Abstract
Despite decades of inclusive education reform, special education policy and practice remain dominated by compliance-oriented logics that prioritize placement, procedural safeguards, and individual remediation, often without attending to students’ lived experiences of belonging, participation, and recognition. Drawing on historical and contemporary scholarship in inclusive education, disability studies, DisCrit, ethics of care, and social network theory, this paper advances relational inclusivity as an integrative paradigmatic reframing of special education as a democratic and ethical project. Rather than positioning relationality as a new idea, the paper situates relational inclusivity within long-standing critiques of deficit-based and individualistic models, while offering a coherent framework for operationalizing relational justice in classrooms and policy contexts. Central to this framework is the conceptualization of educators as relational architects who shape classroom social ecologies through everyday pedagogical decisions. To support this work, the paper reconceptualizes social network analysis as part of a broader critical methodological repertoire that renders visible the relational structures through which inclusion and exclusion are produced. A case illustration demonstrates how ethically grounded, reflexive uses of social network analysis can support teachers in identifying relational inequities and designing more inclusive learning communities. The paper concludes by examining implications for democratic accountability, policy reform, and future research, arguing that relational well-being must be treated as a core educational outcome rather than a peripheral concern.
Keywords
Introduction
Despite decades of reform in special education in the United States (ADA, 1990; IDEA, 2004; ESSA, 2015; Rehab. Act § 504, 1973), policy and practice continue to be shaped by predominantly individualistic and deficit-oriented logics that emphasize eligibility, placement, and remediation, often without sustained attention to students’ relational, cultural, and socioemotional experiences of schooling (Dinishak, 2016; Kirby, 2017). While these policies have expanded access to services and legal protections, extensive scholarship has documented how their implementation frequently intersects with broader systems of racialization, linguistic marginalization, and socioeconomic inequality, producing uneven educational opportunities and outcomes for Black, Latine, Indigenous, refugee, culturally and linguistically diverse learners, and students from low-income backgrounds (Artiles & Ortiz, 2002; Harry & Klingner, 2014; Morgan, 2020).
Importantly, this critique does not suggest that special education or disability identification is inherently harmful, nor that supports and services are unnecessary. Rather, it highlights how compliance-driven policy frameworks, when treated as sufficient indicators of equity, may obscure the relational conditions through which inclusion is experienced in everyday classroom life. In such contexts, students with dis/Abilities may be positioned primarily as recipients of services rather than as active participants in social learning communities. Inclusion thus becomes framed largely as a logistical or procedural matter (Mehta & Seim, 2023), defined by access to the Least Restrictive Environment (LRE) or individualized supports (IDEA, 2004). Yet, critical analyses of the LRE provision caution that rights-based language can coexist with, and at times legitimate, exclusionary arrangements when inclusion is reduced to placement along a continuum rather than examined as a lived relational, cultural, and emotional experience. Voulgarides et al. (2024), for example, demonstrate how LRE discourse may sustain paradoxes of access by promoting ableist assumptions and insufficiently addressing the intersectional experiences of Black, Indigenous, and Youth of Color with dis/Abilities across legal, institutional, and lived-experience levels. This critique strengthens the present article's claim that inclusion cannot be evaluated solely through placement or service access, but must also attend to students’ social participation, peer relationships, recognition, and belonging (Mamas et al., 2019; Mamas, 2025; Ryndak et al., 2014).
This emphasis on placement and procedural compliance risks narrowing how disability is understood in research and policy. Students are not and have not been conceptualized within the scholarly literature as being defined solely by disability labels (Ashby, 2010; Demetriou, 2022). Rather, a persistent challenge in special education has been the tendency to treat disability as an analytically isolated category, insufficiently examined in relation to race, ethnicity, language, gender, socioeconomic status, and migration histories, among others (Garcia & Ortiz, 2013; Thomas & Macnab, 2022), disconnected from the broader sociopolitical contexts that shape students’ opportunities for connection, recognition, and success (Harry & Klingner, 2014). Such siloed approaches limit our capacity to understand how educational opportunities are shaped at the intersection of multiple systems of power.
For example, a Latine emergent bilingual student with a dis/Ability may encounter not only ableist assumptions but also linguistic racism, cultural misrecognition, and racialized discipline practices, all of which shape their socioemotional wellbeing and learning experiences in the classroom. A recent systematic literature review by Hernández-Saca et al. (2023) demonstrates that inclusion research must attend to affective, intersectional, discursive, emotive, and material dimensions of schooling, foregrounding how relational and emotional exclusion intertwine with sociocultural marginalization.
