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2019 | OriginalPaper | Buchkapitel

15. Measuring and Mitigating Behavioural Segregation as an Optimisation Problem: The Case of Syrian Refugees in Turkey

verfasst von : Daniel Rhoads, Javier Borge-Holthoefer, Albert Solé-Ribalta

Erschienen in: Guide to Mobile Data Analytics in Refugee Scenarios

Verlag: Springer International Publishing

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Abstract

Turkey hosts the largest population of Syrian refugees of any country in the world. As options to return home or settle in other countries remain limited, long-term integration of the refugee population into Turkish society is a major policy objective. Using a large dataset of mobile phone records provided by one of Turkey’s largest mobile phone service operators, Türk Telekom, in the frame of the Data for Refugees project, we define, analyse and optimise inter-group integration as it relates to the communication patterns of two segregated populations: refugees living in Turkey and the local Turkish population, respectively. To achieve this, working with call records and SMS origins and destinations between and among both populations, we develop an extensible, statistically solid and reliable framework to measure the differences between the communication patterns of two groups. Using this new framework, we identify the districts of the Istanbul province where the variation between the ways the two populations communicate is largest. Finally, to show the potential of our framework, we provide and estimate the costs of some recommendations on how to target public and private investments to incentivise refugees to live outside of established refugee enclaves, increasing inter-group contact and integration.

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1
Recall that we reject the \(H_o\) when the p-value is less than our significance level, so maximising the p-value has the effect of forbidding the rejection of the \(H_o\). That is, we cannot say there is segregation in the area.
 
