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    Home Aairs

    Using EU Indicatorsof Immigrant Integration

    Final Report or Directorate-General

    or Home Aairs

    Written Thas Huddlestn, Jan Niessenand Jasper Dag Tjaden

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    Using EU Indicatrs Iigrant IntegratinReport prepared or the European Commission

    This project was carried out between January 2012 and April 2013 by the European Services

    Network (ESN) and the Migration Policy Group (MPG) on behal o the European Commission.

    ESN was responsible or the overall management o the project and the organisation o

    seminars held in Berlin, Budapest and Lisbon. MPG was responsible or the research and or

    engaging policy-makers and practitioners. An ad hoc research team was created with as

    members: Jan Niessen, (Director), Thomas Huddleston (Coordinator) and Jasper Dag Tjaden

    (Researcher) and Proessors, Pierre Desmarez, Dirk Jacobs, Sle Padraigin ODorchai and

    Andrea Rea o the Free University o Brussels (or quantitative analysis) and Albert Kraler

    and David Reichel o the International Centre or Migration Policy Development (or theassessment o data sources).

    Disclaimer

    This report was prepared by external consultants and does not necessarily reect the views

    o the European Commission.

    Brussels March 2013

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    Tale Cntents

    Using EU Indicatrs Iigrant Integratin

    Intrductin 4Eecutie Suar 5

    Chapter 1: Background on a pilot project to develop and use European integration indicators 11

    PART I: Analsis 14

    Chapter 2: What inuences migrant integration outcomes? 14

    2.1 Migrant population 142.2 General policies and context 182.3 Migration and integration policies 22

    Chapter 3: The Relevance o EU migrant integration indicators 24

    3.1 The relevance o EU migrant employment indicators 263.2 The relevance o EU migrant education indicators 263.3 The relevance o EU migrants social inclusion indicators 273.4 The relevance o EU migrants active citizenship indicators 283.5 The relevance o EU indicators o a welcoming society 29

    Chapter 4: Migrant integration and the Europe 2020 30

    PART II: Data assessent 32

    Chapter 5: Availability o indicators 32

    Chapter 6: Quality o data sources 33

    6.1 The LFS and EU-SILC 33

    6.2 PISA 34

    Chapter 7: Robustness o indicators 36

    Chapter 8: Alternative data sources 37

    Chapter 9: Availability o data sources or additional indicators 37

    PART III: Using EU indicatrs 39

    Chapter 10: Background on using integration indicators 3910.1 Key issues or integration indicators 39

    10.2 Integration indicators in the Member States 40

    10.3 Beyond integration: Using indicators in other areas o EU cooperation 41

    Chapter 11: How are integration indicators used or policymaking? Purposes & methods 42

    11.1. First purpose: Understanding the context 42

    11.2. A second purpose: Evaluating the results o policies 46

    11.3. Third purpose: Use targets to mainstream and improve integration 48

    Anne 51

    Further selected reading 67

    Glssar 70

    3

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    4

    Intrductin

    This report on the urther development and use o EU immigrant integration indicators in policy

    debates is prepared at the request o the European Commission by the European Services Network

    (ESN) and the Migration Policy Group (MPG). It is based on research undertaken by an ad hoc research

    team lead by MPG including scholars rom the Free University o Brussels (ULB) and the International

    Centre or Migration Policy Development (ICMPD) in Vienna.

    The initial research results were presented in discussions papers which were rst discussed by the

    European Commission and the National Contact Points on Integration (NCPIs) and subsequently by

    around 300 governmental and non-governmental integration actors and academics rom all 27 Mem-

    ber States and Norway attending three expert seminars that were organised in the course o 2012.

    Participants o the seminars were asked to make presentations on the development and use o

    integration indicators at local, regional, national and European levels. Concluding documents sum-

    marised the seminars main ndings. In this way, the European Commission and the NCPIs helped to

    rene research questions and to test how results can be interpreted and used to inorm policies. The

    seminar participants got a better understanding o how policies and outcomes can be measured andmonitored, as is being done in an increasing number o countries.

    This nal report has three parts which are preceded by this introduction, an executive summary and

    a background chapter.

    Part I o this report explores how three types o actors inuence societal integration outcomes in our

    areas and as such can inorm integration policies. The three types o actors concern personal charac-

    teristics o the immigrant population, the general context in the country and its specic migration and

    integration policies. The our areas are employment, education, social inclusion and active citizenship.

    In those areas, the European Union selected an initial number o indicators (the Zaragoza indictors)

    which are considered in this project. Overall, the analysis reconrms the relevance and useulness o

    the Zaragoza indicators.

    Part II reconrms the availability, accessibility and reliability o the main sources or the calculation

    o the integration indicators considered within the report. They include the EU-Labour Force Survey

    (EU-LFS), EU Statistics on Income and Living Conditions (EU-SILC), OECDs Programme or Interna-

    tional Student Assessment (PISA) as well as Eurostats migration statistics. These are well-established

    international and comparative data sources which build upon data that is gathered nationally, oen

    by national statistical institutes.

    Part III presents dierent options reecting the dierent ways in which indicators could be used to un-

    derstand national contexts, evaluate the outcomes o policies, and use targets to improve integration.

    It takes existing national and EU indicators as starting point or reection. Indicators can be used to

    describe the (constantly changing) situation in societies with citizens and residents with and without

    a migration background. Indicators can also be used to clariy the link between integration policiesand societal outcomes, or example by monitoring the beneciaries o policies and conducting robust

    impact evaluations.

    The report is explorative and descriptive in nature. Considering the advantages and limitations o

    international and comparative research, the results o this report represent a substantive contribution

    to the on-going debate and research on the development and use o integration indicators on which

    integration actors can build.

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    Eecutie Suar

    This report is based on the projects own research

    and analysis o existing international quantita-

    tive and qualitative research. Consultations with

    integration actors rom across Europe provided

    valuable inormation and insights. The projects

    outcomes can be summarised as ollows:

    1.1 Analsis

    1. Time o residence matters: Integration is a

    long-term process. Immigrants show better

    outcomes, the longer they are in the country.

    Just as or non-immigrants o working age,

    outcomes also improve generally with age.

    2. Gender matters: Across all Zaragoza indica-

    tors, oreign-born women and mothers are

    among the most vulnerable groups, in particu-

    lar those born in non-EU countries.

    3. Origin country matters: Compared to immi-

    grants rom EU or highly-developed countries,

    immigrants rom non-EU countries, in particu-

    lar less developed countries, have on aver-

    age dierent reasons or migration, dierent

    aspirations or the uture, and dierent typeso problems. Non-EU immigrants ace greater

    challenges on the labour market, the housing

    market and in schools. They are more likely to

    be aected by poverty and over-qualication.

    Immigrants rom lower developed countries

    are also more likely to naturalise.

    4. Socio-economic background matters: Social

    mobility remains modest or immigrants. Em-

    ployment and education outcomes still largely

    depend on the parents socio-economic status.

    Immigrants are more likely to be concentrated

    in lower track, low-perorming schools with alow average socio-economic status. Children

    o immigrants with low socio-economic status

    ace much greater difculties advancing into

    higher education.

    5. Quality matters: Integration is more than hav-

    ing a job, housing, and basic education. Em-

    ployed immigrants more oen work part-time,

    temporary, below their qualications and with

    wages that are insufcient to protect them

    rom poverty than non-immigrants. They are

    more likely to live in overcrowded housing andpay more o their income or rent. Foreign

    qualications are oen devalued on the labour

    market or not ormally recognised.

    6. Discrimination matters: Unequal treatment ham-

    pers integration. Immigrants are less likely to be

    hired even when their qualications are simi-

    lar to non-immigrants. Immigrant students are

    less likely to be reerred to higher track educa-

    tion even when their grades are similar to the

    perormance o non-immigrants. In countries

    with larger gaps between immigrants and non-

    immigrants, the public is more likely to say that

    discrimination against migrants is a problem.

    7. Context matters: Structures o society shape

    integration. Immigrants tend to have bet-

    ter labour market outcomes, perorm better

    in schools and participate more in countries

    where the general population has higher out-

    comes. Immigrants rom the same countryo origin and with a similar social background

    perorm dierently in dierent countries.

    Some welare systems protect immigrants

    rom poverty better than others and some

    education systems are more avourable or

    low-perorming immigrants. Across the board,

    more research is needed on the direct impact

    o the welare system, the education system,

    housing and general labour market structures

    on integration outcomes o immigrants.