Concerns about social belonging, participation, and relational life are not new within inclusive education. Since at least the 1980s and 1990s, scholars and advocates have challenged individual-pathology models of disability and advanced social, relational, and ecological perspectives that emphasize participation, community membership, and recognition as central to educational justice (Lawson & Beckett, 2021; Oliver & Barnes, 2012). However, despite this extensive body of scholarship, contemporary policy and accountability systems continue to prioritize outcomes that are more readily measured, such as placement, service provision, and academic performance, while leaving relational dimensions of inclusion largely unaccounted for.
Without an explicit intersectional and relational lens, inclusion efforts risk becoming superficial or performative. Students may be physically present in classrooms that remain socially exclusionary spaces, where deficit-based perceptions persist and meaningful participation is limited. In such environments, the democratic promise of inclusive education remains unrealized. Addressing this gap requires not only reconsidering who is included, but how inclusion is enacted relationally, and in relation to whom (Mamas & Mallén-Lacambra, 2025). It also demands closer attention to how identity, power, and belonging are negotiated through everyday classroom interactions (Thomas & Loxley, 2022).
This paper argues that educational systems must move beyond narrow definitions of inclusion and engage inclusion as a democratic and ethical project grounded in relationships. Democracy, in this framing, is not invoked as a rhetorical ideal but as a question of accountability: whose experiences count, what forms of participation are recognized, and how power is exercised in shaping students’ opportunities for connection and voice. A relational approach challenges the enduring legacy of individualism in special education (Thomas & Loxley, 2022), which has historically obscured the social and structural conditions that shape learning and participation. Instead, it foregrounds the everyday relationships through which access, recognition, and wellbeing are produced in classrooms (Mamas & Mallén-Lacambra, 2025).
Voulgarides and colleagues’ (2024) critical analysis of the LRE provision underscores this tension by demonstrating how disability law, at the macro, meso, and micro levels, promotes ableism and fails to address the intersectionalities that sustain racialized educational inequities. Compliance alone, they argue, cannot produce equity when exclusion is reproduced through routine institutional practices that operate under the guise of inclusion (Voulgarides et al., 2024). This critique strengthens the case for a relational framing of inclusion that treats belonging and connection as central, not supplementary, to educational justice.
In this light, I introduce relational inclusivity not as a wholly new invention, but as an integrative paradigmatic reframing that brings together long-standing insights from inclusive education, intersectional dis/Ability justice, ethics of care, and social theories of learning. Relational inclusivity recognizes that learning and development are deeply social processes (Vygotsky, 1978) and that exclusion is produced not only through curriculum or assessment, but through relational arrangements. Inclusion, therefore, must be evaluated not solely by placement or service access, but by the extent to which students are woven into the social web of their learning communities (Mamas et al., 2024).
This framework draws on intersectional dis/Ability justice scholarship that centers interdependence, lived experience, and the redistribution of power within educational spaces (Ko et al., 2024; Saia et al., 2024), as well as DisCrit theory, which illuminates how racism and ableism operate together to structure educational opportunities (Annamma et al., 2013; Annamma et al., 2018; Annamma, 2016). Together, these perspectives shift analytic attention away from individual deficits and toward the relational and structural conditions that produce marginalization.
At the center of this reframing is the role of educators, particularly classroom teachers, as relational architects who shape classroom social ecologies through routine pedagogical decisions (Mamas et al., 2024; Mamas & Mallén-Lacambra, 2025). Teachers influence opportunities for connection, recognition, and collaboration through how they organize learning activities, establish norms, model language, and structure peer interactions (Mamas et al., 2024). This framing does not attribute unilateral power to teachers but acknowledges their situated responsibility within institutional constraints (Mamas & Mallén-Lacambra, 2025). Research on dual language learners with learning disabilities illustrates how culturally and linguistically responsive instructional practices can transform inclusion from procedural compliance into relational belonging (Alvarado et al., 2021).
To support this relational work, tools such as the Social Network Analysis (SNA) Toolkit (Mamas et al., 2019; Mamas et al., 2024; Mamas et al., 2025) can function as one component of a broader critical methodological repertoire. While SNA has a long history in education and social sciences, its use within a relational inclusivity framework emphasizes ethical, reflexive interpretation rather than technical measurement alone. When embedded in critical and care-oriented approaches, SNA can help educators and researchers visualize relational patterns, surface inequities, and inform intentional interventions, without reducing students to static categories (Mamas & Mallén-Lacambra, 2025). Cultivating relational inclusivity is therefore not a “soft” or ancillary goal. It is foundational to educational equity. At a moment of democratic erosion and growing social fragmentation, reframing inclusion as a relational and political practice offers a necessary pathway toward co-constructing educational systems grounded in care, interdependence, and shared responsibility. In alignment with the aims of this special issue, the article treats relational inclusivity as a paradigmatic reframing that brings together intersectionality, critical methodology, historical-policy analysis, and asset-oriented understandings of dis/Ability.
