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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="1.3" xml:lang="en" article-type="research-article"><?properties manuscript?><processing-meta base-tagset="archiving" mathml-version="3.0" table-model="xhtml" tagset-family="jats"><restricted-by>pmc</restricted-by></processing-meta><front><journal-meta><journal-id journal-id-type="nlm-journal-id">101461858</journal-id><journal-id journal-id-type="pubmed-jr-id">35583</journal-id><journal-id journal-id-type="nlm-ta">Autism Res</journal-id><journal-id journal-id-type="iso-abbrev">Autism Res</journal-id><journal-title-group><journal-title>Autism research : official journal of the International Society for Autism Research</journal-title></journal-title-group><issn pub-type="ppub">1939-3792</issn><issn pub-type="epub">1939-3806</issn></journal-meta><article-meta><article-id pub-id-type="pmid">39902495</article-id><article-id pub-id-type="pmc">12015804</article-id><article-id pub-id-type="doi">10.1002/aur.3312</article-id><article-id pub-id-type="manuscript">HRAMS2051608</article-id><article-categories><subj-group subj-group-type="heading"><subject>Article</subject></subj-group></article-categories><title-group><article-title>Expanding Research on Contextual Factors in Autism Research: What Took Us So Long?</article-title></title-group><contrib-group><contrib contrib-type="author"><name><surname>Mailick</surname><given-names>Marsha</given-names></name><degrees>PhD</degrees><xref rid="A1" ref-type="aff">a</xref></contrib><contrib contrib-type="author"><name><surname>Bennett</surname><given-names>Teresa</given-names></name><degrees>MD, PhD</degrees><xref rid="A2" ref-type="aff">b</xref></contrib><contrib contrib-type="author"><name><surname>DaWalt</surname><given-names>Leann Smith</given-names></name><degrees>PhD</degrees><xref rid="A1" ref-type="aff">a</xref></contrib><contrib contrib-type="author"><name><surname>Durkin</surname><given-names>Maureen S.</given-names></name><degrees>PhD, DrPH</degrees><xref rid="A1" ref-type="aff">a</xref></contrib><contrib contrib-type="author"><name><surname>Forbes</surname><given-names>Gordon</given-names></name><degrees>MSc</degrees><xref rid="A3" ref-type="aff">c</xref></contrib><contrib contrib-type="author"><name><surname>Howlin</surname><given-names>Patricia</given-names></name><degrees>PhD</degrees><xref rid="A3" ref-type="aff">c</xref></contrib><contrib contrib-type="author"><name><surname>Lord</surname><given-names>Catherine</given-names></name><degrees>PhD</degrees><xref rid="A4" ref-type="aff">d</xref></contrib><contrib contrib-type="author"><name><surname>Zaidman-Zait</surname><given-names>Anat</given-names></name><degrees>PhD</degrees><xref rid="A5" ref-type="aff">e</xref></contrib><contrib contrib-type="author"><name><surname>Zwaigenbaum</surname><given-names>Lonnie</given-names></name><degrees>MSc MD, PhD</degrees><xref rid="A6" ref-type="aff">f</xref><xref rid="A7" ref-type="aff">g</xref></contrib><contrib contrib-type="author"><name><surname>Bal</surname><given-names>Vanessa</given-names></name><degrees>PhD</degrees><xref rid="A8" ref-type="aff">h</xref><xref rid="A9" ref-type="aff">i</xref></contrib><contrib contrib-type="author"><name><surname>Bishop</surname><given-names>Somer</given-names></name><degrees>PhD</degrees><xref rid="A10" ref-type="aff">j</xref></contrib><contrib contrib-type="author"><name><surname>Chiang</surname><given-names>Chung-Hsin</given-names></name><degrees>PhD</degrees><xref rid="A11" ref-type="aff">k</xref></contrib><contrib contrib-type="author"><name><surname>DiMartino</surname><given-names>Adriana</given-names></name><degrees>MD</degrees><xref rid="A12" ref-type="aff">l</xref></contrib><contrib contrib-type="author"><name><surname>Freitag</surname><given-names>Christine M.</given-names></name><degrees>MD, PhD</degrees><xref rid="A13" ref-type="aff">m</xref></contrib><contrib contrib-type="author"><name><surname>Georgiades</surname><given-names>Stelios</given-names></name><degrees>PhD</degrees><xref rid="A2" ref-type="aff">b</xref></contrib><contrib contrib-type="author"><name><surname>Hollocks</surname><given-names>Matthew</given-names></name><degrees>DClinPsy, PhD</degrees><xref rid="A3" ref-type="aff">c</xref></contrib><contrib contrib-type="author"><name><surname>Lai</surname><given-names>Meng-Chuan</given-names></name><degrees>MD, PhD</degrees><xref rid="A14" ref-type="aff">n</xref><xref rid="A15" ref-type="aff">o</xref></contrib><contrib contrib-type="author"><name><surname>Maenner</surname><given-names>Matthew J.</given-names></name><degrees>PhD</degrees><xref rid="A16" ref-type="aff">p</xref></contrib><contrib contrib-type="author"><name><surname>Powell</surname><given-names>Patrick S.