Literatur
1.
Zurück zum Zitat Ahmet I (2015) Syrian refugees in Turkey: the long road ahead. Migration Policy Institute, Washington Ahmet I (2015) Syrian refugees in Turkey: the long road ahead. Migration Policy Institute, Washington
2.
Zurück zum Zitat Algan Y, Bisin A, Manning A, Verdier T (2013) Cultural integration of immigrants in Europe. Oxford University Press Algan Y, Bisin A, Manning A, Verdier T (2013) Cultural integration of immigrants in Europe. Oxford University Press
3.
Zurück zum Zitat Andersson R, Bråmå Å (2004) Selective migration in Swedish distressed neighbourhoods: can area-based urban policies counteract segregation processes? Hous Stud 19(4):517–539CrossRef Andersson R, Bråmå Å (2004) Selective migration in Swedish distressed neighbourhoods: can area-based urban policies counteract segregation processes? Hous Stud 19(4):517–539CrossRef
4.
Zurück zum Zitat Atkinson R, Kintrea K (2001) Disentangling area effects: evidence from deprived and non-deprived neighbourhoods. Urban Stud 38(12):2277–2298CrossRef Atkinson R, Kintrea K (2001) Disentangling area effects: evidence from deprived and non-deprived neighbourhoods. Urban Stud 38(12):2277–2298CrossRef
5.
Zurück zum Zitat Axelrod R (1997) The dissemination of culture: a model with local convergence and global polarization. J Confl Resolut 41(2):203–226CrossRef Axelrod R (1997) The dissemination of culture: a model with local convergence and global polarization. J Confl Resolut 41(2):203–226CrossRef
6.
Zurück zum Zitat Bauer T, Epstein GS, Gang IN (2005) Enclaves, language, and the location choice of migrants. J Popul Econ 18(4):649–662CrossRef Bauer T, Epstein GS, Gang IN (2005) Enclaves, language, and the location choice of migrants. J Popul Econ 18(4):649–662CrossRef
7.
Zurück zum Zitat Berry JW (2005) Acculturation: living successfully in two cultures. Int J Intercult Relat 29(6):697–712CrossRef Berry JW (2005) Acculturation: living successfully in two cultures. Int J Intercult Relat 29(6):697–712CrossRef
8.
Zurück zum Zitat Blackburn RM, Jarman J, Siltanen J (1993) The analysis of occupational gender segregation over time and place: considerations of measurement and some new evidence. Work Employ Soc 7(3):335–362CrossRef Blackburn RM, Jarman J, Siltanen J (1993) The analysis of occupational gender segregation over time and place: considerations of measurement and some new evidence. Work Employ Soc 7(3):335–362CrossRef
9.
Zurück zum Zitat Blair SL, Lichter DT (1991) Measuring the division of household labor: gender segregation of housework among American couples. J Fam Issues 12(1):91–113CrossRef Blair SL, Lichter DT (1991) Measuring the division of household labor: gender segregation of housework among American couples. J Fam Issues 12(1):91–113CrossRef
10.
Zurück zum Zitat Blumenstock J, Fratamico L (2013) Social and spatial ethnic segregation: a framework for analyzing segregation with large-scale spatial network data. In: Proceedings of the 4th annual symposium on computing for development. ACM, p 11 Blumenstock J, Fratamico L (2013) Social and spatial ethnic segregation: a framework for analyzing segregation with large-scale spatial network data. In: Proceedings of the 4th annual symposium on computing for development. ACM, p 11
11.
Zurück zum Zitat Canton N (2012) Cell phone culture: how cultural differences affect mobile use. CNN online 28 Canton N (2012) Cell phone culture: how cultural differences affect mobile use. CNN online 28
12.
Zurück zum Zitat Chabkoun M (2017) Can refugees return to Syria, as many want them to? Chabkoun M (2017) Can refugees return to Syria, as many want them to?
13.
Zurück zum Zitat Charles M, Grusky DB (2005) Occupational ghettos: the worldwide segregation of women and men, vol 71. LIT Verlag Münster Charles M, Grusky DB (2005) Occupational ghettos: the worldwide segregation of women and men, vol 71. LIT Verlag Münster
14.
Zurück zum Zitat Danzer AM (2011) Economic benefits of facilitating the integration of immigrants. CESifo DICE Rep 9(4):14–19 Danzer AM (2011) Economic benefits of facilitating the integration of immigrants. CESifo DICE Rep 9(4):14–19
15.
Zurück zum Zitat Danzer AM, Yaman F (2013) Do ethnic enclaves impede immigrants’ integration? Evidence from a quasi-experimental social-interaction approach. Rev Int Econ 21(2):311–325CrossRef Danzer AM, Yaman F (2013) Do ethnic enclaves impede immigrants’ integration? Evidence from a quasi-experimental social-interaction approach. Rev Int Econ 21(2):311–325CrossRef
16.
Zurück zum Zitat Deville P, Linard C, Martin S, Gilbert M, Stevens FR, Gaughan AE, Blondel VD, Tatem AJ (2014) Dynamic population mapping using mobile phone data. Proc Nat Acad Sci 111(45):15888–15893CrossRef Deville P, Linard C, Martin S, Gilbert M, Stevens FR, Gaughan AE, Blondel VD, Tatem AJ (2014) Dynamic population mapping using mobile phone data. Proc Nat Acad Sci 111(45):15888–15893CrossRef
17.
Zurück zum Zitat Douglass RW, Meyer DA, Ram M, Rideout D, Song D (2015) High resolution population estimates from telecommunications data. EPJ Data Sci 4(1):4CrossRef Douglass RW, Meyer DA, Ram M, Rideout D, Song D (2015) High resolution population estimates from telecommunications data. EPJ Data Sci 4(1):4CrossRef