Consistent with the call for researchers to engage positioning as an active, reflexive practice throughout the knowledge production process, this paper is shaped by the author's situated location within special education, inclusive education, and social network research. As a researcher whose work has centered relational and socioemotional dimensions of schooling for students with dis/Abilities, including those navigating intersecting forms of marginalization, I bring specific ontological, epistemological, sociohistorical, and sociocultural commitments to this framing. These include a commitment to relational justice, an alignment with DisCrit and disability studies in education, and an awareness of how institutional contexts, including university-based research, reproduce the very power arrangements this paper critiques. Following Boveda and Annamma (2023), positionality is understood here not as a static disclosure of identities but as an ongoing negotiation with the field, the literature, and the communities whose experiences this work seeks to center.
Theoretical Underpinning
Relational inclusivity conceptualizes inclusion as active, sustained participation in the socioemotional and academic life of learning communities, rather than as physical presence or access to curriculum alone (Mamas & Mallén-Lacambra, 2025). This framing builds on long-standing theoretical traditions in inclusive education, disability studies, and sociocultural theory that have challenged individual-pathology models of disability and learning (Oliver, 2018). Relational approaches have emphasized participation, belonging, and recognition as central to educational justice for decades; relational inclusivity does not replace these traditions but integrates them into a framework explicitly oriented toward democratic accountability and everyday classroom practice.
Relational inclusivity draws from multiple theoretical perspectives, including ethics of care (Noddings, 1984; 2005), social constructivism (Vygotsky, 1978), social network theory (Borgatti et al., 2024; Carolan, 2013), and scholarship on relational pedagogy and restorative justice (Hollweck et al., 2019; Mamas et al., 2024; Mamas & Trautman, 2025; Vaandering, 2014). Together, these traditions affirm that human development is fundamentally relational (Overton, 2013) and that learning emerges through meaningful engagement with others (Hogan & Tudge, 2014). This theoretical plurality is intentional: relational inclusivity requires attention to the historical, sociocultural, affective, and material conditions through which race, language, dis/Ability, and other identity markers shape students’ opportunities for participation and recognition.
Importantly, relational inclusivity does not reject the relevance of disability identification, specialized instruction, or individualized supports. Rather, it challenges frameworks that treat diagnoses or categorical placements as sufficient indicators of inclusion. Instead of centering static categories of need, relational inclusivity emphasizes fluid, context-sensitive networks of care, support, and belonging that shape how students experience schooling in practice. From this perspective, inclusion is understood as a relational condition that is continuously produced, or undermined, through interaction. Throughout this article, I use the term dis/Ability to signal that both ability and disability are socially, historically, culturally, and politically constructed, rather than neutral or purely individual attributes. This language reflects an asset-oriented and justice-centered understanding of dis/Ability that resists deficit framings while still recognizing the material importance of services, supports, and protections. From this perspective, the problem is not the existence of disability identification itself, but the ways educational systems can transform labels into lowered expectations, social marginalization, or segregated opportunities.
Within this framework, educators—particularly classroom teachers—are conceptualized as relational architects; professionals whose everyday pedagogical decisions shape the social ecosystems of classrooms. Teachers influence opportunities for reciprocity, emotional safety, and participation through how they structure group work, establish norms, model language, and respond to diversity. This framing does not romanticize teacher agency or suggest unilateral control; rather, it situates teachers as relational actors operating within institutional, cultural, and policy constraints (Tripathi, 2025). Their work is therefore both pedagogical and ethical, involving continuous judgment about how relationships are cultivated and whose participation is enabled.
This relational orientation is particularly consequential for students who experience intersecting forms of marginalization, including those navigating racialized dis/Ability labels, language minoritization, displacement, and trauma. Relational inclusivity aligns with intersectional dis/Ability justice and DisCrit frameworks that foreground the lived experiences of multiply marginalized communities and insist on systemic analyses of exclusion (Annamma et al., 2013; Hernández-Saca et al., 2018; Saia et al., 2024). These frameworks highlight how ableism, racism, linguistic oppression, and socioeconomic exclusion are co-constitutive, and how educational inequities are produced relationally rather than residing within students themselves.