</given-names></name><degrees>PhD</degrees><xref rid="A16" ref-type="aff">p</xref></contrib><contrib contrib-type="author"><name><surname>Taylor</surname><given-names>Julie Lounds</given-names></name><degrees>PhD</degrees><xref rid="A17" ref-type="aff">q</xref></contrib><contrib contrib-type="author"><name><surname>Halladay</surname><given-names>Alycia</given-names></name><degrees>PhD</degrees><xref rid="A18" ref-type="aff">r</xref><xref rid="A19" ref-type="aff">s</xref></contrib></contrib-group><aff id="A1"><label>a</label>Waisman Center, University of Wisconsin-Madison</aff><aff id="A2"><label>b</label>McMaster University, HHS/McMaster Children&#x02019;s Hospital, Hamilton, Ontario, Canada</aff><aff id="A3"><label>c</label>Institute of Psychiatry, Kings College, London</aff><aff id="A4"><label>d</label>University of California at Los Angeles</aff><aff id="A5"><label>e</label>Tel-Aviv University, Tel-Aviv Israel</aff><aff id="A6"><label>f</label>University of Alberta, Edmonton, Alberta, CA</aff><aff id="A7"><label>g</label>Autism Research Centre Glenrose Rehabilitation Hospital, Edmonton, Alberta, CA</aff><aff id="A8"><label>h</label>Rutgers University &#x02013; New Brunswick, NJ</aff><aff id="A9"><label>i</label>Rutgers Center for Adult Autism Services New Brunswick</aff><aff id="A10"><label>j</label>University of California at San Francisco, San Francisco, CA</aff><aff id="A11"><label>k</label>National Chengchi University Taipei Taiwan</aff><aff id="A12"><label>l</label>Child Mind Institute, NY, NY</aff><aff id="A13"><label>m</label>University Hospital Frankfurt, Goethe-Universit&#x000e4;t, Frankfurt, Germany</aff><aff id="A14"><label>n</label>Center for Addition and Mental Health, University of Toronto, Ontario, Canada</aff><aff id="A15"><label>o</label>Department of Psychiatry, University of Cambridge, Cambridge, UK</aff><aff id="A16"><label>p</label>National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, Atlanta, GA</aff><aff id="A17"><label>q</label>Vanderbilt University Medical Center Nashville, TN</aff><aff id="A18"><label>r</label>Autism Science Foundation, NY, NY</aff><aff id="A19"><label>s</label>Rutgers University &#x02013; Department of Pharmacology and Toxicology, Piscataway NJ.</aff><author-notes><corresp id="CR1"><bold>Address correspondence to:</bold> Alycia Halladay, PhD, Chief Science Officer, Autism Science Foundation, Rutgers University, 261 West 35<sup>th</sup> St #602, New York, NY 10001, <email>ahalladay@autismsciencefoundation.org</email></corresp></author-notes><pub-date pub-type="nihms-submitted"><day>20</day><month>2</month><year>2025</year></pub-date><pub-date pub-type="ppub"><month>4</month><year>2025</year></pub-date><pub-date pub-type="epub"><day>04</day><month>2</month><year>2025</year></pub-date><pub-date pub-type="pmc-release"><day>01</day><month>4</month><year>2026</year></pub-date><volume>18</volume><issue>4</issue><fpage>710</fpage><lpage>716</lpage><abstract id="ABS1"><p id="P1">Although autism is a childhood-onset neurodevelopmental disorder, its features change across the life course due to a combination of individual and contextual influences. However, the influence of contextual factors on development during childhood and beyond is less frequently studied than individual factors such as genetic variants that increase autism risk, IQ, language, and autistic features. Potentially important contexts include the family environment and socioeconomic status, social networks, school, work, services, neighborhood characteristics, environmental events, and sociocultural factors. Here, we articulate the benefit of studying contextual factors, and we offer selected examples of published longitudinal autism studies that have focused on how individuals develop within context. Expanding the autism research agenda to include the broader context in which autism emerges and changes across the life course can enhance understanding of how contexts influence the heterogeneity of autism, support strengths and resilience, or amplify disabilities. We describe challenges and opportunities for future research on contextual influences, and provide a list of digital resources that can be integrated into autism data sets. It is important to conceptualize contextual influences on autism development as main exposures, not only as descriptive variables or factors needing statistical control.</p></abstract><abstract id="ABS2" abstract-type="summary"><title>Lay Summary</title><p id="P2">Autism is known to be affected by a variety of factors across the life course, including the family environment and socioeconomic status, social networks, school, work, services, neighborhood characteristics, environmental events, and sociocultural factors. These factors are rarely studied by autism researchers but can have substantial influences on the outcomes of autistic children and adults. In the paper, we encourage researchers to pay more attention to these factors and describe challenges and opportunities for future research.