    8. Policy matters: There is a lack o rigorous im-pact evaluations o policy eects in the EU.

    There is evidence that policies are directly rel-

    evant or some EU integration indicators. For

    example, Employment rates tend to be higher

    in countries with a larger share o work migra-

    tion. Welare systems in some countries were

    more successul in reducing poverty than oth-

    ers. Richer, more equal countries tend to adopt

    more ambitious integration policies. More im-

    migrants naturalise in countries where naturali-

    sation policies are more open. While there is a

    better understanding o which countries adopt

    policies and which outcomes seem to be as-sociated with which policies, very little is known

    about the causal eects o specic policies or

    programmes.

    Employment

    9. Highly-qualied immigrants are most likely

    to be overqualied or their job. Easier and

    more accessible recognition procedures,

    equivalence courses and European coopera-

    tion could acilitate the recognition o quali-

    cations and skills.

    10. Immigrants and their descendants are un-

    derrepresented in the public sector which is

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    a major share o the job market in many EU

    countries. Public sector employment targets

    and targeted inormation campaigns can in-

    crease application rates o eligible immigrants.

    11. Little is known about the impact o legal restric-

    tions or employment o some migrant groups

    and participation in labour market programmes

    on immigrants employment outcomes.

    12. Immigrants ace severe discrimination on the

    labour market. More accessible and coherent

    anti-discrimination legislation, stronger equali-

    ty bodies, more teacher and public sector train-

    ings as well as anonymous job applications

    could enhance the situation.

    Education

    13. Quality early childhood education and care is

    associated with better education outcomes

    or immigrants at the age o 15. Access and

    quality o early childhood education and

    care can have an impact on immigrants long

    term education careers.

    14. Education outcomes improve over time. Gen-

    eral education policies can accommodate re-

    cent immigrants by providing homework and

    other general school support or the young,language tuition or all, equivalence classes

    and access to lie-long learning or adult im-

    migrants. Targeted policies can tackle longer

    settled groups with lower achievement.

    15. Education outcomes still largely depend

    on the parents social background. There is

    evidence that decreasing socio-economic

    segregation in schools, increasing the hours

    spent in school, improving the quality o

    teaching, delaying the age o tracking and

    supporting students beore and during the

    transition into higher education can reducethat link. Smaller classes and more parental

    involvement have proven to be eective or

    improving immigrant childrens outcomes.

    16. Foreign trained immigrants qualications are

    oen not recognised or the skills and qualica-

    tions do not t current labour demand. Oppor-

    tunities or adult migrant learners to upgrade

    or equalise their qualications, including by

    providing easier access to lielong learning can

    help to enhance employability o immigrants.

    17. Immigrant students with good potential ace

    obstacles o discrimination in schools. A

    way to tackle this is providing discrimination

    awareness trainings and support or teach-

    ers to deal with second language teaching

    and diversity in class rooms.

    Social Inclusion

    18. The results o the projects seminar suggest

    that social inclusion indicators are rarely part

    o the debate on migrant integration de-

    spite the act that social inclusion indicators

    such as income, poverty, health and housing

    largely aect other areas o integration, such

    as education and employment. Immigrants

    have on average lower incomes, higher pov-

    erty risk, higher in-work poverty and worse

    housing conditions. Some evidence suggests

    that immigrants actually are less likely to

    use social benets than non-immigrants

    i several actors are accounted or. Moreresearch is needed on the impact o social

    benets on migrant integration.

    19. Immigrants are more likely to live in bigger

    amilies and overcrowded housing. However,

    not enough is known about how housing poli-

    cies aect integration outcomes. Evidence is

    needed on accessing the housing market and

    its impact on the situation o immigrants.

    20. Especially immigrant women in large house-

    holds are aected by poverty. There is a goodreason or reviewing compliance with and

    implementation o gender equality legisla-

    tion and the eects o amily and unemploy-

    ment benets on migrant amilies.

    Active Citizenship

    21. Citizenship and long-term residence are only

    two elements o active citizenship. Indicators

    on other orms o civic participation o mi-

    grants such as voting, membership in organi-

    sations, running or or holding a political ofce,

    protesting or volunteering are needed to cap-ture immigrants political and civic involvement.

    22. The interaction between access to citizenship

    and integration is complex. Naturalisation is

    both a nal step in a process and as a tool

    to urther improve integration in several ar-

    eas o lie. Citizenship is a societal outcome

    indicator, a policy indicator and a measure

    o openness o receiving societies, all at the

    same time.

    23. In many EU countries, many immigrants inthe country more than ten years have not

    naturalised. These people are still seen as

    oreigners and largely excluded rom the

    democratic process.

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    24. Immigrants become citizens and long-term

    residents more oen in countries where the

    process is more inclusive and where dual

    citizenship is accepted in both the country o

    origin and destination. Beyond legal changes

    acilitating naturalisation, support to pay

    naturalisation ees and minor changes o

    administrative procedures could acilitate

    acquisition o citizenship.

    25. Naturalised immigrants have on average

    better integration outcomes than non-nat-

    uralised in most countries, regardless o

    whether naturalisation policies are inclusive

    or restrictive. It remains unclear whether

    this citizenship premium is greater or lesser

    in certain countries due to their policies or

    to other actors. More research is needed onwho benets most rom naturalisation.

    The relevance o the Zaragoza indicators

    26. The project analysed relevant actors that

    inuence migrant integration with a view to

    inorm integration policies at various levels

    o governance. It reconrms the relevance o

    the Zaragoza indicators and proposes a ew

    additional ones.

    27. The Zaragoza indicators are relevant orachieving the goals o the Europe 2020 and

    ET2020 Strategies and benchmarks. To il-

    lustrate the impact o eectively integrating

    immigrants into the EU agenda, the project

    developed a closing the gap-scenario by

    which equal outcomes o the migrant popu-

    lation in comparison with the total popula-

    tion are assumed.

    28. Currently, the total employment rate in the

    EU is 69 %. The employment rate or the or-

    eign-born is 64 %. The Europe 2020 target is

    to increase the overall rate to 75 %. Closingthe employment gap or oreign-born immi-

    grants accounts or 10.7 % o meeting the

    Europe 2020 target across all EU countries

    or which targets and data are available. Giv-

    en the no gap scenario, Austria, Germany,

    the Netherlands, and Sweden would hal-

    way meet their national Europe 2020 target.

    29. Member States could prevent hal a mil-

    lion people rom leaving school early, i

    they could close the gap or migrants. This

    accounts or 8.7 % o all early school leav-ers in the EU. The EU as a whole would be

    30 % closer its headline target o reducing

    the early school leaver rate rom 14 to 10 %.

    The no gap scenario accounts or more than

    50 % o reaching the target in Belgium, Cy-

    prus, Denmark, Germany, Greece, and Italy.

    In act, Sweden would exceed its national

    education target.

    30. 23 % o the EU population is at risk o poverty

    or social exclusion. The rate is 9 % higher or

    the oreign-born population (32 %). I this gap

    were closed, the EU could li 3.3 million immi-

    grants out o poverty or social exclusion. This

    number accounts or 5 % o all people at risk

    o poverty or social exclusion in the EU. This

    stands or 17 % o all people at risk o poverty

    or social exclusion in Austria, 19 % in Belgium,

    and almost 19 % in Sweden. Closing the gap

    or immigrants would bring the whole o the

    EU 16.2 % closer to reaching its headline pov-

    erty target. The migrant gap represents morethan 50 % o the national targets in Austria,

    Belgium, Greece, and the Netherlands.

    1.2 Data surces

    31. The indicators o immigrant integration de-

    ned in the 2010 Ministerial Conerence in

    Zaragoza are based on high quality interna-

    tional data collections. Data sources used are

    the best available ones or monitoring the in-

    dicators dened in the Zaragoza Declaration.

    32. As these data sources were not originally de-

    veloped to measure outcomes or migrants,

    several improvements regarding data availa-

    bility and reliability should be pursued, such as:

    Increasing saple sizes: The main problem with

    availability and reliability o data or immigrant

    integration indicators stems rom small sample

    sizes. To better capture immigrants in the exist-

    ing data sources mainly two options are avail-

    able: 1. Oversampling: The sampling strategies

    could be adapted to sample more immigrants

    into the samples. Oversampling does not onlyimprove the reliability and scope o analysis o

    the Zaragoza indicators that use the LFS, SILC,

    PISA and Eurostat data. It would also create the

    opportunity to include additional indicators. For

    example, boosting immigrant samples in the

    European Social Survey would allow to meas-

    ure immigrants civic and political participation.

