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23 SES 12 D: Education policies targeting disadvantaged youth
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23. Policy Studies and Politics of Education
Paper Whose voices matter in public debates on education disadvantage? Evidence from England, Scotland and Republic of Ireland using Natural Language Processing University College London, United Kingdom Presenting Author:Public debates about education shape policy agendas, yet these debates are characterised by inequalities in whose voices are heard and whose perspectives gain influence (Ball, 1993; 2012; Fraser, 2007). As a result, policymakers often rely on simplified stories that dominate public discussion, rather than engaging with robust research evidence (Oliver & Cairney, 2019). These dynamics influence which understandings of education disadvantage are more likely to gain visibility, and which interpretations are treated as credible within policy debates. Understanding what topics are being discussed, by whom, and how they are being framed is essential for researchers seeking to engage meaningfully with key stakeholders and position their own work within ongoing debates. However, tracking public discussions in education is challenging, given the large number of actors and outputs circulating across multiple arenas. This presents a significant problem for researchers attempting to understand the landscape of policy debates and position their work effectively within them. This paper addresses the challenge of understanding whose voices matter in shaping public debates about education disadvantage and inequality. It examines how unequal distributions of voice shape framings of education disadvantage across three contexts: England, Scotland and the Republic of Ireland. The research asks: Who participates in public debates about education disadvantage? How are these issues framed by different actors? What inequalities exist in whose knowledge is privileged in policy discussions? How do these patterns differ across the three contexts? The research draws on scholarship examining whose voices gain influence in policy debates (Ball, 1993; 2012; Fraser, 2007) and the relationship between research evidence and policy (Oliver & Cairney, 2019). It recognizes that political cultures, governance arrangements and knowledge flows differ across education systems (Ozga, 2018), creating different conditions for whose voices are heard and whose perspectives shape policy agendas. The comparative design examining England, Scotland and the Republic of Ireland enables analysis of how these contextual factors influence patterns of voice and framing. While broadly comparable, the three contexts provide opportunities to identify both common patterns and important differences in how education disadvantage is discussed and whose knowledge is privileged in public policy discussions. This research addresses questions about how education research can meaningfully influence policy in an era where the conditions of knowledge production are in flux. By making visible who participates in public debates and how education disadvantage is framed across different contexts, it offers researchers a systematic way to track public debates and inform their own research agendas and engagement strategies. This is particularly significant given the challenge policymakers face in engaging with robust research evidence rather than relying on simplified stories that dominate public discussion. Methodology, Methods, Research Instruments or Sources Used This paper employs machine learning methods to examine how unequal distributions of voice shape framings of education disadvantage and inequality. Advances in artificial intelligence now make it possible to examine these dynamics at scale, in ways that would be impossible to do manually, though critical reflexivity is needed about what these methods can and cannot reveal (Boyd & Crawford, 2012). The research analyses several thousand publicly available texts gathered from media outlets, think tanks, government communications and research and academia across England, Scotland and the Republic of Ireland. Four specific machine learning techniques are employed: 1. Topic modelling - to identify what topics are being discussed in relation to education disadvantage and inequality 2. Sentiment analysis - to examine how these topics are discussed 3. Framing analysis - to understand how education disadvantage is framed by different actors 4. Named entity recognition - to identify who participates in these public debates These computational analyses enable systematic examination of large volumes of text to reveal patterns that would be impossible to identify through manual analysis alone. The computational analyses are complemented by co-design workshops with researchers, policymakers and practitioners. These workshops serve two purposes: first, to ground the findings in domain expertise; second, to support critical reflection on what AI methods can and cannot do in education policy research. This approach addresses the need for critical reflexivity about computational methods while demonstrating their potential value for understanding policy debates. The approach makes visible who participates in public debates and the different framings in discussions of education disadvantage within and across contexts. The comparative design enables comparison of how political cultures, governance arrangements and knowledge flows differ within each education system (Ozga, 2018). While broadly comparable, the three contexts enable the identification of important differences in how education