</p></abstract><kwd-group><kwd>autism</kwd><kwd>longitudinal</kwd><kwd>contextual</kwd><kwd>research</kwd><kwd>behavior</kwd><kwd>outcomes</kwd></kwd-group></article-meta></front><body><sec id="S1"><title>Introduction</title><p id="P3">Contextual factors are aspects of the environment that affect the development and functioning of a person, and can include social, cultural, economic, political, physical, and other such influences. Although there is broad recognition of the importance of contextual factors in the larger research literature on child and adult development, this perspective has been less prominent in autism research. Rather, autism studies have largely been focused on individual and biological factors that can affect development, such as genetic variants that increase autism risk, gender, and cognitive and language abilities, among others. In contrast, more limited research has been conducted on how contextual factors that are external to the individual contribute to individual variation and change from childhood to adulthood.</p><p id="P4">Contextual factors can be conceptualized along a continuum, whereby the most proximal factors (e.g., the family) are those most closely surrounding the autistic individual, while the most distal factors (e.g., the neighborhood and physical environment) are independent of the individual. Research designs in autism can be strengthened by including a focus on how contextual factors along this continuum contribute to individual development and outcomes. Investigation of contextual factors, together with individual and biological variables, has the potential to enrich understanding of the heterogeneity in the developmental course of autism.</p><p id="P5">In 2023, the Autism Science Foundation invited a group of autism researchers and clinicians to consider the importance of contextual factors in autism research, and to offer suggestions for expanding the inclusion of contextual factors in such studies. The group included 21 scientists who met monthly over the course of a year, discussed the most prominent challenges in incorporating contextual factors in autism research, and collaborated on this manuscript. There was recognition of the importance of including researchers from both Western and non-Western countries who have conducted longitudinal autism research; yet most such research has been conducted in Western countries, and thus most of the co-authors of the present manuscript reflect this limitation. Here we seek to draw attention to the importance of contextual factors in autism research, provide selected examples of how such factors already have been incorporated in studies of autism, and enumerate digital resources for researchers who would be interested in including these factors in their own research. In addition, we offer a list of <xref rid="SD1" ref-type="supplementary-material">supplemental references</xref> that might be valuable to researchers in future studies seeking to incorporate contextual factors in autism research.</p></sec><sec id="S2"><title>Why Focus on Contextual Factors in Longitudinal Autism Research?</title><p id="P6">We focus here on <italic toggle="yes">longitudinal</italic> research, recognizing that consideration of contextual factors can enhance multiple approaches to the study of autism, including cross-sectional designs. However, longitudinal autism studies are best positioned to reveal how contexts shape individual development over time. Not all contextual influences are evident at a single time; some have lagged effects or result from cumulative processes, only over time reaching a threshold when linkages between prior exposure to contexts and individual outcomes become apparent (see(<xref rid="R13" ref-type="bibr">Lai, 2023</xref>) and McKinney(<xref rid="R17" ref-type="bibr">McKinney et al., 2024</xref>) for examples). Additionally, there are periods during development when contextual factors have a disproportionate impact on autistic children and adults, such as exposure to adversity during the first years of life (<xref rid="R10" ref-type="bibr">Hartley et al., 2023</xref>) or exit from high school (<xref rid="R5" ref-type="bibr">Clarke et al., 2021</xref>; <xref rid="R27" ref-type="bibr">Taylor &#x00026; Seltzer, 2011</xref>). Importantly, contexts themselves are not static. Contexts such as family, neighborhood, and societal factors also change over time, and longitudinal research offers the best opportunity to directly examine change in contexts and how such changes can offer greater or more constrained opportunities for individual growth.