    2. Pooling o samples over years: Combining the

    data rom two years would double the sample

    sizes and will considerably improve availability

    o data in several countries, also allowing or

    urther breakdowns in more countries. For in-creasing availability and reliability, pooling data

    rom three years might be considered, even i, as

    a result, migrant integration indicators could not

    be produced every year. Pooling can be a cost-

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    eective short-term solution to make available

    more data to measure immigrant integration

    while it has to be kept in mind that some quality

    o data is lost in the process.

    Shwing uncertaint in results: Since results

    based on sample surveys are inevitably limited due

    to sampling errors, the provision o condence in-

    tervals would increase the visibility o uncertainty

    in the estimates. Showing condence intervals

    might increase the credibility o results based on

    small samples. I minimum sample size require-

    ments were lowered, results could be published or

    more countries. Condence intervals indicate rang-

    es o the estimates, in which the true population

    gures are very likely to be (by convention 95 %

    condence intervals). The estimation o these in-

    tervals depends on the sampling designs in thecountries, which are dierent across EU countries.

    Consequently, the condence intervals or total

    population and or immigrants have to be provided

    by the National Statistical Institutes (NSIs).

    Harnise ethds data prductin:

    Currently, dierent parameters or weighting

    survey estimates o the main surveys (especially

    the EU LFS) are employed across EU Member

    States. Some countries include estimates on the

    oreign born or oreign population to account or

    non-response and some countries do not. It isimportant to harmonise weights across countries

    according to country o birth or citizenship or

    providing more reliable comparisons o the esti-

    mates. There is a lack o research on weighting

    methods and practices by country o birth and

    citizenship and its impact on data quality.

    33. I the previous recommendations were also ap-

    plied to other data sources, such as the Europe-

    an Social Survey, they could be useul to explore

    additional indicators o migrant integration.

    34. Data harmonisation and improvement at theinternational level needs good coordination.

    Eurostat has set priorities or mainstream-

    ing migration statistics into general data col-

    lections. Eurostat should continue to take a

    leading role in reinorcing and coordinating

    research on the issues mentioned above in

    close cooperation with the NSIs.

    1.3 Using indicatrs

    35. There are three key policy purposes or using

    integration indicators: understanding inte-gration contexts and immigrants integration

    outcomes, evaluating the results o policies,

    and mainstreaming integration into general

    policies. These purposes are not one in the

    same. Measuring the situation o immigrants

    is a dierent exercise rom the evaluation o

    the results o integration policies. The results

    o these policies cannot all be measured in

    terms o immigrants outcomes on integra-

    tion indicators. For integration stakeholders,

    not all Europe 2020 targets are relevant or

    integration. For policymakers working in other

    elds, many o their policies are not signi-

    cantly aected by the situation o immigrants

    or the results o integration policies.

    36. The EU integration indicators make it easier

    to understand the integration context in the

    EU Member States so that policy actors can

    better learn rom one other. The results show

    the similarities and dierences in national con-

    texts, while urther analysis reveals what ac-tors explain these similarities and dierences.

    Integration outcomes in dierent countries are

    oen related to the same key aspects o the

    immigrant population, the general context, and

    national policies. The more these actors are

    present in a country, the more likely are cer-

    tain integration outcomes in that country. This

    analysis helps policy actors to appreciate the

    unique combination o actors inuencing in-

    tegration in their country and other countries.

    Moreover, the use o indicators over time gives

    policy actors a new long-term perspective orpolicy planning. The availability o these indica-

    tors is thereore a starting-point or more in-

    ormed mutual learning across the EU.

    37. Policy actors have various options or using

    integration indicators at various levels, which

    can be implemented and combined in dier-

    ent ways and at dierent times. The main

    options are summarised in the chart below.

    38. A more structured and regular integration

    monitoring at EU level can see the best results

    by building on existing national and Europeandata collection mechanisms. In this way dupli-

    cation is avoided. Existing data can be made

    more accessible or policy actors and scien-

    tists who can help to demonstrate how data

    can be used responsibly and meaningully.

    This may also incite urther reection about a

    possible expansion over time: rom a simpler

    to a more sophisticated system. Experiences

    at national, regional and local levels are im-

    portant in this respect as well.

    39. Integration policy makers and practitioners inMember States can learn rom each other in

    how indicators can be used in policy debates.

    The NCPI meetings and the European Integra-

    tion Forum are platorms or such exchange.

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    List Zaragza indicatrs and additinal indicatrs t e cnsidered

    Eplent Educatin Scial Inclusin Actie Citizenship Welcing Sciet

    Employment rate Highest educational

    attainment

    At-risk-o-poverty

    (and social

    exclusion)

    Naturalisation rate Perceived experience

    o discrimination

    (survey)*

    Unemployment rate Tertiary attainment Income Share o long-term

    residence

    Trust in public insti-

    tutions (survey)*Activity rate Early school leaving Sel-reported health

    status (controlling

    or age)

    Share o elected

    representatives

    (research)*

    Sense o belonging

    (survey)*

    Sel-employment Low-achievers (PISA) Property ownership Voter turnout

    (research)*

    Over-qualication Language skills o

    non-native speakers

    (LFS module)**

    Public sector employ-

    ment

    Participation in early

    childhood education

    (SILC/PISA)**

    Child poverty (SILC) Participation in vol-

    untary organisations

    (survey)*

    Public perception o

    racial/ethnic discrimi-

    nation (Eurobarom-

    eter)

    Temporary

    employment

    Participation in lie-

    long learning

    (LFS, AES)

    Sel-reported unmet

    need or medical

    care (SILC)

    Membership in trade

    unions (survey)*

    Public attitudes

    to political leader

    with ethnic minority

    background (Euroba-

    rometer)

    Part-time

    employment

    Not in education,

    employment or train-

    ing (LFS)

    Lie expectancy

    (SILC)

    Membership in politi-

    cal parties (survey)*

    Long-term

    unemployment

    Resilient students

    (PISA)**

    Healthy lie years

    (SILC)

    Political activity

    (survey)*

    Share o oreign-diplomas recognised

    (survey)**

    Concentration in low-perorming schools

    (PISA)**

    Housing cost over-burden (SILC)**

    Retention o inter-

    national students

    (research)*

    Overcrowding (SILC)**

    In-work poverty-risk

    (SILC)

    Persistent poverty-

    risk (SILC)

    Zaragzaindicatrs

    Prpse

    dNewIndicatrs

    Note: One star (*) marks indicators or which data needs to be collected or migrant sample sizes boosted.Two stars (**) mark indicators or which data is not available every year (ad hoc basis). The authors o this study propose a new

    category o indicators o the welcoming society. It includes the already proposed Zaragoza indicators perceived discrimination,

    trust in public institutions and sense o belonging.

    In addition, in some countries and in some in-

    tegration elds deeper analysis is undertaken

    rom which others can learn.

    40. An annual or multi-annual report on integra-

    tion along the lines o Eurostats Statistical

    Portrait would be a promising start. This could

    be expanded to include more ocused contex-

    tual inormation reecting the specicities o

    the immigration population and the bene-

    ciaries o specic policies in each country as

    well as valuable inormation on integration

    outcomes and policies at national and, where

    possible, regional and local level. A next stage

    can be when various types o analyses are

    used to measure impact.

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    PRoPoSAL: AN INCREmENTAL APPRoACH To USING INTEGRATIoN INDICAToRS

    WoRk IN PRoGRESS:

    mAINTAIN THE bASELINE

    SECoND oPTIoN:

    bUILD oN THE bASELINE

    THIRD oPTIoN: EvIDENCE-

    bASED PoLICymAkING

    Understanding the cntet

    integratin statisticians,

    researchers

    Ipred annual pulicatin

    EU indicatrs.

    What: Indicator results on Eurostat

    website & basic descriptive analy-

    sis in a Statistics in Focus report

    How: Eurostat updates the

    results. Commission & Member

    States consideration o ad-

    ditional indicators; NSIs improve

    data availability and quality

    when possible (see Part II

    Assessment)

    Existing resources: Eurostat

    & NSIs on-going work to main-

    stream migrants in statistics,boost migrant samples,

    & develop ad hoc modules

    or surveys

    multiannual integratin reprt

    ased n indicatrs

    What: In-depth descriptive analy-

    sis o the integration situation

    & dierent national contexts

    How: Data disaggregated or

    specic groups, monitored over

    time, & compared between

    immigrants & non-immigrants

    with same demographic charac-

    teristics (i.e. comparing like with

    like through statistical controls).

