 0 and 1; 0 indicating no concentration while 1 indicates maximum concentration. The QL compares the local presence of immigrant workers to the national level as indicated by the following formula: Ani QL = Ai AnT AT Coefficient of variation (CV) The CV provides a relative measure of data dispersion compared to the mean. For all the ethnic minorities examined, the coefficient of variation expresses the standard deviation as a percentage of the mean number of immigrants, in each prefecture. N ∑ (xi − x)2 i =1 s CV = = x N x where, xi is the number of immigrant workers of a specific ethnicity in prefecture i, x̄ and s are respectively the mean and the standard deviation of immigrant workers and N is the number of prefectures. Herfindahl-Hirschman Index (H-HI) where Ani is the number of immigrants of nationality n in the prefecture i, Ai the total number of immigrant workers in prefecture i, AnT the total number of immigrants of nationality n in the country and AT the total number of immigrants in the country. If QL >1, this indicates a relative concentration of immigrant workers of nationality n in the prefecture i, compared to the country as a whole. If QL = 1, the prefecture has a share of immigrant workers of nationality n in accordance with national standards. If QL < 1, this reveals a lower share of immigrant workers of nationality n than is generally found. Acknowledgement This research was partially funded by the European Social Fund and National Resources (EPEAEK) Programme, Pythagoras II. The H-HI is the sum of squares of the percentages of the immigrant workers in a prefecture. ⎛ ⎞ xi ⎜ ⎟ H-HI = ∑ ⎜ xi ⎟ ∑ i =1 ⎝ ⎠ i 2 Notes n 1 The index H-HI varies from 1, in case of perfect concentration of all immigrants in one prefecture, to The Greek state was not prepared to receive such an influx of migrants. Until the first regularization process in 1998, there had been no concrete migration policy besides entry controls and massive expulsions of illegal migrants. European Urban and Regional Studies 2006 13(2) Downloaded from eur.sagepub.com at PENNSYLVANIA STATE UNIV on May 16, 2016 01 062521 Rovolis (to_d) 30/3/06 ROVOLIS 2 3 4 5 9:03 am Page 111 & TRAGAKI: ETHNIC CHARACTERISTICS AND GEOGRAPHICAL DISTRIBUTION No other country in Southern Europe has been as influenced by massive migration flows from CEE. Immigrants from those countries make up only a minor component of migrant populations in Spain and Portugal; in Italy they form an important component but then again far from that observed in Greece (OECD, 2000; Cavounidis, 2002). The majority of foreigners in Spain and Portugal originate from North America (as well as Peru, Argentina, Brazil) and ex-colonies in Africa (Cape Verde, Guinea-Bissau, Angola and Mozambique). During the 1950s and 1960s large flows of Greek migrants were directed to North America and Australia. Isolated islands and mountainous and remote areas of Macedonia, in northern Greece, and the southern peninsula of the country, known as the Peloponnesus, were the main areas of origin. For more details see the Appendix. The definitions and expressions of the indexes are presented in the Appendix. References Baldwin-Edwards, M. 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