</p></sec><sec id="S3"><title>Age-Period-Cohort Effects</title><p id="P7">Autism studies are subject to age, period, and cohort effects, but few are guided by this paradigm. <italic toggle="yes">Age effects,</italic> a central focus of autism research, include variations in symptoms, health, and functioning that are associated with age-related physiological or psychological development. In contrast, <italic toggle="yes">period effects</italic> reflect contextual factors. These include events that occur at particular periods of time such as economic disruptions, pandemics, war, and famine, as well as to policy or definitional changes that affect who is identified as autistic or who is eligible for services. <italic toggle="yes">Cohort effects</italic> result from the sum of experiences shared by individuals in a birth cohort or other temporally-defined cohort and may be seen as interactions between age and period effects (<xref rid="R32" ref-type="bibr">Yang &#x00026; Land, 2013</xref>).</p><p id="P8">Contextual factors can help explain whether sub-groups of the autistic population are differentially affected by period effects. For example, the economic recession of 2007-2009 affected access to autism diagnostic and treatment services, with potential delays in diagnosis that resulted in increases in mental health challenges for autistic individuals and their parents(<xref rid="R11" ref-type="bibr">Hickey et al., 2024</xref>). However, without inclusion of measures of parental educational attainment and income in studies of the impact of the recession, it would not be possible to determine the extent to which the impact of the recession on autism diagnosis varied by socioeconomic status. Similarly, contextual factors could explain whether the COVID-19 pandemic (<xref rid="R8" ref-type="bibr">Eshraghi et al., 2022</xref>; <xref rid="R14" ref-type="bibr">Lee et al., 2021</xref>; <xref rid="R22" ref-type="bibr">Pokoski, Crain, DiGuiseppi, et al., 2024</xref>; <xref rid="R23" ref-type="bibr">Pokoski, Crain, Furnier, et al., 2024</xref>; <xref rid="R30" ref-type="bibr">Vibert et al., 2023</xref>) differentially impacted the behavior and development of some autistic children more than others, depending on the availability of health care and testing sites in their neighborhoods. Recognition of cohort effects, and their inclusion in longitudinal autism research, makes it possible to evaluate how the ever-changing social, economic, and policy landscape impacts how autistic individuals develop and adapt.</p></sec><sec id="S4"><title>Selection of Contextual Factors in Autism Research</title><p id="P9">Selection of contextual variables for a study depends on many factors: the research question being addressed, the stage of life of the autistic individuals, the heterogeneity of the participants being studied, and the range of outcomes that are investigated. For example, studies of health of autistic people could be enhanced by inclusion of measures of neighborhood characteristics, systemic discrimination, social attitudes, ability to access health and social services, social support networks, or poverty, all of which can profoundly influence the health of autistic individuals over time (<xref rid="R26" ref-type="bibr">Stringer et al., 2020</xref>). These factors can lead to health disparities, which according to the U.S. Centers for Disease Control and Prevention, are preventable differences in the burden of disease or in opportunities to achieve optimal health.(<xref rid="R28" ref-type="bibr">US Centers for Disease Control and Prevention, 2023</xref>). Without such contextual measures, important sources of variance in health outcomes among autistic people cannot be accounted for and might be incorrectly assumed to be inherent to autism.</p><p id="P10">Studies of service utilization by autistic people can be enhanced by inclusion of measures of differential opportunities in society, such as race and ethnicity, to clarify the extent to which sub-groups have differential access to services. However, a recent systematic review of primarily US studies found that only 25% of published autism intervention studies reported any data on race and ethnicity (<xref rid="R25" ref-type="bibr">Steinbrenner et al., 2022</xref>), even though the importance of race and ethnicity have been well established in many other fields and even though reporting of race and ethnicity is required by the U.S. National Institutes of Health(<xref rid="R18" ref-type="bibr">National Institutes of Health, n.d.</xref>; S.1 103rd Congress (1993-1994), n.d.) and increasingly by many journals. The importance of contextual factors such as socioeconomic status is evident in non-Western societies as well as in Western. For example, in Taiwan, ongoing longitudinal follow-up studies of autistic children (diagnosed in preschool years) show that family socio-economic status and service resources interact to differentially influence the developmental outcomes of autistic children and those with other developmental disabilities (<xref rid="R4" ref-type="bibr">Chu et al., 2017</xref>; <xref rid="R15" ref-type="bibr">Liu, 2022</xref>), evidencing the complex impact of services and resources in the context of a high-income, non-Western country.