    Report can also include ad hoc

    thematic chapters.

    Existing resources: Examplesinclude 2011 Eurostat Statisti-

    cal Portrait, 2012 OECD Settling

    In, as well as national and local

    reports

    multiariate & lngitudinal

    analsis

    What: Analysis determines which

    contextual actors have most/least

    inuence on integration outcomes

    How: Research analyses the

    relationship between EU integra-

    tion indicators and three sets

    o actors (dierences in the

    immigrant populations, general

    policies & contexts, immigration

    & integration policies). Longitudi-

    nal data can also be analysed

    where possible.

    Existing resources: Existinginternational datasets on these

    contextual actors, national

    longitudinal datasets, national

    multivariate analysis

    Ealuating the results

    plicies researchers

    Cpare data n plicies

    and utces

    What: Analysis o the complex

    relationships between integra-

    tion policies & outcomes

    How: Dene policies in terms o

    intended outcomes on integra-

    tion indicators; conduct bivariateanalysis & mutual learning

    about how policies inuence

    outcomes and/or how outcomes

    are inuencing policies

    Existing resources: Up-to-date

    & comparable summaries o

    policies through EU-unded

    research, EMN, & EWSI

    Gather cntetual data

    n wh enets r plicies

    What: In-depth descriptive

    analysis o the implementation

    o policies in the our indicator

    areas

    How: Gather and share statistics

    on policy implementation, the po-tential and current beneciaries

    Existing resources: Administra-

    tive and ofcial statistics, EU-

    unded research, EMN, & EWSI

    Ecnetric causal

    ealuatins plic ipact

    What: Assesses prospective or

    retrospective impact o specic

    national policies on integration

    outcomes

    How: Evaluation studies done at

    national level, sub-national level,or between countries, depend-

    ing on the availability o data.

    The Commission could provide a

    review o such studies, exchange

    on methods, & quality standards

    Existing resources: Examples o

    causal evaluations in EU and tra-

    ditional countries o immigration.

    Using targets t ipre

    & ainstrea integratin

    policy actors

    keep integratin indicatrs

    releant r EU targets

    What: Europe 2020 targets are

    basis or integration indicators

    & thus can now be monitored

    or immigrants

    How: EU integration indica-

    tors can be changed to reect

    changes in Europe 2020 targets

    and statistics

    Existing resources: Coordination

    among DGs & Eurostat

    Calculate hw integratin

    ipres EU targets

    What: Calculations identiy areas

    & countries where immigrants

    are a major target group or

    general policies

    How: Statisticians calculate how

    closing the gap or immigrants

    helps EU countries meet their

    targets or smart, sustainable,

    and inclusive growth.

    Existing resources: EU OMCs

    & Eurostat

    Set specic natinal gals

    & targets r integratin

    What: Member States assess

    indicator results & set their own

    specic national goals & volun-

    tary targets

    How: Results assessed based

    on best available multivariate

    analysis & policy impact evalua-

    tions; Member States learn rom

    countries using targets

    Existing resources: EU OMCs,

    cooperation structures between

    relevant ministries, and with

    civil society

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    (1) http://www.consilium.europa.eu/ueDocs/cms_Data/docs/pressData/en/jha/82745.pd#zoom=100

    (2) http://www.se2009.eu/polopoly_s/1.28600!menu/standard/le/Indicators %20and %20monitoring %20o %20

    outcome %20o %20integration %20policies.pd

    (3) http://www.consilium.europa.eu/ueDocs/cms_Data/docs/pressData/en/ec/113591.pd

    (4) http://register.consilium.europa.eu/pd/en/10/st09/st09248.en10.pd

    (5) Council document 9248/10. It should be noted that all Council conclusions stress that there is currently no unied

    view among Member States on indicators in the area o active citizenship. Member States views dier in relation

    to the dierent views, goals and regulatory rameworks o integration policies in the respective Member States. The

    area o active citizenships is, however, an important area o development, considering that the participation o immi-grants in the democratic process as active citizens supports their integration and enhances their sense o belonging.

    (6) http://epp.eurostat.ec.europa.eu/cache/ITY_OFFPUB/KS-RA-11-009/EN/KS-RA-11-009-EN.PDF

    (7) http://epp.eurostat.ec.europa.eu/cache/ITY_OFFPUB/KS-31-10-539/EN/KS-31-10-539-EN.PDF

    (8) http://ec.europa.eu/home-aairs/news/intro/docs/110720/1_EN_ACT_part1_v10.pd

    CHAPTER 1:

    bacgrund n a pilt

    prject t deelpand use Eurpean

    integratin indicatrs

    Indicators have gradually gained importance in

    EU debates on general socio-economic partici-

    pation and later on immigrant integration. The

    Common Basic Principles or immigrant integra-

    tion policy in the EU, adopted by the Justice and

    Home Aairs Council on 19 November 20041,

    stated among other things that developing cleargoals, indicators and evaluation mechanisms are

    necessary to adjust policy, evaluate progress on

    integration and to make the exchange o inor-

    mation more eective.

    In 2009, a German government conerence in Ber-

    lin surveyed national experiences in monitoring

    integration and integration policy, and the Swed-

    ish Presidency Malm Conerence Conclusions2

    dened a list o core areas and indicators, which

    are based on the Common Basic Principles and EU

    indicators in the EU2020 Strategy3

    , covering ourcore areas o integration: employment, education,

    social inclusion, and active citizenship. In each

    area, Member States identied an initial set o a

    ew core indicators that are simple to understand,

    easy to communicate, comparable over time and

    or which a certain outcome is desirable. The se-

    lection o indicators was based on the availability

    and quality o comparable data. In total, 14 core

    indicators were proposed together with a ew in-

    dicators to be developed, which Member States

    also considered important to monitor although

    comparable data was still lacking.

    The 2010-2014 Stockholm Programme commit-

    ted the European Commission and Member

    States to develop a limited number o core indi-

    cators about the results o integration policies.

    The 2010 Zaragoza meeting4 o the ministers

    responsible or integration agreed on these EU

    indicators, which were then approved at the Jus-

    tice and Home Aairs Council on 3-4 June 20105.

    The Council also agreed or the Commission to

    launch a pilot project with a view to the evalua-

    tion o integration policies, including examining

    the indicators and analysing the signicance o

    the dened indicators taking into account the na-

    tional contexts, the background o diverse mi-

    grant populations and dierent migration and

    integration policies o the Member States, and

    reporting on the availability and quality o the

    data rom agreed harmonised sources necessaryor the calculation o these indicators.

    Eurostats 2011 pilot study6 addressed the avail-

    ability and quality o data rom harmonised

    sources or the calculation o the 15 indicators,

    or which comparable data could be compiled. It

    also published a statistical portrait o the rst

    and second generation7.

    The Commissions July 2011 European Agenda or

    the Integration o Third-Country Nationals8 sees

    common indicators as a way to systematically

    monitor the integration situation and EU2020targets, enhance policy coordination and make

    recommendations in dialogue with the Member

    States. The Justice and Aairs Council o 13-14

    December 2011 also again invited the Commis-

    sion to urther develop a monitoring system in-

    cluding appropriate data collection and analysis

    to monitor the degree o integration (outcomes

    o policies) based on agreed common indicators,

    recognising the principle o subsidiarity. This has

    been given a ollow-up by this 15-month project,

    launched by the Commission to analyse the rel-

    evance and results o these indicators, in line with

    the aorementioned Council conclusions.

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    Using indicators

    Indicators are a means to an end, a kind o lan-

    guage through which all integration actors can

    learn and communicate with a wider audience.

    Integration indicators need to be careully se-

    lected, understood and interpreted. This requires

    on-going debate among participants who identi-

    y, adapt and improve indictors where and when

    required. For example, debates at the seminars

    held or this project recognised the value o em-

    ployment rates as indictor but highlighted that

    the type o work is equally important as integra-

    tion indicator. The EU Handbooks on Integration

    speak o integration as a convergence o societal

    outcomes o people with and without an immi-

    grant background. Gaps between outcomes o

    dierent groups in society are important driv-ers o social policies. This calls or a better un-

    derstanding o the nature and size o the gaps

    and o the means to close them, rom which

    not only immigrants but also Europes increas-

    ingly diverse societies benet. The gaps may

    be bigger or smaller when people in the same

    situation - whether they have or do not have an

    immigrant background - are compared. Further

    analysis may demonstrate that gaps between

    certain groups within these two broad categories

    are actually not as big as the global gures or

    these categories suggest. This inormation maynuance the idea based on global gures that im-

    migrants and/or that policies have ailed.