disadvantage and inequality is framed and whose knowledge is privileged in public discussions of policy. Conclusions, Expected Outcomes or Findings This approach makes visible who participates in public debates about education disadvantage and reveals the different framings used in discussions across England, Scotland and the Republic of Ireland. The comparative design demonstrates how political cultures, governance arrangements and knowledge flows differ within each education system, creating different conditions for whose voices are heard and whose perspectives gain influence. The research reveals important differences across the three contexts in how education disadvantage and inequality is framed and whose knowledge is privileged in public discussions of policy. These findings illuminate the inequalities in voice that characterize public debates, showing which actors participate and which perspectives gain visibility and credibility. By combining machine learning methods with co-design workshops, the research demonstrates both the possibilities and limitations of computational approaches to understanding policy debates. The computational analysis enables examination of patterns at scale that would be impossible to identify manually, while the workshops ground these findings in domain expertise and support critical reflection on what AI methods can and cannot reveal. This approach offers researchers a systematic way to track public debates and inform their own research agendas and engagement strategies. Understanding what topics are being discussed, by whom, and how they are being framed enables researchers to engage more meaningfully with key stakeholders and position their work within ongoing debates. The findings address questions about how education research can meaningfully influence policy in an era where the conditions of knowledge production are in flux, and where policymakers often rely on simplified stories that dominate public discussion rather than engaging with robust research evidence. References Ball, S.J. (1993). What is policy? Texts, trajectories and toolboxes. Discourse: Studies in the Cultural Politics of Education, 13(2), 10-17. Ball, S.J. (2012). Global Education Inc.: New policy networks and the neoliberal imaginary. Routledge. Boyd, D., & Crawford, K. (2012). Critical questions for big data. Information, Communication & Society, 15(5), 662-679. Fraser, N. (2007). Re-framing justice in a globalizing world. In T. Lovell (Ed.), (Mis)recognition, social inequality and social justice (pp. 17-35). Routledge. Oliver, K., & Cairney, P. (2019). The dos and don'ts of influencing policy: A systematic review of advice to academics. Palgrave Communications, 5(21). Ozga, J. (2018). Education governance and accountability: Theoretical and methodological issues. World Yearbook of Education. 23. Policy Studies and Politics of Education
Paper Meeting Refugee Students’ Educational Needs in Iceland: Navigating Policy and Sociocultural Contexts 1: University of Iceland, Iceland; 2: University of Akureyri, Iceland Presenting Author:Research at both international and national levels demonstrates that students with a refugee background are frequently overlooked or marginalised in educational policymaking and practice. Icelandic research by Eva Harðardóttir (Harðardóttir et al., 2021), alongside international studies (e.g.Block et al., 2014; Cerna, 2019), highlights the limited and inconsistent attention given to refugee students’ learning, social, and emotional needs. These findings are reinforced by the OECD (2024), which notes that weak data infrastructure in Iceland leaves policymakers “navigating somewhat blind in immigrant integration policy making” (p. 13), increasing the risk of superficial or ineffective policies. A persistent challenge is the uneven implementation of existing policies. Although Icelandic schools are required to develop welcome plans for immigrant students (Ministry of Education Science and Culture, 2021), research shows considerable variation in how municipalities and schools organise and deliver support (Ragnarsdóttir & Gunnþórsdóttir, 2024). Harðardóttir’s (2021) analysis of educational policy reveals gaps in how young refugees are represented, mirroring international findings on the crucial role of schools as institutions in successful refugee resettlement (Taylor & Sidhu, 2012). At the school level, limited resources, time constraints, and lack of experience present significant barriers. Schools often lack appropriate assessment tools to evaluate newly arrived students and to provide them with suitable education subsequently, particularly those with interrupted schooling or non-Latin alphabet literacy backgrounds. Likewise, teachers frequently report working without clear guidelines and describe inclusive education as an added burden rather than an integral part of their role (Gunnþórsdóttir & Jóhannesson, 2014; Ragnarsdóttir & Gunnþórsdóttir, 2024). Thus, interviews with teachers consistently point to a need for clearer direction and stronger institutional support from authorities (Gunnþórsdóttir & Óskarsdóttir, 2025). Another concern lies in the limited means available to identify learning difficulties among refugee students. Language proficiency is often used as the primary indicator of academic ability, increasing the risk that learning difficulties remain undetected among students who are not fluent in Icelandic. This is particularly troubling given evidence from the Counselling and Diagnostic Center of Iceland that students with diverse linguistic and cultural backgrounds are overrepresented in special education services (Gudmundsdottir et al., 