</p><p id="P11">Contextual factors separately and synergistically have been shown to influence typical development and warrant greater inclusion in autism research. Although no single study can reveal all of these complex processes, the inclusion of relevant contextual factors in multiple studies can cumulatively build an understanding of their effects in autism research.</p></sec><sec id="S5"><title>Questions, Challenges, and Opportunities</title><p id="P12">Here we identify just a few questions, challenges, and opportunities that warrant consideration in moving toward the inclusion of contextual factors in autism research. One important <italic toggle="yes">question</italic> is how best to statistically analyze change when there are so many moving parts -- in contextual factors themselves, in other independent variables, and in dependent variables. Different types of questions need different statistical approaches. Examples include modeling discontinuities in development as a function of contextual factors, detecting how individual characteristics interact with contextual factors to influence development, and linking the dynamics of contextual factors to the dynamics of individual autism trajectories (<xref rid="R3" ref-type="bibr">Chen et al., 2023</xref>).</p><p id="P13">Among the <italic toggle="yes">challenges</italic> faced when including contextual factors in autism research is the diversity of ways to measure contextual factors, as they vary enormously across geopolitical lines and over time, making harmonization of data difficult. In addition, comparing cohorts from different historical periods may be problematic due to changes over time in diagnostic criteria, health care, services, and educational opportunities for autistic people, which influence outcomes. Research has also struggled with quantifying the types and duration of interventions that change across the lifespan and determining their interactions with contextual factors. Addressing this need in future research could lead to more personalized, more effective interventions (<xref rid="R16" ref-type="bibr">Lord et al., 2022</xref>). Finally, memory and reporting of contextual factors by family members is challenging to contextual factor research.</p><p id="P14"><italic toggle="yes">Opportunities</italic> that merit consideration in future autism research include digital resources about specific geographic locations that are easily accessible on-line and can significantly expand the range of contextual factors studied. Examples can be found in <xref rid="T1" ref-type="table">Table 1</xref>, such as neighborhood SES and Geographic Information System (GIS) databases for access to community resources. The digital resources in <xref rid="T1" ref-type="table">Table 1</xref> were selected because of ease of access worldwide and because they are free of charge. Thus, they offer the opportunity for integration into existing autism datasets.</p><p id="P15">Methods developed for causal inference (for example natural experiments) present an <italic toggle="yes">opportunity</italic> to move beyond describing associations to understanding causal mechanisms.(<xref rid="R7" ref-type="bibr">De Stavola et al., 2022</xref>) An outcome-wide approach, examining the effect of a single contextual factor across many facets of life for an autistic person, can simplify the identification of causal effects and deliver better public health recommendations (<xref rid="R29" ref-type="bibr">VanderWeele, 2017</xref>). These factors could be better understood through research that incorporates hypothesized mediation pathways linking more distal to proximal contextual influences. Furthermore, incorporating a stronger understanding of moderation of contextual effects can inform &#x0201c;what applies and for whom&#x0201d; with respect to risk and protection across heterogeneous profiles of autistic children and adults.</p><p id="P16">Finally, the dynamic nature of contextual factors presents both a <italic toggle="yes">challenge and an opportunity.</italic> Changes in context can be measured repeatedly over time and evaluated in conjunction with intra-individual change. Additionally, identification of influential contextual factors offers <italic toggle="yes">opportunities</italic> for designing programmatic and policy interventions. However, when contextual variables change (such as changes in the cut-off of the &#x0201c;poverty line&#x0201d;), there are <italic toggle="yes">challenges</italic> in how to harmonize repeated measures over time, as well as the <italic toggle="yes">opportunity</italic> to explore the dynamic nature of context.