    Types o analysis

    Descriptive analyses provide by disaggregating

    statistical data - a more detailed and complete

    picture o diversity among immigrant communi-

    ties and o Europes societies. Indeed, the report

    demonstrates that countries are dierent but

    that these dierences are oen due to the same

    types o actors, which are more present in some

    countries than in others. Descriptive analysesacilitate mutual understanding and learning

    among integration actors at various levels o

    governance. As a starting point and basis or

    comparing notes internationally, they can en-

    hance the understanding o national and local

    situations.

    Aggregate-level correlation (bivariate) analysis

    can identiy whether various potential actors

    are related to integration outcomes in a statisti-

    cally signicant way. This analysis tests widely-

    held assumptions about integration outcomes.Bivariate (correlation) analysis demonstrated the

    signicance o the EU indicators or many na-

    tional policies. Countries integration outcomes,

    as measured by the EU indicators, are in part

    related to their national contexts, including their

    national policies. The bivariate analysis provided

    a basic method to identiy any signicant rela-

    tionships between the situation o immigrants

    and dierent national policies.

    The value o such analysis is that individual sets

    o inormation are not any longer seen in isola-

    tion but are linked and that, consequently, com-

    prehensive policy approaches can be considered.

    For example, analysis can demonstrate that high

    or low employment rates are correlated with

    high or low educational attainment. Without

    even knowing what precisely inuences what, it

    can become clear that the two go together and

    may reinorce each other and that action on both

    ronts could be needed. Scientically speaking

    such correlations gain validity when the analyses

    include many countries and dierent periods otime. Multivariate analysis helps users to estab-

    lish which o the actors is most or least related

    to integration outcomes. The value o such an

    analysis is that it can identiy determining ac-

    tors. For example, it can help to explain high or

    low scores or immigrants in employment, edu-

    cational attainment, social inclusion and active

    citizenship. Is that because o their immigrant or

    socio-economic background, o being a man or

    a woman, or being young or old? Or is it a mix?

    Do policies play a role or not and i so what role?

    The policy implications are not difcult to imag-ine. However, the higher the ambitions to nd

    out these relationships the more sophisticated

    the methods must be and the more disaggre-

    gated data need to be and or a bigger num-

    ber o countries. This notwithstanding countries

    can gather enough o the same data and use

    the same technique to carry out similar analy-

    ses nationally and compare results internation-

    ally. Again this will give validity to the results.

    In this way international comparative research

    can enhance the understanding o integration

    dynamics and help to ocus and target policies

    nationally and locally.

    The Zaragoza indicators reconrmed

    This report reconrms that the Zaragoza indi-

    cators are relevant or the integration o im-

    migrants and consequently or policy-making at

    various levels o governance. It demonstrates

    that the various actors are oen related and

    that dierent categories o immigrants are di-

    erently aected. Some categories are aected,

    irrespective o a national context (women, or

    example) or seize certain opportunities (or ex-ample, more immigrants rom lower developed

    countries acquire citizenship than rom other

    countries). Individual countries may nd that

    they are an exception to a general tendency in a

    certain area. Further analysis may show that this

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    may occur in a limited number o countries and a

    limited number o areas. This exercise is useul,

    since it raises and answers questions why that

    is the case and what countries can do to avoid

    that situation or, as the case may be, to arrive at

    that situation.

    The research and discussions at the seminars

    not only provided urther clarication o the

    Zaragoza indicators but also saw the emergence

    o a consensus o what they actually mean and

    can do to inorm policies. A number o additional

    indicators were put orward or consideration.

    However, on active citizenship and social inclu-

    sion more work needs to be done. It is recognised

    that issues o long-term residence and naturali-

    sation are important integration matters and can

    be captured by indicators. For citizenship acquisi-tion, it must be claried whether this is a societal

    outcome indicator, a policy indictor or a measure

    o openness o receiving societies, or actually all

    o them. Moreover, the term active citizenship

    is more oen associated with civic and political

    participation which are recognised as useul in-

    tegration indicators but require more debate and

    research. Gaps also exist in other areas and more

    indicators may have to be developed to ll them.

    In the end, any kind o international comparative

    exercise will need to rely on a limited number

    o indicators. During the consultations, the de-velopment o indicators o a welcoming society

    was suggested. They could include: awareness

    and experience o discrimination, comort with

    diversity, trust in public institutions, and sense

    o belonging.

    Data sources

    The Zaragoza indicators are based on high

    quality international data sources. These data

    sources are without doubt the best ones avail-

    able or developing and using integration indica-

    tors. Representatives o Eurostat were present atall seminars explaining how this EU department

    is working together with national statistical in-

    stitutes to collect and harmonise data. Several

    improvements regarding data availability and

    reliability are already being discussed and taken

    orward by Eurostat and national statistical insti-

    tutes. Data harmonisation and improvement at

    the international levels need good coordination.

    Eurostat has set priorities or mainstreaming mi-

    gration statistics into general data collections9.

    Immigrant integration and the Europe 2020

    Strategy

    The research and seminars leading to this report

    linked immigrant integration indicators with the

    indicators that are being developed and used in

    the Europe 2020 Strategy, in particular in the

    open methods o coordination on employment,

    social inclusion and education. Representatives

    o the various Commissions departments, in-

    cluding some o those involved in the implemen-

    tation o this Strategy, were present at all three

    seminars. It became clear that the Strategy is

    also important or the integration o immigrants.

    More attention would need to be paid to the po-

    sition o immigrants in the various implement-

    ing mechanisms. Importantly, this Report shows

    that improving the outcomes or immigrants willsignicantly contribute to achieving the Europe

    2020 Strategys overall goals, thus showing

    how mainstreaming immigrant integration can

    be made benecial or immigrants and society

    as a whole. The use o integration indicators at

    national and EU levels develops through an in-

    cremental approach The report outlines dier-

    ent options or the use o integration indicators

    at national or EU level where appropriate. Policy

    actors can use this inormation as they consider

    what inormation they need to understand their

    national context, evaluate their policies, and usetargets to improve integration.

    (9) See or instance: European Commission, Working Group on Migration Statistics 2012: Migration Statistics Main-

    streaming: Implementing the ESS Programme or the Development o Migration Statistics, Luxembourg, 25-26

    April 2012, Eurostat, Doc. ESTAT/F2/MIGR(2012)07.

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    CHAPTER 2:

    What inuences igrant

    integratin utces?

    In the analysis report we present three dierent

    tpes actrs that inuence integration out-

    comes10. First we look at the immigrant popula-

    tion and individual actors.11 Secondly we consid-

    er general policies and actors associated withthe macro-level structure o receiving societies

    with regards to the labour market, education

    systems, social policies and the political context.

    Thirdly, we look at migration and integration

    policies and actors related to specic migration

    and targeted integration policies. Individual-level

    actors have been explored most extensively

    by research as large-scale surveys and admin-

    istrative data make available suitable sources

    or analysis. In comparison, general policies and

    context as well as migration and integration poli-

    cies remain under-researched as suitable data ismore difcult to obtain and statistical analysis

    more demanding.

    Clearly, the situation o immigrants across coun-

    tries is rather dierent, as well as their situa-

    tion in comparison to non-immigrants. However,

    the projects analysis has ound some evidence

    that countries with better social inclusion out-

    comes (e.g. income) are also the countries with

    better education outcomes. In countries where

    the dierence in reading perormance at age

    15 between oreign-born immigrants and non-

    immigrants is larger, the share o oreign-bornimmigrants below the median income level is

    higher. We also nd that in countries where a

    higher share o oreign-born immigrants have

    below median incomes compared to non-immi-

    grants, they tend to achieve basic education a

    lot less than non-immigrants.12 This also means

    that there may be an underexplored overlap be-

    tween dierent areas o integration, such as em-

    ployment, education, social inclusion and active

    citizenship. It is important to consider all areas

    relevant or integration and analyse the links be-

    tween the dierent areas. Outcomes in one area

    may very well have positive or negative eects

    on the other.