18.
Zurück zum Zitat Duncan OD, Duncan B (1955a) A methodological analysis of segregation indexes. Am Sociol Rev 20(2):210–217CrossRef Duncan OD, Duncan B (1955a) A methodological analysis of segregation indexes. Am Sociol Rev 20(2):210–217CrossRef
19.
Zurück zum Zitat Duncan OD, Duncan B (1955b) Residential distribution and occupational stratification. Am J Sociol 60(5):493–503CrossRef Duncan OD, Duncan B (1955b) Residential distribution and occupational stratification. Am J Sociol 60(5):493–503CrossRef
20.
Zurück zum Zitat Easley D, Kleinberg J (2010) Networks, crowds, and markets: reasoning about a highly connected world. Cambridge University Press Easley D, Kleinberg J (2010) Networks, crowds, and markets: reasoning about a highly connected world. Cambridge University Press
21.
Zurück zum Zitat Erdogan MM (2017) Urban Refugees from “detachment” to “harmonization”: Syrian refugees and process management of municipalities: the case of Istanbul. Marmara Belediyeler Birligi Erdogan MM (2017) Urban Refugees from “detachment” to “harmonization”: Syrian refugees and process management of municipalities: the case of Istanbul. Marmara Belediyeler Birligi
22.
Zurück zum Zitat Farber S, O’Kelly M, Miller HJ, Neutens T (2015) Measuring segregation using patterns of daily travel behavior: a social interaction based model of exposure. J Transp Geogr 49:26–38CrossRef Farber S, O’Kelly M, Miller HJ, Neutens T (2015) Measuring segregation using patterns of daily travel behavior: a social interaction based model of exposure. J Transp Geogr 49:26–38CrossRef
23.
Zurück zum Zitat Frey WH, Myers D (2005) Racial segregation in US metropolitan areas and cities, 1990–2000: patterns, trends, and explanations. Popul Stud Center Res Rep 5(573) Frey WH, Myers D (2005) Racial segregation in US metropolitan areas and cities, 1990–2000: patterns, trends, and explanations. Popul Stud Center Res Rep 5(573)
24.
Zurück zum Zitat Gracia-Lázaro C, Lafuerza LF, Floría LM, Moreno Y (2009) Residential segregation and cultural dissemination: an axelrod-schelling model. Phys Rev E 80(4):046123CrossRef Gracia-Lázaro C, Lafuerza LF, Floría LM, Moreno Y (2009) Residential segregation and cultural dissemination: an axelrod-schelling model. Phys Rev E 80(4):046123CrossRef
25.
Zurück zum Zitat Gündoğan AZ (2018) Divergent responses to urban transformation projects in Turkey: common sense and state affinity in community mobilization. Urban Geogr 1–25 Gündoğan AZ (2018) Divergent responses to urban transformation projects in Turkey: common sense and state affinity in community mobilization. Urban Geogr 1–25
27.
Zurück zum Zitat Jargowsky PA (1996) Take the money and run: economic segregation in us metropolitan areas. Am Sociol Rev 984–998CrossRef Jargowsky PA (1996) Take the money and run: economic segregation in us metropolitan areas. Am Sociol Rev 984–998CrossRef
28.
Zurück zum Zitat Juzwiak T, McGregor E, Siegel M (2014) Migrant and refugee integration in global cities: the role of cities and businesses. The Hague Process on Refugees and Migration and UNU-MERIT & its School of Governance Juzwiak T, McGregor E, Siegel M (2014) Migrant and refugee integration in global cities: the role of cities and businesses. The Hague Process on Refugees and Migration and UNU-MERIT & its School of Governance
29.
Zurück zum Zitat KAHRAMAN C, Alkan G (2018) Istanbul’s third airport in terms of transportation geography: geopolitics, regional and economic effects. PEOPLE: Int J Soc Sci 3(3) KAHRAMAN C, Alkan G (2018) Istanbul’s third airport in terms of transportation geography: geopolitics, regional and economic effects. PEOPLE: Int J Soc Sci 3(3)
30.
Zurück zum Zitat Khodabandelou G, Gauthier V, El-Yacoubi M, Fiore M (2016) Population estimation from mobile network traffic metadata. In: 2016 IEEE 17th International symposium on a world of wireless, mobile and multimedia networks (WoWMoM). IEEE, pp 1–9 Khodabandelou G, Gauthier V, El-Yacoubi M, Fiore M (2016) Population estimation from mobile network traffic metadata. In: 2016 IEEE 17th International symposium on a world of wireless, mobile and multimedia networks (WoWMoM). IEEE, pp 1–9
32.
Zurück zum Zitat Koopmans R (2010) Trade-offs between equality and difference: immigrant integration, multiculturalism and the welfare state in cross-national perspective. J Ethnic Migr Stud 36(1):1–26MathSciNetCrossRef Koopmans R (2010) Trade-offs between equality and difference: immigrant integration, multiculturalism and the welfare state in cross-national perspective. J Ethnic Migr Stud 36(1):1–26MathSciNetCrossRef
33.
Zurück zum Zitat Lees L (2008) Gentrification and social mixing: towards an inclusive urban renaissance? Urban Stud 45(12):2449–2470CrossRef Lees L (2008) Gentrification and social mixing: towards an inclusive urban renaissance? Urban Stud 45(12):2449–2470CrossRef
34.