</p></sec><sec id="S6"><title>Future Directions</title><p id="P17">Currently, there is a paucity of research that conceptualizes contextual influences on autism development as <italic toggle="yes">main exposure variables</italic>, not only as descriptive variables or factors needing statistical control. Existing scoping reviews about contextual factors (<xref rid="R20" ref-type="bibr">Ng et al., 2017</xref>) (<xref rid="R1" ref-type="bibr">Anderson et al., 2018</xref>) (<xref rid="R9" ref-type="bibr">Greenlee et al., 2018</xref>) may be a place to start addressing this gap, although these reviews have tended to focus on specific contextual factors during select time periods and on various sub-sets of the autism population. Nevertheless, autism researchers could use these reviews as resources when planning to incorporate contextual factors into longitudinal studies.</p><p id="P18">A consequential next step could be to turn to the literature beyond autism and consider contextual factors that have been shown to affect lifespan development in the broader population. General frameworks from public health, epidemiology, sociology, and disability studies (e.g., the World Health Organization&#x02019;s International Classification of Disability, <xref rid="R2" ref-type="bibr">Black et al., 2023</xref>) could be used for this purpose. As the social model of disability (<xref rid="R31" ref-type="bibr">Woods, 2017</xref>) calls attention to person-environment fit, knowledge about how contextual factors can enhance development can move the autism field toward broader strategies for improving outcomes beyond focus on individual characteristics as predictors or targets of intervention.</p><p id="P19">In addition, research findings from the general population on the effects of contextual factors may guide future autism research. For example, a recent meta-analysis (603 studies from 59 countries) in <italic toggle="yes">Lancet Public Health</italic> reported that years of schooling showed a dose-response relationship with adult mortality &#x02013; a 1.9% reduction in mortality risk for each additional year of education (<xref rid="R12" ref-type="bibr">IHME-CHAIN Collaborators, 2024</xref>). These results have potentially important implications for the effects of education on health and mortality in autistic populations.</p><p id="P20">Contextual factors can be malleable, potentially improving the lives of autistic individuals (<xref rid="R6" ref-type="bibr">Dawson, 2008</xref>; <xref rid="R21" ref-type="bibr">Pickles et al., 2016</xref>). Knowledge from research that incorporates measures of contextual factors and assesses their association with outcomes could be used to build contexts that support positive outcomes for autistic people, including those with and without intellectual disability (<xref rid="R24" ref-type="bibr">Shogren et al., 2018</xref>). This knowledge could influence advocacy efforts (for example, for access to higher education), the design of services (for example, support for families), and evaluation of interventions. Furthermore, expanding international collaborations focused on contextual factors in autism longitudinal research, and developing funding mechanisms that can support the study of the impact of larger contextual factors across the world remains a crucial next step in broadening the field&#x02019;s understanding of how the context influences individual development .</p><p id="P21">In conclusion, the study of the impact of contextual factors opens the possibility for expanding understanding of the heterogeneity of autism, improving representativeness in research, and answering important questions about lifespan development that have thus far eluded the field, thus enhancing the relevance of future autism research. As autism researchers, we ask the question of our field &#x02013; what took us so long?</p></sec><sec sec-type="supplementary-material" id="SM1"><title>Supplementary Material</title><supplementary-material id="SD1" position="float" content-type="local-data"><label>supinfo</label><media xlink:href="NIHMS2051608-supplement-supinfo.docx" id="d67e502" position="anchor"/></supplementary-material></sec></body><back><ack id="S7"><title>Acknowledgements:</title><p id="P22">We would like to thank Katie Madgett for her editorial support and expertise and two anonymous reviewers.