    Not one single set o actors is able to explain

    the situation o immigrants or all dierences

    between immigrants and non-immigrants in EU

    countries. For example, socio-economic status

    and residence inuence education and employ-

    ment outcomes to a large degree. However, the

    social status cannot explain everything. The

    reading perormance o 15 year old oreign-bornimmigrants rom the same country o origin and

    with similar background varies across dierent

    EU countries. The second generation also show

    large education gaps even though they were

    born in the country o residence and have equal

    residence periods. Accounting or social status

    reduces the education gap between immigrants

    and non-immigrants signicantly in many coun-

    tries, however, dierences remain. This means

    that other actors such as general policies and

    national context as well as specic immigration

    and integration policies shape integration out-comes.

    2.1 migrant ppulatin

    The rst set o actors that directly inuence

    integration outcomes relate to the immigrant

    population. This is to say that the composition o

    the immigrant population in a country will have

    an impact on integration outcomes. The compo-

    sition o migrant populations is shaped by many

    actors (e.g. history, geography and migration

    policies).

    Migrant population actors can be distinguished

    as degraphic (gender, age, amily status, citi-

    zenship, country o birth (rst or second genera-

    tion), country o birth o the parents, length o

    residence/and age o arrival), sciecnic

    PART 1: Analsis

    (10) In the context o migrant integration indicators, the term outcome describes a (statistical) result o a certain

    indicator, usually measured in rates. Outcomes are compared between immigrants and non-immigrants (gaps).

    In general, outcomes o indicators can describe the situation o integration o immigrants in a certain area o

    society.(11) I not indicated otherwise, the term immigrant generally includes both rst or second generation and both EU

    national or Third Country Nationals.

    (12) For a ull list o correlations between indicators, see the annex. These calculations are provided by David Reichel

    rom the International Centre or Migration Policy Development.

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    (13) More national research has also ocussed on social capital (contacts, networks) and cultural characteristics (reli-

    gion, attitudes towards receiving societys norms and values) as relevant actors or migrant integration.

    (education, employment, income, occupation,

    level o development o country o origin) and

    scicultural characteristics (mother tongue,

    language acquisition).13

    2.1.1 Which igrant ppulatincharacteristics inuenceeplent utces?

    With ew exceptions rom southern EU coun-

    tries and EU-12, the rst and second genera-

    tion is generally less likely to be employed than

    the non-immigrant population. In general, im-

    migrant men achieve similar employment rates

    than non-immigrants. The overall dierence can

    largely be explained by low rates or women, es-

    pecially rom outside the EU. Highly skilled im-

    migrants are more likely to be unemployed thanlow skilled immigrants. Highly skilled immigrants

    are also more likely to be overqualied than non-

    immigrants, especially i they were born outside

    the EU.

    Age, residence, gender

    Just like or the non-immigrant population, em-

    ployment outcomes improve with working age

    and residence. Nevertheless, equal years o

    residence do not erase the disadvantage o im-

    migrants (migrant penalty). Second-generationimmigrants with equal residence than non-im-

    migrants show relatively lower outcomes on the

    labour market in many EU-15 countries.

    Womens labour market outcomes are usually

    lower than mens, especially when they were

    born in non-EU countries. Foreign-born immi-

    grant women between 20-29 years are more

    likely to be married and have children than non-

    immigrant women in most EU countries. The

    projects analysis shows that countries where

    there are more oreign-born immigrant house-

    holds with one or more children, oreign-bornmigrants are also more likely to be at risk o

    poverty. Countries where ewer oreign-born

    migrant women have primary education than

    non-immigrants, oreign-born immigrant women

    also have lower employment and labour market

    outcomes. This is not the case or men. Children

    have a greater negative eect on labour market

    participation o oreign-born immigrant women

    than on non-immigrant women. Across some EU

    countries, the risk o being unemployed and not

    in education is higher or emale children o im-

    migrants than or males, with the exception o

    the Scandinavian countries. This suggests that

    males continue to be the sole breadwinner more

    oen in immigrant amilies than in non-immi-

    grant amilies. When they work, oreign-born mi-

    grant women are twice as likely to work in low

    skilled proessions as migrant men according to

    the OECD. This gender gap does not exist or the

    non-immigrant population in many EU countries.

    The policy implications could be that general la-

    bour market policies are made more suitable to

    support younger and more recent immigrants.

    Targeted labour market programmes and train-

    ings could ocus on low skilled and long-term un-

    employed immigrants, in particular women with

    children. A review o the impact o amily ben-

    ets and o gender equality legislation on im-migrant women could lead to policy adaptations.

    Education

    Lower educational levels explain a large part

    o the dierences between employment out-

    comes o immigrants and non-immigrants. The

    gaps reduce when accounting or education

    and socio-economic position o the parents. For

    some groups, the employment rate o non-EU

    immigrants is up to ve times higher than or

    non-immigrants. Access to and quality o earlychildhood education, avoiding social segregation

    in schools, allowing high permeability between

    school tracks and supporting immigrants be-

    ore and during the transition phase into higher

    education can help to enhance the qualications

    o immigrants and break the link between the

    socio-economic status o immigrants with their

    parents.

    Whereas unemployment tends to be higher or

    the low-educated or both migrants and the

    native-born, dierences with the non-immigrant

    population are most pronounced or the highlyeducated. In many EU countries, low-educated

    immigrants have a higher employment rate than

    their native-born peers. This is particularly vis-

    ible in countries that have had signicant low-

    educated labour migration over the past decade.

    In contrast, in all countries with signicant im-

    migrant populations the highly educated immi-

    grants have lower employment rates than the

    highly educated native-born. This could mean

    that the migrant penalty is actually increasing

    with higher skill levels.

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    Job quality

    Employment is not enough to provide equal op-

    portunities or immigrants. Narrow employment

    gaps can hide other issues o immigrant integra-

    tion, such as the quality o work. Work quality

    is usually measured by temporary employment,

    low-skilled employment, part-time-employment,

    public sector employment and over-qualication.

    In addition to age, educational attainment is clear-

    ly an important determinant or accessing higher

    skilled, better paid jobs. However, higher skills

    also lead to increased risk o being overqualied.

    On average, there is virtually no dierence in the

    likelihood to be overqualied between immigrants

    rom high-income countries and the native-born.

    Eurostat showed that the risk o over qualicationis particularly high or recent immigrants rom

    non-EU countries. Their ormal qualications are

    thus highly discounted in the labour markets o

    high-income EU countries. The discount is mainly

    observed or those who have obtained their quali-

    cations in low-income countries. In contrast, im-

    migrants trained in the country o residence have

    similar over-qualication rates than the native-

    born and always lower than those who have

    acquired their qualications abroad according to

    the OECD. Easier and more accessible recognition

    procedures, equivalence courses and Europeancooperation could acilitate the recognition o

    qualications and skills or immigrants.

    2.1.2 Which igrant ppulatincharacteristics inuenceeducatin utces?

    Education outcomes vary considerably across

    country and across dierent indicators. In most

    EU countries, the rst and second generation

    have on average lower educational attainment,

    leave school early more oen and perorm worse

    in reading at the age o 15. The educational dis-advantage is less pronounced in terms o ter-

    tiary education (e.g. university).

    Residence

    The OECD ound that years o schooling in the

    country o residence is a relevant actor or the

    reading perormance o migrant students at age

    15. First-generation students who arrived in the

    country at a younger age outperorm those who

    arrived when they were older. Education systems

    are better able to improve student perormancewhen they have a longer opportunity to shape

    the learning outcomes o immigrant students.

    The policy implication could be that general edu-

    cation policies accommodate recent immigrants

    by providing homework and other general school

    support or the young, language tuition or all,

    equivalence classes and access to lie-long learn-

    ing or adult immigrants. Targeted policies can e-

    ectively tackle longer settled groups with lower

    achievement.

    Socio-economic background

    Parents education and socio-economic position

    are one o the key explanatory actors o the

    lower outcomes o immigrants observed in EU

    countries, especially or the second generation.

    Bivariate analysis shows that there is a clear re-

    lationship between the average socio-economic

    status o the oreign-born population and un-

    derachievement in education. Immigrants per-

    orm worse in countries where the oreign-bornimmigrant population is on average poorer

    than the total population. Foreign-born resi-

    dents in richer and more equal societies oen

    have a lower socio-economic status than the

    native-born; by extension, their children oen

    have higher rates o underachievement. Central

    and Southern European countries tend to have

    oreign-born populations with a similar i not

    higher socio-economic status compared to

    the native-born and, thus, little-to-no-gap in

    achievement between oreign- and native-born

    students. Socio-economic status and educa-tional level o parents appear to explain almost

    all the educational disadvantages o children

    o immigrants rom high-income countries, but

    only hal o the disadvantage o the children

    rom lower-income countries. To reduce the link

    and decrease socio-economic segregation in

    schools, various measures can be introduced,

    such as increasing the hours spent in school,

    improving the quality o teaching, delaying the

    age o tracking and supporting students beore

    and during the transition into higher education.