2025). Delayed identification of learning needs can have long-term consequences for students’ educational trajectories. This article forms the third part of a three-article based PhD research project and focuses specifically on the relationship between policy and practice related to refugee education and services. Building on findings from the first two articles (forthcoming), it examines how current educational policies shape the support structures and learning conditions of refugee students in Icelandic schools. Research question:How do Icelandic education and immigration policies construct and address the educational needs of refugee youth in compulsory and upper secondary education? Theoretical framework: Methodology, Methods, Research Instruments or Sources Used This article is based on a qualitative analysis of national education and policy documents on immigration matters in Iceland. The primary data consist of national curricula for compulsory and upper secondary education, alongside key policy documents shaping educational and social responses to refugee and immigrant populations. These include Education Policy 2030, the draft policy to 2038 A Society for Everyone, and policies on immigrant affairs issued by the Ministry of Education and Children (2022) and the Ministry of Social Affairs and Labour (2023, 2024). The documents are analysed using historical discourse analysis, allowing for an examination of how refugee students and their educational needs are constructed across policy texts over time. This approach focuses on identifying dominant discourses, shifts in policy language, and underlying assumptions regarding inclusion, responsibility, and support within the Icelandic education system. Particular attention is given to how policies articulate expectations toward schools, teachers, and other educational actors, as well as how refugee students are positioned in relation to broader categories such as immigrants, multilingual learners, or students with special educational needs. The analytical process follows a six-step approach described by Jóhannesson (Jóhannesson, 2006, 2010) and traces discursive themes and legitimating principles across policy periods, enabling a critical examination of coherence and tensions between education policy, immigration policy, and national curricula. This perspective makes it possible to explore how policy discourses evolve in response to demographic change, international frameworks, and national priorities. Conclusions, Expected Outcomes or Findings At the time of writing this abstract, the analysis is at an early stage. The anticipated findings are expected to provide a critical assessment of how and whether educational policymaking has responded to recent societal changes, particularly the increasing presence of students with diverse linguistic and cultural backgrounds in Icelandic schools, and the fact that schools are required to address their social and academic needs to enable them to achieve educational success. The findings are expected to inform policymakers’ efforts to develop more robust and responsive educational policies for refugee children and youth. References Banks, J. A., & Banks, C. A. M. (2020). Multicultural Education. Issues and Perspectives (10 ed.). John Wiley & Sons. Block, K., Cross, S., Riggs, E., & Gibbs, L. (2014). Supporting schools to create an inclusive environment for refugee students. International Journal of Inclusive Education, 18(12), 1337-1355. https://doi.org/10.1080/13603116.2014.899636 Cerna, L. (2019). Refugee education: Integration models and practices in OECD countries. OECD Education Working Papers, No. 203. https://doi.org/10.1787/a3251a00-en Gudmundsdottir, E., Frigge, H. M., Saemundsen, E., Jensinudottir, K. B., & Njardvik, U. (2025). Rate differences in referrals and diagnostic outcomes of neurodevelopmental disorders between children with native and migrant backgrounds: a retrospective cohort study. European Child & Adolescent Psychiatry, 34(10), 3293-3305. https://doi.org/10.1007/s00787-025-02744-3 Gunnþórsdóttir, H., & Óskarsdóttir, E. (2025). Working with multilingual students in Iceland: Exploring educational experiences of newly graduated teachers. In A. Reath Warren, Iversen, J. Y., & Straszer, B. (Ed.), Teacher education for working in linguistically diverse classrooms: Nordic perspectives (pp. 31-53). Language Science Press. https://doi.org/10.5281/zenodo.15280895 Harðardóttir, E., Magnúsdóttir, B. R., & Dillabough, J.-A. (2021). Understanding the politics of inclusion, the ‘refugee’ and nation: analysis of public policies and teacher narratives in Iceland. International Journal of Inclusive Education, 25(2), 239-258. https://doi.org/10.1080/13603116.2019.1707306 Jóhannesson, I. Á. (2006). “Strong, Independent, Able to Learn More …”: Inclusion and the construction of school students in Iceland as diagnosable subjects. Discourse: Studies in the Cultural Politics of Education, 27(1), 103-119. https://doi.org/10.1080/01596300500510328 Jóhannesson, I. Á. (2010). The politics of historical discourse analysis: a qualitative research method? Discourse: Studies in the Cultural Politics of Education, 31(2), 251-264. https://doi.org/10.1080/01596301003679768 Ministry of Education Science and Culture. (2021). Auglýsing um breytingu á aðalnámskrá grunnskóla. Stjórnartíðindi, Nr. 1238/2021. https://www.stjornartidindi.is/Advert.aspx?RecordID=a5799517-7d75-4347-9b8b-e6ea56b31068 OECD. (2024). Skills and Labour Market Integration of Immigrants and their Children in Iceland. Working Together for Integration. Ragnarsdóttir, H., & Gunnþórsdóttir, H. (2024). Icelandic municipalities’ response to students with an immigrant background. Scandinavian Journal of Educational Research, 1-13. https://doi.org/10.1080/00313831.2024.2322958 Taylor, S., & Sidhu, R. K. (2012). Supporting refugee students in schools: what constitutes inclusive education? International Journal of Inclusive Education, 16(1), 39-56. https://doi.org/10.1080/13603110903560085 23. Policy Studies and Politics of Education