The ethics of care (Gilligan, 1993; Noddings, 1984; 2005) provides a central philosophical anchor for relational inclusivity (Mamas & Mallén-Lacambra, 2025). Care is understood not as a peripheral or supplemental “soft skill,” but as a justice-oriented relational practice that sustains, repairs, and transforms the social world (Gilligan, 1993; Tronto, 1998). From this perspective, human beings are fundamentally interdependent, and wellbeing emerges through networks of mutual responsibility (Mamas & Mallén-Lacambra, 2025). In educational contexts, an ethics-of-care orientation shifts analytic attention from the isolated learner to the quality of relationships within learning environments, including student–student, student–teacher, and teacher–community ties. Inclusion is therefore incomplete when students remain socially peripheral, when relational climate is unsafe or inequitable, or when cultural and linguistic diversity is unrecognized. The ethics of care further emphasizes contextual, particularistic decision-making over universalized procedural responses, urging educators to remain attentive to the cultural and sociohistorical conditions in which relationships are embedded (Mamas & Mallén-Lacambra, 2025). This emphasis directly addresses critiques of compliance-driven approaches that privilege formal equity while neglecting lived relational realities.
Relational inclusivity also draws from the social network perspective, which situates learning and development within the dynamic patterns of relationships that structure educational life (Borgatti et al., 2024; Neal, 2020). From this perspective, students are embedded in multiplex networks, including friendship, play, academic help, and emotional support, that vary in intensity, reciprocity, and inclusivity (Mamas et al., 2020; 2024). These networks shape access to learning opportunities, recognition, and belonging in ways that are often invisible to educators and policymakers.
The SNA Toolkit operationalizes this perspective by providing educators and researchers with a means to map, visualize, and interpret relational patterns. SNA is not presented here as a novel method or as a standalone paradigm. Rather, it is positioned as one component of a broader critical methodological repertoire. When used reflexively and ethically, and interpreted through care-oriented and justice-centered lenses, SNA can help identify relational marginalization, surface hidden exclusions, and illuminate inequities in relational opportunity without reifying students or reducing relationships to static labels. When integrated with the ethics of care, insights from SNA support interventions that strengthen both “caring for” (direct, responsive relationships) and “caring about” (collective solidarity and responsibility) within learning communities (Noddings, 1984; Rabin & Smith, 2013).
By synthesizing ethics of care, sociocultural theory, social network perspectives, and intersectional dis/Ability justice frameworks, relational inclusivity advances a relational paradigm in which belonging is both the means and the outcome of inclusion. This paradigm does not claim conceptual novelty; rather, it offers an integrative framework that makes relational dimensions of inclusion theoretically explicit, analytically visible, and pedagogically actionable. In doing so, relational inclusivity reframes inclusion as a democratic and ethical project, grounded in shared responsibility for cultivating learning environments where all students are recognized as valued and connected members of their communities. Democracy, in this sense, is enacted through relational accountability, through attention to who participates, whose voices are heard, and how power circulates within everyday educational interactions. This theoretical integration positions educators’ relational work as central, not peripheral, to the pursuit of equitable and just schooling.
Historical and Policy Context
Federal legislation, including the Individuals with Disabilities Education Act (IDEA, 2004) and the Every Student Succeeds Act (ESSA, 2015), was enacted to expand access, protect students’ rights, and promote educational opportunity. These policies have played a critical role in ensuring that students with dis/Abilities receive services and procedural safeguards. At the same time, extensive scholarship has documented how their implementation often operates through logics of neutrality, standardization, and compliance that insufficiently address the structural conditions shaping educational inequalities (Ko et al., 2025; Marsico, 2021). As a result, policy frameworks may succeed in codifying rights without necessarily transforming the relational and institutional arrangements through which exclusion is reproduced. This tension is especially visible in the LRE provision of IDEA. Although LRE was designed to protect students with dis/Abilities from unnecessary segregation, Voulgarides et al. (2024) show that the provision can also function through a paradox of access: it formally advances inclusion while preserving a continuum of placements that can normalize separation, particularly for students whose experiences are shaped by racism, ableism, linguistic marginalization, and other intersecting forms of oppression. Their macro-, meso-, and micro-level analysis is useful for relational inclusivity because it shows that legal access is not synonymous with relational belonging. A student may be procedurally included and still remain socially peripheral, emotionally unsafe, or unrecognized within the classroom community.
Historically, special education policy has functioned simultaneously as a mechanism of protection and a mechanism of sorting. Research has consistently shown that Black, Latinx, and Indigenous students—particularly those from low-income, multilingual, or immigrant backgrounds—have been disproportionately identified for special education and placed in more restrictive educational settings (Cooc & Kiru, 2018; Harry & Klingner, 2014). These patterns cannot be explained solely by differences in academic need. Rather, they reflect the interaction of policy, professional judgement, and broader systems of racialization, linguistic marginalization, and economic inequality that shape how disability is recognized and responded to in schools.