    Smaller classes and parental involvement pro-

    jects have proven eective in many cases toboost outcomes o immigrant children.

    Language spoken at home

    The language spoken at home has an inuence

    on the education o immigrants. Students that

    speak the language o instruction at home are

    much more likely to perorm better in schools.

    In this regard, getting parents more involved

    in their childrens education has proven to be

    an eective strategy to improve education out-

    comes o children.

    Other socio-cultural actors that inuence edu-

    cation outcomes reer to dierent national, reli-

    gious or ethnic backgrounds (sometimes called

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    cultural proximity). Some researchers nd that

    immigrants general attitudes towards educa-

    tion and motivational orientations may support

    or hinder the integration process. Cultural ac-

    tors have also been used to account or dier-

    ences in school success between immigrant

    groups. This research oen ocuses on the rela-

    tively high achievement levels o inuence rom

    some Asian countries and lower achievement

    levels o immigrants rom Muslim-majority

    countries.

    2.1.3 Which igrant ppulatincharacteristics inuence scialinclusin utces?

    Social inclusion is a broad and interconnected

    area including poverty, income, health and hous-ing. On average, oreign-born immigrants are at

    a higher risk o poverty, have lower incomes and

    more oen live in overcrowded housing. Instru-

    ments o social inclusion include social policies

    (e.g. benets, spending, taxes) and housing pol-

    icy (e.g. availability o social housing and com-

    petitiveness o housing market).

    As is the case or non-immigrants, common socio-

    demographic characteristics improve social inclu-

    sion outcomes over time. The projects bivariate

    analysis suggests that higher age, income, educa-tion, employment and duration o residence are all

    associated with better social inclusion o oreign-

    born immigrants in terms o higher incomes and

    lower poverty risk.

    Household composition

    We ound a strong inuence o household com-

    position on the income o the oreign-born pop-

    ulation. Foreign-born amilies without children

    have similar incomes compared to the total

    population. However, the income gap is larger

    or oreign-born immigrants with children. Chil-dren widen the dierence in incomes between

    oreign-born immigrants and the total popula-

    tion. The same pattern applies to poverty risk.

    The oreign-born are more likely to be at risk o

    poverty compared to the native born when they

    have children. More research is needed on the

    impact o amily-related benets, amily struc-

    ture and poverty on immigrant integration.

    2.1.4 Which igrant ppulatincharacteristics inuence actiecitizenship utces?

    Currently, naturalisation rates, long-term residence

    rates, and immigrants among elected representa-

    tives have been proposed as relevant EU active

    citizenship indicators. Available research ocuses

    on naturalisation and other orms o political par-

    ticipation such as voting, volunteering and mem-

    bership and or participation in organisations. There

    is very limited international research on long-term

    residence. Some case studies have collected inor-

    mation on immigrants in elected ofces.14

    Based on data rom the European Social Survey

    (ESS), researchers ound that immigrants po-

    litical involvement in terms o membership andvoting in the EU is generally lower than among

    native-born. However, a dierent picture emerg-

    es when observers take into account inormal

    participation in humanitarian aid, human rights,

    and immigrant rights movements where partici-

    pants are oen not registered as members. On

    average, voter turnout in elections shows lower

    participation o immigrants compared to non-

    immigrants in EU countries. However, this gap is

    reduced signicantly when the results are con-

    trolled or age and education.

    Employment, education, amily status

    Citizenship is the prerequisite or voting at the

    national level in nearly all EU countries and at

    the regional level in the majority o EU countries.

    Analysis based on ESS data also indicated that

    citizenship increases other orms o civic partici-

    pation (e.g. helping others in society). The main

    individual predicators o naturalisation have been

    rst identied in the United States and largely

    conrmed in national and comparative studies in

    Europe. Rates are higher among the second gen-

    eration, especially o mixed parentage. Participa-tion oen increases as immigrants spend more

    time in the country and naturalise. Duration o

    residence and marriage are the only signicant

    determinants o naturalisation or immigrants

    rom both developed and developing countries.

    Other relevant individual-level actors include

    employment, income levels, education, language

    ability, amily status, and social contacts.

    (14) See, Bird et al (2011), Morales et al (2011) in the urther reading list and a graph rom Kirchberger et al (2011)

    in the annex.

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    Country o origin and language skills

    Several studies have ound that immigrants rom

    lower developed and politically unstable coun-

    tries are more likely to naturalise. Recent analysis

    showed that oreign-born immigrants rom low-or-

    medium-developed countries are on average ve

    times as likely to naturalise as immigrants rom

    highly-developed countries. In most EU countries,

    people rom developed (especially EU) countries

    tend to naturalise less because they have less in-

    centives to acquire the citizenship o another EU

    country. In addition, educational attainment and

    speaking the countrys language at home increases

    the likelihood to naturalise or immigrants rom

    developing countries, but has no eect on immi-

    grants rom developed countries. Low-educated

    immigrants rom a high-income country are morelikely than their highly educated counterparts to be

    nationals. On the contrary, among immigrants orig-

    inating rom a lower-income country, those that

    are highly educated are more likely to be nationals

    than their low-educated counterparts.

    Residence

    In most EU countries, immigrants (sel-reported)

    electoral participation increases the longer they

    have settled in the country. According to the OECD,

    in Finland, Greece, Ireland, Portugal, Spain and theUnited Kingdom, long-term residents voter turnout

    is more than 10 percentage points higher than the

    turnout o immigrants in general. Furthermore, in

    several countries Hungary, Israel and the United

    Kingdom participation rates or long-term resi-

    dents appear higher than those o native-born.

    Subjective actors

    More subjective indicators, such as sense o

    belonging, interest in politics, experience o

    discrimination and trust in political institutions

    have been mentioned in the context o activecitizenship. More research is being done on the

    question how these subjective indicators may also

    inuence more objective active citizenship indi-

    cators, or example, voting and membership and/or

    participation in organisations. This research is still

    at the beginning. So ar, there are mixed results

    about how these indicators are related to the

    various orms o political participation.

    2.2 General plicies

    and cntetThe second set o actors that inuence integra-

    tion outcomes are general policies and context.

    This set o actors takes into account dierent

    national contexts across the EU. Broadly dened,

    they include labour market structures and eco-

    nomic growth, the education system, the welare

    system, the housing market, and public opinion.

    In general, less is known about the relative im-

    portance o macro-level actors compared to

    well-researched individual level actors.

    Explaining macro-level actors

    Labour market actors include economic growth,

    occupational sectors, occupational conditions,

    minimum wages, and labour laws. Employment

    rates in relation to overall economic growth give

    an indication whether immigrants benet equally

    in good times or suer disproportionately in bad

    times. The employment sectors can inuence

    immigrants employment rate as sectors that re-

    quire less qualications and social skills (i.e. agri-cultural sector) are oen easier or immigrants to

    access. However, skill-demanding labour markets

    and the less accessible high skilled jobs increase

    the risk o over-qualication or immigrants. The

    projects bivariate analysis suggests that oreign-

    born immigrants are disproportionately aected

    by part-time and temporary work. They seem to

    be the rst one in and out o the labour market.

    In this regard, employment protection legislation

    a measurement o how easy rms can hire and

    re workers - can have an impact on immigrant

    employment. In theory, tight labour laws decreasethe propensity o companies to hire workers. This

    could disadvantage immigrants in competition

    with non-immigrants.

    Education systems are very diverse across the

    EU. Dierent systems impact the perormance

    o immigrants. Some o the better researched

    characteristics o education systems are access

    and availability o early-childhood education, the

    age o ability grouping (tracking), socio-econom-

    ic composition o schools, the diversication o

    schools tracks, and public spending on education.

    Others may be mandatory school years, graderepetition, class sizes, number o school hours

    and centralised curricula. In some cases, these

    aspects have helped immigrants to overcome

    their oen unavourable socio-economic back-

    ground and discrimination in order to achieve

    higher qualications.