Paper Addressing Spatial (Mis)Matches in the Construction of Learning Outcomes: The Juxtaposition of Selected Regional and Urban Contexts in Europe 1: University of Münster, Germany; 2: Autonomous University of Barcelona, Spain Presenting Author:The spatial turn in social sciences and humanities (Massey, 2005; Soja, 2010; Freytag et al., 2022) has re-opened the debates on how educational research, policy, and practice align in reaching educational goals. Recently, the policy agenda has been attracted to measurable performances of learners and institutions (Biesta, 2009; Gorur, 2016; Grek, 2024), calling for more efficient and scalable instruments that can improve the quality of learning outcomes and reduce the number of school dropouts. The paper departs from the observation that spatial issues in the “construction” of learning outcomes have a significant impact on the quality of learning and living and need to be considered more carefully in policy provision and professional practice at various governance levels. Spaces are understood and enacted differently by different actors involved in the construction of learning outcomes – professionals, policymakers, educators, trainers, employers, and young people. They also entail various meanings that either open or close the opportunity structures for learners, be it due to their symbolic and cultural significance (homeland, the foreign), economic performance (thriving or declining regions), or educational chances (central vs. peripheral sites). Against this background, the paper aims to problematize and address the spatial (mis)matches in the construction of learning outcomes by comparing regional and urban contexts in selected Europe’s regions. The paper is based on research findings of the EU-funded research project Constructing Learning Outcomes in Europe: A multi-level analysis of (under)achievement in the life course (CLEAR) and unfolds in three steps: first, we provide an overview of the conceptual underpinnings and potential of the spatial perspective to re-address educational issues and identify the variety of spatial understandings in the construction of learning outcomes; second, we analyse the spatial (mis)matches in the policy provision and practice in selected sites and regions in Southern and Central Europe – the regions include Kentriki Makedonia (Greece), Marche (Italy), and Comunitat Valenciana (Spain), the urban sites include Barcelona (Spain), Lisbon (Portugal), Hamburg (Germany), and Vienna (Austria); third, we juxtapose and contrast the findings from regional and urban sites to unveil how spaces interact with various levels of local/regional policymaking and different opportunity structures of young people. Methodology, Methods, Research Instruments or Sources Used We have applied multi-level, mixed-method approach to the study of spatial (mis)matches in the construction of learning outcomes. This included qualitative, semi-structured interviews with key policy actors and policy practitioners at the local/regional level and narrative biographical interviews with young people (18-29 years) from vulnerable positions. The data have been collected in several EU regions, which have been selected on the basis of economic, educational, and social performance indicators and deemed as either comparably thriving or declining. Furthermore, the analysis is rooted in quantitative analysis of the socio-economic factors of the countries and regions studied that have provided a comprehensive account of the current developments, patterns, and sub-national trajectories. Conclusions, Expected Outcomes or Findings Our findings suggest that spatial dimension in educational policymaking needs further exploration. This particularly impacts the sensitivity of various actor groups involved in the local/regional policymaking in acknowledging the variety of spatial framings and their implications for decision-making processes. We have further observed differences in the regional and urban contexts, especially in terms of the density of educational and labour market provision, which, however, does not necessarily lead to higher quality learning outcomes unless it is coupled with shared understanding between various actor groups. The paper, thus, closes with a series of suggestions to overcome the existing mismatches and integrate the spatial perspective into educational policymaking by fostering local/regional participation and enabling various groups to voice their concerns and expectations. References Biesta, G. (2009). Good education in an age of measurement: on the need to reconnect with the question of purpose in education. Educational Assessment, Evaluation and Accountability, 21, 33–46. https://doi.org/10.1007/s11092-008-9064-9 Freytag, T., Lauen, D. L., & Robertson, S. (Eds.) (2022). Space, Place and Educational Settings. Springer. Gorur, R. (2016). Seeing like PISA: A cautionary tale about the performativity of international assessments. European Educational Research Journal, 15(5), 598–616. https://doi.org/10.1177/1474904116658299 Grek, S. (2024). The New Production of Expert Knowledge. Education, Quantification and Utopia. Palgrave Macmillan. Massey, D. (2005). For space. SAGE. Soja, E. W. (2010). Seeking spatial justice. University of Minnesota Press. | ||