This critique does not suggest that special education identification or placement is inherently harmful. Instead, it highlights how policy structures have historically prioritized categorical classification and procedural compliance while giving limited attention to the relational, emotional, and sociocultural dimensions of learning. Policies rarely require educators or systems to examine how students are positioned within classroom social ecologies, how peer relationships are structured, or how everyday interactions may produce experiences of exclusion, disconnection, or microaggressions. Consequently, technical compliance with policy requirements may function as a proxy for equity, even as students experience social isolation and diminished opportunities for participation and recognition (Voulgarides, 2018; 2022). Voulgarides et al. (2024) demonstrate this concretely through a multi-level critical analysis of the LRE provision, showing how its legal discourse enshrines a deficit and medical model of dis/Ability that legitimizes segregated placements while rendering students’ intersectional identities, including race, language, and disability, largely invisible within judicial and institutional decision-making.
A relational inclusivity framework invites a reframing of special education policy that does not abandon questions of access or service provision but extends policy evaluation beyond them. Rather than treating presence, placement, or receipt of services as sufficient indicators of inclusion, relational inclusivity foregrounds questions about how students experience schooling relationally: the quality of their peer connections, their sense of emotional safety, and their opportunities for meaningful participation. This reorganization challenges the dominance of compliance-driven accountability systems (Voulgarides, 2018) that privilege procedural fidelity, placement determinations, and standardized outcomes over students’ lived relational realities. From an intersectional perspective (Garcia & Ortiz, 2013), the limitations of current policy frameworks are magnified for students navigating multiple systems of oppression, such as racism, linguistic marginalization, ableism, and poverty. These intersecting structures shape not only academic trajectories but also students’ opportunities for friendship, identity affirmation, and social recognition within school communities. Policy silence on these relational dimensions effectively renders them invisible within accountability regimes, despite their centrality to students’ educational experiences. As Voulgarides et al. (2024) show, the LRE provision's emphasis on educational benefit and procedural compliance has historically subordinated the non-academic, relational, and sociocultural dimensions of inclusion—precisely those dimensions that relational inclusivity seeks to foreground.
Relational inclusivity therefore calls for embedding attention to belonging, peer connectedness, and emotional safety within policy and accountability frameworks. This does not require replacing existing academic or legal metrics, but rather complementing them with indicators that assess the relational conditions under which learning occurs. Such an approach resonates with the ethics of care framework, which reconceptualizes education as a network of interdependent relationships in which care, trust, and mutual recognition are central to democratic schooling (Mamas & Mallén-Lacambra, 2025). Under a relationally oriented policy framework, educators and systems would be accountable not only for instructional outcomes, but also for examining classroom and school-level social dynamics. This includes asking whether marginalized students are integrated into supportive peer and adult relationships, whether school cultures actively challenge exclusionary norms, and whether institutional practices foster or constrain relational equity. Historically, policy reforms that have failed to attend to relational dimensions have risked rebranding exclusion rather than dismantling it. A relational inclusivity framework argues that the next phase of special education policy must be as much about cultivating the social conditions for learning as it is about delivering instructional services. In this sense, compliance is reframed not as the endpoint of equity, but as the baseline from which the deeper work of building connected, caring, and participatory educational communities begins.
Conceptualizing the SNA Toolkit as Critical Methodology
Social Network Analysis (SNA) is a well-established methodological tradition with deep roots in sociology, anthropology, psychology, and public health. Its use in educational research, including early sociometric studies and sociograms, dates back decades (Moreno, 1942; Luke & Harris, 2007). This paper does not present SNA as a novel method. Rather, it situates the SNA Toolkit as a context-specific adaptation of established network approaches, mobilized in service of examining relational dimensions of inclusion that are often rendered invisible in policy and practice (Mamas et al., 2019). Within educational contexts, SNA offers a means to examine the structure and distribution of relationships, including who is connected, who is peripheral, and how patterns of interaction are shaped, across classroom social ecologies. When applied to questions of inclusion, SNA allows educators and researchers to move beyond surface-level indicators such as placement or service access, and attend instead to the quality, reciprocity, and equity of students’ relational experiences (Mamas et al., 2019; Mamas et al., 2024). In this sense, SNA functions not as a replacement for existing measures of educational success, but as a complementary analytic lens that brings relational conditions into view (Mamas & Trautman, 2025). Crucially, the SNA Toolkit is not positioned as a singular or comprehensive solution, nor as the defining feature of a new paradigm. Relational inclusivity does not depend on any single method. Instead, SNA is conceptualized here as one component of a broader critical methodological repertoire that includes qualitative inquiry, critical policy analysis, and reflexive practitioner judgement (Mamas et al., 2023). Its value lies in its capacity to surface relational patterns that often remain implicit, taken for granted, or overlooked within compliance-oriented accountability systems.