    Basic income and housing are essential human

    needs. They are regarded as prerequisites or

    structural integration in society. The link between

    welare systems, housing and migrant integration

    remains under-researched. So ar, considerablymore attention has been paid to employment and

    education. Some countries measure the uptake o

    social services o immigrants. Other research has

    looked at how social transers aect the poverty

    risk o immigrants compared to non-immigrants.

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    Social transers include amily related benets,

    housing benets, age-related benets, unemploy-

    ment benets and social assistance. The extent to

    which EU governments provide these benets is

    reected in overall social spending as percentage

    o GDP and general welare generosity indices.

    The housing market is closely related to social

    issues. Are immigrants living in overcrowded ac-

    commodation, how many own property, how rel-

    evant is social housing in a country, how much

    do immigrants spend on rent relative to their in-

    come? The answers to these questions have an

    inuence on the social inclusion o immigrants.

    Lastly, public opinion can inuence integration

    outcomes. Public opinion can be considered an

    umbrella term reecting the more subjective

    indicators o receiving societies. This can bemeasured through public attitudes, (awareness

    o) discrimination and media discourse. In some

    countries, surveys indicate high levels o anti-

    immigrant attitudes. Surveys and experimental

    studies have shown high degrees o discrimina-

    tion against immigrants, especially in schools

    and at the work place. Several international

    studies have also analysed the media coverage

    o immigration and integration issues. They o-

    ten nd a negative bias o migrant integration

    issues in many EU countries.

    2.2.1 Which cntet actrs inuenceeplent utces?

    Presumably, a positive economic situation over-

    all will benet immigrants. More growth is likely

    to increase migrant employment. Generally, the

    projects bivariate analysis has shown that em-

    ployment rates o oreign-born immigrants are

    better in countries where non-immigrants also

    have higher employment rates. However, while

    immigrants take advantage o economic op-

    portunities in good times, the nancial crisis has

    shown that immigrants are the rst to exit thelabour market when times are more difcult. Im-

    migrants were aected most by the economic

    downturn in once booming new countries o im-

    migration. In addition, regional and local dier-

    ences in the labour market inuence integration

    as immigrants ace very dierent opportunities

    in dierent places. Immigrants oen move to

    places due to existing social networks, not nec-

    essarily due to labour market needs.

    Employment sectors

    The projects bivariate analysis shows that coun-

    tries with larger agricultural sectors tend to have

    narrower gaps in emale employment rates and

    somewhat narrower gaps in male employment

    rates. Foreign-born non-EU immigrant women

    are also less active compared to non-immigrant

    women in countries with larger service sectors.

    This suggests that service unrelated work (ag-

    riculture, industry) is avourable or the employ-

    ment o non-EU immigrant women. On average

    across the EU, immigrants are overrepresented

    in low-skilled sectors such as construction, ac-

    commodation and ood services and underrep-

    resented in higher skilled jobs including public

    sector jobs. The second generation are less l ikely

    to work in public administration, health and so-

    cial work or education than non-immigrants. In

    some countries, these public sector jobs repre-

    sent a large share o the labour market, oer-

    ing stable work conditions. Large dierences in

    employment rates with ospring o native-born

    in Belgium and Spain are partly explained by

    the low share o employment in the public sec-tor among native-born ospring o immigrants.

    Public sector employment targets and inorma-

    tion campaigns can increase application rates

    o eligible immigrants. This has the potential to

    enhance the employment situation in addition to

    raising public awareness o diversity.

    Country o origin, legal restrictions, minimum wages

    The general level o development o the country o

    residence matters. There are greater dierences

    in labour market participation between the gen-eral population and the non-EU-born in countries

    with higher levels o human development. Legal

    restrictions to access to labour markets or amily

    and humanitarian migrants in some countries can

    have an eect on employment outcomes.

    There is some evidence that minimum wages set

    too high or excessively restrictive employment

    protection legislation could increase the level o

    structural unemployment and make it especially

    difcult or new arrivals to nd work.

    Discrimination and public opinion

    One context actor that has yielded more re-

    search results is discrimination. The most con-

    vincing studies o the occurrence o discrimina-

    tion are eld experiments, which test the actual

    behaviour o employers seeking to ll job vacan-

    cies. Job seekers with oreign names have to

    submit twice as many applications to be invited

    or an interview than other job seekers with the

    exact same qualication. Studies on discrimina-

    tion in the labour market in Belgium, Denmark,

    France, Germany, Italy, the Netherlands, Norway,Spain, Sweden, Switzerland, the United Kingdom

    and the United States ollowing a standard

    procedure or correspondence testing developed

    by the International Labour Organization (ILO) in

    1992, showed similar tendencies.

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    Based on the projects bivariate analysis, we nd

    that countries where oreign-born immigrants

    have lower integration outcomes, the awareness

    o discrimination among the general population

    is higher. The projects analysis ound that lower

    levels o labour market participation or non-EU-

    born women and men are associated with great-

    er public awareness o discrimination against

    oreigners. However, the direction o causation

    is not clear. Foreign-born immigrants may have

    lower outcomes because they are being discrim-

    inated against or, they are being discriminated

    against because they have lower outcomes. In-

    terestingly, the countries with higher awareness

    o discrimination are oen the countries with

    more inclusive integration policies, in particular

    strong anti-discrimination laws and extensive la-

    bour market integration policies. We also oundthat countries with high support or equal rights

    or legal immigrants also adopt more inclusive

    integration policies. This indicates that countries

    with greater challenges to integrate immigrants,

    higher perceived levels o discrimination and

    more avourable attitudes towards immigrants

    are also the countries that adopt more ambitious

    anti-discrimination and labour market policies.

    Some have argued that public opinion, indeed,

    can be relevant or employment outcomes o

    immigrants beyond discrimination on the labourmarket. Anti-immigrant perceptions restrict gov-

    ernments ability to promote high-skilled labour

    migration which European companies are in

    need o.

    Discrimination awareness training or employ-

    ers, anonymous job applications, strong imple-

    mentation o ant-discrimination legislation and

    public anti-discrimination campaigns have the

    potential to reduce the impact o discrimination

    and negative public opinion on employment o

    immigrants.

    2.2.2 Which cntet actrs inuenceeducatin utces?

    The type o education system matters. The

    level o underachievement among immigrant

    students and the general population are linked.

    As a general trend, the share o underachievers

    among oreign-born immigrant students is high-

    er in countries with more underachievers within

    the general population. We have also ound that

    the share o the oreign-born with a university

    degree is higher in countries with more universi-ty graduates within the general population. More

    migrants leave school early in countries with a

    larger share o early school leavers within the

    general population. This perormance correla-

    tion across all our education indicators implies

    that the general educational system is a major

    actor or the general population, including or

    migrants. Where the general population ares

    better, migrants generally also do better.

    Overall perormance o education system

    The projects bivariate analysis has ound that

    higher levels o spending on education as per-

    centage o GDP is associated with higher reading

    scores o 15 year old immigrants. While rates

    or oreign-born immigrants might generally be

    higher in countries that spend more on educa-

    tion, the dierences between oreign-born im-

    migrants and non-immigrants are also larger.

    The dierence (gap) between oreign-born im-

    migrants and the general population is greaterin countries with greater levels o wealth and

    equality within the general population. There are

    oen more underachievers among oreign-born

    immigrant students than among the general

    student body in countries where natives have

    a relatively high socio-economic position. This

    nding suggests that a country with a wealthier,

    equal, and educated general population will be

    more likely to have greater student achieve-

    ment gaps between the general population and

    oreign-born immigrants. In poorer and more un-

    equal societies, native students are oen just asaected by underachievement as migrant stu-

    dents. Even though migrants generally do better

    in countries where everybody does better, the

    dierences between migrants and natives ap-

    pear to be larger in countries where the general

    population has better conditions or high peror-

    mance. Generally, this analysis nds dierent

    situations in many North and Northwest Euro-

    pean countries in comparison to many Central

    and Southern European countries.

    School segregation

    School segregation can be considered one rel-

    evant actor inuencing the education o immi-

    grants. Several studies show that students with

    an immigrant background tend to ace the double

    challenge o coming rom a disadvantaged back-

    ground themselves and going to a school with a

    more disadvantaged prole (measured by the av-

    erage socio-economic background o a schools

    inuence) - both o which are negatively related

    with student perormance. While there may be a

    negative eect o ethnic segregation, it appears

    that its impact is considerably smaller than the e-ect o the socio-economic position o the parents.

    This means that the issue is not ethnic segrega-

    tion o schools but socio-economic segregation.

    There is evidence that the outcomes o immigrant

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