Zurück zum Zitat Limsombunchai V (2004) House price prediction: hedonic price model vs. artificial neural network. In: New Zealand agricultural and resource economics society conference, pp 25–26CrossRef Limsombunchai V (2004) House price prediction: hedonic price model vs. artificial neural network. In: New Zealand agricultural and resource economics society conference, pp 25–26CrossRef
35.
Zurück zum Zitat Louf R, Barthelemy M (2016) Patterns of residential segregation. PloS One 11(6):e0157476CrossRef Louf R, Barthelemy M (2016) Patterns of residential segregation. PloS One 11(6):e0157476CrossRef
36.
Zurück zum Zitat Maccoby EE, Jacklin CN (1987) Gender segregation in childhood. In: Advances in child development and behavior, vol 20. Elsevier, pp 239–287 Maccoby EE, Jacklin CN (1987) Gender segregation in childhood. In: Advances in child development and behavior, vol 20. Elsevier, pp 239–287
38.
Zurück zum Zitat Massey DS, Denton NA (1988) The dimensions of residential segregation. Soc Forces 67(2):281–315CrossRef Massey DS, Denton NA (1988) The dimensions of residential segregation. Soc Forces 67(2):281–315CrossRef
39.
Zurück zum Zitat Musterd S (2005) Social and ethnic segregation in Europe: levels, causes, and effects. J Urban Aff 27(3):331–348CrossRef Musterd S (2005) Social and ethnic segregation in Europe: levels, causes, and effects. J Urban Aff 27(3):331–348CrossRef
40.
Zurück zum Zitat Musterd S, Andersson R (2005) Housing mix, social mix, and social opportunities. Urban Aff Rev 40(6):761–790CrossRef Musterd S, Andersson R (2005) Housing mix, social mix, and social opportunities. Urban Aff Rev 40(6):761–790CrossRef
41.
Zurück zum Zitat Newman M (2010) Networks: an introduction. Oxford University Press Newman M (2010) Networks: an introduction. Oxford University Press
43.
Zurück zum Zitat Ódor G (2008) Self-organizing, two-temperature ising model describing human segregation. Int J Mod Phys C 19(03):393–398CrossRef Ódor G (2008) Self-organizing, two-temperature ising model describing human segregation. Int J Mod Phys C 19(03):393–398CrossRef
44.
Zurück zum Zitat Salah AA, Pentland A, Lepri B, Letouzé E, Vinck P, de Montjoye YA, Dong X, Dağdelen Ö (2018) Data for refugees: the D4R challenge on mobility of Syrian refugees in Turkey. arXiv preprint arXiv:180700523 Salah AA, Pentland A, Lepri B, Letouzé E, Vinck P, de Montjoye YA, Dong X, Dağdelen Ö (2018) Data for refugees: the D4R challenge on mobility of Syrian refugees in Turkey. arXiv preprint arXiv:​180700523
45.
Zurück zum Zitat Schelling TC (1971) Dynamic models of segregation. J Math Sociol 1(2):143–186CrossRef Schelling TC (1971) Dynamic models of segregation. J Math Sociol 1(2):143–186CrossRef
46.
Zurück zum Zitat Selim H (2009) Determinants of house prices in Turkey: hedonic regression versus artificial neural network. Expert Syst Appl 36(2):2843–2852CrossRef Selim H (2009) Determinants of house prices in Turkey: hedonic regression versus artificial neural network. Expert Syst Appl 36(2):2843–2852CrossRef
47.
Zurück zum Zitat Selim S (2011) Determinants of house prices in Turkey: a hedonic regression model. Doğuş Üniversitesi Dergisi 9(1):65–76 Selim S (2011) Determinants of house prices in Turkey: a hedonic regression model. Doğuş Üniversitesi Dergisi 9(1):65–76
48.
Zurück zum Zitat Smith A (2001) Religious segregation and the emergence of integrated schools in Northern Ireland. Oxf Rev Educ 27(4):559–575CrossRef Smith A (2001) Religious segregation and the emergence of integrated schools in Northern Ireland. Oxf Rev Educ 27(4):559–575CrossRef
49.
Zurück zum Zitat Somers RH (1962) A new asymmetric measure of association for ordinal variables. Am Sociol Rev 799–811CrossRef Somers RH (1962) A new asymmetric measure of association for ordinal variables. Am Sociol Rev 799–811CrossRef
51.
Zurück zum Zitat Torus B, Yönet NA (2016) Urban transformation in Istanbul. In: Proceedings of the 4th international conference on archi-cultural interactions through the silk road, iaSU Torus B, Yönet NA (2016) Urban transformation in Istanbul. In: Proceedings of the 4th international conference on archi-cultural interactions through the silk road, iaSU
52.
Zurück zum Zitat Varady DP, Walker CC (2003) Housing vouchers and residential mobility. J Plan Lit 18(1):17–30CrossRef Varady DP, Walker CC (2003) Housing vouchers and residential mobility. J Plan Lit 18(1):17–30CrossRef
53.
Zurück zum Zitat Vignal L (2018) Perspectives on the return of Syrian refugees. Forced Migr Rev 57:69–71 Vignal L (2018) Perspectives on the return of Syrian refugees. Forced Migr Rev 57:69–71
54.
Zurück zum Zitat Wagner CH (1982) Simpson’s paradox in real life. Am Stat 36(1):46–48 Wagner CH (1982) Simpson’s paradox in real life. Am Stat 36(1):46–48
56.
Zurück zum Zitat Wong DW, Shaw SL (2011) Measuring segregation: an activity space approach. J Geogr Syst 13(2):127–145CrossRef Wong DW, Shaw SL (2011) Measuring segregation: an activity space approach. J Geogr Syst 13(2):127–145CrossRef
Metadaten
Titel
Measuring and Mitigating Behavioural Segregation as an Optimisation Problem: The Case of Syrian Refugees in Turkey
verfasst von
Daniel Rhoads
Javier Borge-Holthoefer
Albert Solé-Ribalta
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-12554-7_15