In our work, the SNA Toolkit functions simultaneously as a conceptual and methodological support for educators and researchers. It invites educators to move beyond anecdotal impressions or individualized assumptions about students’ relationships by offering a structured, data-informed window into the complex dynamics of peer interaction. Through network visualizations and indicators such as reciprocity, isolation, clustering, and centrality, educators can examine how classroom social structures are organized, and how opportunities for participation and recognition are distributed. At the same time, the use of SNA raises important ethical considerations. Network data can be misinterpreted, reified, or used to label students if treated as static representations of social reality. Consistent with DisCrit and dis/Ability justice commitments, this paper explicitly rejects technocratic or deterministic uses of SNA. Relational patterns are understood as contextual, dynamic, and produced through institutional arrangements, not as intrinsic properties of students. Ethical use of the SNA Toolkit therefore requires informed consent, reflexive interpretation, and deliberate safeguards against deficit framing or surveillance-oriented practices (Neal, 2020; Borgatti et al., 2024). When interpreted critically, SNA challenges deficit narratives by making visible how marginalization is structured relationally rather than residing within individuals. Network maps can reveal, for example, how race, language, dis/Ability, and other intersecting identities shape social positioning, not as causal traits, but as outcomes of social processes embedded within classrooms and schools. In doing so, SNA aligns with justice-oriented approaches that emphasize systemic responsibility over individual blame. Equally important, the SNA Toolkit resists the imposition of fixed labels on students. By emphasizing the fluid and malleable nature of relationships, it highlights the possibility of change rather than reinforcing static categorizations. This orientation opens space for educators to intervene with intentionality (Moolenaar et al., 2014), not as engineers of relationships, but as relational architects who can redesign learning environments in ways that expand opportunities for connection. For instance, educators may use network insights to reflect on how instructional groupings, classroom routines, or participation norms contribute to relational clustering or isolation. They might then implement practices such as rotating collaborative groups, structured peer supports, or rituals that foster mutual recognition and trust (Mamas et al., 2024). These interventions underscore that inclusion is not achieved through technical compliance or individual accommodations alone, but through the cumulative effects of everyday pedagogical decisions.
When mobilized through a justice-oriented and care-informed lens, the SNA Toolkit becomes more than a neutral mapping device. It functions as a democratizing analytic practice that redistributes attention toward relational dimensions of schooling that are too often ignored or rarely captured by conventional accountability metrics. By rendering visible what often goes unseen, SNA supports educators and researchers in engaging relational equity as a matter of professional and ethical responsibility. Importantly, this does not position data visualization as an endpoint. Rather, SNA serves as a prompt for dialogue, reflection, and collective sense-making among educators, students, and communities. In this way, it aligns with relational inclusivity's broader commitment to reimagining inclusion not as procedural compliance, but as a collective, political, and deeply human project grounded in care, interdependence, and shared accountability. Used thoughtfully, the SNA Toolkit can help create conditions in which democratic education is enacted not only through policy language, but through the relational life of classrooms themselves.
Case Illustration
The following case illustration is offered as a bounded, analytic example intended to show how relational inclusivity and the SNA Toolkit may be enacted in practice. It is not presented as evaluative evidence of effectiveness, nor as a generalizable account, but rather as a heuristic illustration of how relational dynamics can be made visible and thoughtfully addressed within a specific classroom context. On a Monday morning at Rivera Elementary (pseudonym), a Title I school in Southern California serving a predominantly low-income community, Ms. Ferrera gathers her fourth graders on the rug for a morning meeting. While the classroom appears lively, patterns of participation are uneven. Malik, a Black student with ADHD, sits slightly apart, waiting to be invited into the conversation. Sofia, a recently arrived Latine student developing English proficiency and identified with a learning disability, keeps her eyes on her desk. Diego, a student with an intellectual disability, quietly fiddles with his pencil case, largely unnoticed by his peers. At the same time, a small group of socially prominent students dominates the conversation, reinforcing their centrality within the classroom's social life.
Although Ms. Ferrera is attentive to students’ participation and relationships, her daily observations cannot fully capture the complexity of how inclusion and exclusion are patterned across peer interactions. In collaboration with a research partner, she uses the SNA Toolkit to invite students to complete brief, developmentally appropriate prompts such as, “Who do you like to work with?” or “Who do you talk to at recess?” These prompts do not diagnose relationships or explain their causes, rather they offer a snapshot of relational patterns at a particular moment in time. The resulting network visualizations/maps reveal a dense cluster of reciprocal ties among a subset of students, several students situated on the periphery, and three students—Malik, Sofia, and Diego—who appear relatively isolated. Importantly, these patterns are not interpreted as inherent attributes of individual students. Instead, they are understood as relational outcomes shaped by classroom norms, instructional routines, and broader sociocultural dynamics. The visualization affirms Ms. Ferrera's intuitions while also complicating them, suggesting that relational exclusion is structured and patterned rather than random, and that it intersects with race, language, and dis/Ability in ways that warrant careful, reflective attention.
Rather than treating network positions as fixed labels or targets for intervention Ms. Ferrera uses the network map as a starting point for professional reflection. Reframing her role as a relational architect does not imply unilateral control over students’ relationships, but acknowledges her situated responsibility to shape the conditions under which relationships develop. Within the constraints of curriculum, school norms, and available resources, she makes several modest pedagogical adjustments: rotating collaborative groupings, designing tasks that foreground diverse strengths, and incorporating culturally responsive practices such as multilingual reading circles. She also facilitates structured conversations with students about belonging and participation, modeling care and accountability in her language while emphasizing shared responsibility for the classroom community. These actions are not treated as direct causal mechanisms, but as intentional efforts to alter the relational conditions of the classroom. Over time, follow-up SNA visualizations suggest shifts in relational patterns: Malik is nominated as a recess partner by peers more frequently, Sofia is invited into reading groups, and Diego's participation in math games becomes more visible. Just as importantly, students begin to articulate norms of inclusion themselves, reminding one another that “everyone deserves a partner.” These changes are interpreted cautiously, as relational movement rather than definitive outcomes.
Analytically, the Rivera Elementary case highlights three core principles of relational inclusivity in action. First, it demonstrates that inclusion cannot be assessed solely through placement or service access but must also attend to the quality and reciprocity of students’ social connections and participation. Second, it illustrates how the SNA Toolkit can function as both a mirror and a prompt, making relational inequities visible while supporting reflective, context-sensitive decision-making. Third, it highlights how educators, when positioned as relational architects, can engage in deliberate, but bounded, efforts to reshape classroom social ecologies in ways that foreground interdependence, care, and shared responsibility. In this sense, the case does not suggest that SNA produces inclusion, but that it can support educators and students in co-constructing more inclusive relational conditions when used within a justice-oriented and care-informed framework.
At the same time, this illustration underscores critical limitations. The SNA Toolkit is not a neutral or purely technical fix. Network visualizations risk oversimplifying the complexity of human relationships if treated as static or definitive representations. Relational inclusivity therefore demands that SNA data be interpreted with humility, contextual awareness, and ethical care, always centering students’ lived experiences rather than reducing them to nodes in a graph (Mamas & Mallén-Lacambra, 2025; Mallén-Lacambra & Mamas, 2025). Used thoughtfully, the SNA Toolkit supports, but does not replace, educators’ relational judgment. Its value lies in helping practitioners see what often goes unseen and in creating space for dialogue, reflection, and intentional action. In this way, the case highlights both the promise and the limits of SNA as a critical methodology and points toward broader implications for how educators, researchers, and policymakers might reimagine inclusion through relational frameworks that are democratic, ethical, and grounded in everyday practice.
Implications for Policy, Practice, and Research
The framework of relational inclusivity, supported by the use of the SNA Toolkit as a critical methodological resource, carries important implications for how special education policy, classroom practice, and educational research might be extended and complemented, rather than replaced. Together, these domains shape the conditions under which students experience belonging, recognition, and participation. Engaging all three is therefore necessary if inclusion is to move beyond procedural compliance toward more substantively democratic and ethical educational arrangements. Contemporary special education policy has made significant strides in expanding access and protecting students’ rights, yet it remains largely oriented toward compliance-driven accountability systems that prioritize placement, procedural safeguards, and standardized outcomes (Voulgarides, 2018). A relational inclusivity framework does not reject these priorities, but highlights their limitations when treated as sufficient indicators of equity. It calls for embedding attention to belonging, peer connectedness, and emotional safety within policy evaluation and accountability structures, thereby redefining equity not only as access to services, but also as meaningful participation in the social and cultural life of schools. Under such a reframing, relational well-being is positioned not as an ancillary concern, but as a condition that enables learning and democratic participation.
At the level of classroom practice, relational inclusivity underscores the pivotal, yet bounded, role of educators as relational architects. Teachers’ pedagogical decisions, including how they structure group work, establish routines, and model norms of interaction, shape the social ecologies that enable or constrain belonging. This framing does not suggest that teachers have unilateral control over relational dynamics, nor does it minimize the structural constraints under which they work. Rather, it emphasizes educators’ situated responsibility to attend to relational conditions as part of ethical and equitable teaching.
Within this context, the SNA Toolkit can serve as a reflective support, offering educators insight into patterns of participation and exclusion that may not be immediately visible through observation alone. Used thoughtfully, such insights can inform modest, intentional adjustments to instructional design and classroom routines. Importantly, relational inclusivity requires moving beyond deficit framings toward practices that affirm students’ cultural, linguistic, and dis/Ability identities as assets within learning communities. Inclusion is thus repositioned not as a “soft” or supplementary goal, but as foundational to equitable pedagogy, on par with academic instruction. For practitioners, the challenge lies in treating relational work as core to teaching, cultivating care, interdependence, and solidarity as deliberately as literacy or numeracy, while remaining attentive to context and constraint.
For researchers, relational inclusivity invites both methodological and theoretical innovation. It calls for inquiry that foregrounds students’ lived experiences of connection and exclusion, while also examining the structural and institutional arrangements that shape those experiences. Methods such as SNA can illuminate relational patterns and affective dimensions of schooling, but only when situated within a broader methodological repertoire that includes qualitative approaches, critical policy analysis, and reflexive interpretation. Research grounded in relational inclusivity must take seriously the insights of DisCrit and dis/Ability justice frameworks, attending to how racism, ableism, linguistic oppression, and socioeconomic inequality co-construct relational marginalization. Future scholarship should explore how relational inclusivity operates across diverse contexts, how it intersects with culturally responsive and sustaining pedagogy, and how it informs teacher education and professional learning. Equally important, researchers must remain reflexive about and attentive to the limits of relational tools such as the SNA Toolkit, ensuring that data visualization serves as a prompt for dialogue, reflection, and change rather than as a reductive categorization of students.
Taken together, these implications point toward a broader reimagining of inclusion as a collective, relational, and political project. Policy must recognize and resource relational conditions for learning, practice must deliberately cultivate belonging as a core pedagogical responsibility, and research must critically document and theorize the relational dimensions through which democratic participation is enabled or constrained in schools. This is particularly important given critiques of LRE and compliance-oriented policy frameworks. If policy continues to treat placement as the primary indicator of inclusion, it risks overlooking the relational arrangements through which exclusion is reproduced inside formally inclusive spaces. A relational inclusivity framework therefore extends, rather than rejects, rights-based protections by asking whether students experience meaningful participation, reciprocal peer relationships, emotional safety, and recognition within the educational settings to which they have legal access. In a moment of democratic fragility and widening inequality, relational inclusivity offers not a singular solution, but a framework for aligning policy, practice, and research around shared commitments to care, interdependence, and accountability. By centering relationships as a site of equity work, relational inclusivity provides a pathway for co-constructing educational systems that honor students not only as service recipients or learners, but as valued members of interconnected communities.
Conclusion
Relational inclusivity offers a reframing of how special education can be reimagined and enacted, one that brings relational dimensions of schooling into sharper analytic and practical focus (Mamas & Mallén-Lacambra, 2025). Rather than displacing the legal, instructional, and procedural foundations of special education, relational inclusivity foregrounds the quality of relationships that sustain belonging, care, and participation. By situating inclusion within the lived social ecologies of classrooms, this framework challenges enduring deficit-oriented assumptions and affirms students as complex, relational beings whose identities, opportunities, and experiences are co-constructed through daily interactions.
The use of the SNA Toolkit illustrates how educators and researchers might begin to see classrooms differently; not as collections of isolated individuals, but as dynamic networks in which access to recognition, care, and opportunity is unevenly distributed. When interpreted critically and ethically, SNA can make visible relational patterns that are often overlooked within compliance-driven accountability systems. Importantly, SNA is not presented as a solution in itself, nor as a definitive measure of inclusion, but as a reflective tool that can support educators’ professional judgment as they attend to the relational conditions of learning. Within this framing, educators’ work as relational architects is understood as situated and bounded, shaped by institutional contexts, policy constraints, and community conditions. Yet, even within these constraints, attention to relational dynamics can open possibilities for more inclusive classroom practices. Designing learning environments where students are recognized as integral members of the community requires sustained reflection on how routines, norms, and interactions enable or constrain participation. What is at stake in this reframing is not only pedagogical practice, but the democratic purpose of schooling itself. Relational inclusivity invites educators, researchers, and policymakers to consider how democratic values are enacted, or undermined, through everyday relational arrangements in schools. In an era marked by deepening inequality, social fragmentation, and democratic fragility, this perspective positions inclusion as a political and ethical project grounded in care, interdependence, and shared accountability, rather than as a matter of procedural compliance alone. Relational inclusivity does not claim to resolve the enduring tensions of special education. Instead, it offers a framework for aligning policy, practice, and research around a shared commitment to relational justice. By treating the work of building connected, participatory, and caring learning communities as foundational, rather than peripheral, to education, relational inclusivity contributes to ongoing efforts to reimagine special education as a site of democratic possibility and collective responsibility.
Footnotes
Funding
The author received no financial support for the research, authorship, and/or publication of this article.
Declaration of Conflicting Interests
The author declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