</p><sec id="S8"><title>Funding/Support:</title><p id="P23">Marsha Mailick was supported through National Institute of Child Health and Human Development (R01 HD082110-06), Theresa Bennett was supported through a Laidlaw Chair in Patient-Centered Care, Leann Smith DaWalt was supported through National Institute of Mental Health (R01 MH121438, DaWalt &#x00026; Taylor, MPIs), and the National Institute of Child Health and Human Development (P50HD105353, Chang, PI); Gordon Forbes is funded by Doctoral fellowship NIHR301522; Alycia Halladay is employed by the Autism Science Foundation and coordinated activities around the writing of the manuscript; Cathy Lord received support from the Longitudinal Study of Caregivers NIH Grant #4-441587-CL-29304; Anat Zaidman-Zait receives funding through the Pathways in ASD Study Team, Lonnie Zwaigenbaum is supported by the Stollery Children's Hospital Foundation Chair in Autism Research. The Autism Science Foundation provided support in organizing these discussions. The other authors received no additional funding.</p></sec><sec id="S9"><title>Role of Funder/Sponsor:</title><p id="P24">The Autism Science Foundation organized calls, co-wrote the first draft and serves as corresponding author.</p></sec></ack><fn-group><fn fn-type="COI-statement" id="FN1"><p id="P25"><underline><bold>Conflicts of Interest Disclosures:</bold></underline> The authors have no conflicts of interest relevant to this article to disclose</p></fn><fn id="FN2"><p id="P26"><underline>Disclaimer</underline>: The findings and conclusions in this report are those of the authors and do not necessarily represent the official position of the Centers for Disease Control and Prevention.</p></fn><fn id="FN3"><p id="P27"><underline><bold>Ethics Statement:</bold></underline> The commentary did not require ethics approval at any of the institutions.</p></fn></fn-group><glossary><title>Abbreviations:</title><def-list><def-item><term>ASD</term><def><p id="P28">Autism Spectrum Disorder</p></def></def-item><def-item><term>GIS</term><def><p id="P29">Geographic Information System</p></def></def-item><def-item><term>IQ</term><def><p id="P30">Intellectual Quotient</p></def></def-item><def-item><term>SES</term><def><p id="P31">Socioeconomic Status</p></def></def-item></def-list></glossary><ref-list><title>References</title><ref id="R1"><mixed-citation publication-type="journal"><name><surname>Anderson</surname><given-names>KA</given-names></name>, <name><surname>Roux</surname><given-names>AM</given-names></name>, <name><surname>Kuo</surname><given-names>A</given-names></name>, &#x00026; <name><surname>Shattuck</surname><given-names>PT</given-names></name> (<year>2018</year>). <article-title>Social-Ecological Correlates in Adult Autism Outcome Studies: A Scoping Review</article-title>. <source>Pediatrics</source>, <volume>141</volume>(<issue>Suppl 4</issue>), <fpage>S306</fpage>&#x02013;<lpage>S317</lpage>. <pub-id pub-id-type="doi">10.1542/peds.2016-4300H</pub-id><pub-id pub-id-type="pmid">29610412</pub-id>
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<bold>ArcGIS Software</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1">world</td><td align="left" valign="top" rowspan="1" colspan="1">Geographic Information Systems to map proximity to identified feature or number of features from a location</td><td align="left" valign="top" rowspan="1" colspan="1">Chan D, Klinger M, Adkisson K, Klinger L. (2021) Examining Enviromental Predictors of Community Participation for Adults with Autism Spectrum Disorder Using Geographic Information Systems (GIS). <italic toggle="yes">Journal of Autism and Developmental Disorders</italic>, 51(7): 2531-2537.</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Health Registry Data</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1">world</td><td align="left" valign="top" rowspan="1" colspan="1">Specifically in Norway, Denmark, Sweden and some places in California, electronic health records paired with biological data</td><td align="left" valign="top" rowspan="1" colspan="1">Persson M, Opdahl S, Risnes K, Gross R, Kajantie E, Reichenberg A, Gissler M and Sandin S (2020) Gestational age and the risk of autism spectrum disorder in Sweden, Finland and Norway: a cohort study. <italic toggle="yes">PLoS Medicine.</italic> 17(9): e1003207.</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Human Development Index</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1">world</td><td align="left" valign="top" rowspan="1" colspan="1">This is a summary of an average achievement in key dimensions like life expectancy, standard of living and years of education.</td><td align="left" valign="top" rowspan="1" colspan="1">Borumandnia, N, Majd, HA, Doosti H, and Olazadeh K. (2022) The trend analysis of neurological disorders as major causes of death and disability according to human development, 1990-2019. <italic toggle="yes">Environmental Science and Pollution Research</italic>, 29, 14348-14354.</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>NASA Goddard Earth Observing System</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1">world</td><td align="left" valign="top" rowspan="1" colspan="1">Coordinated series of satellites to monitor land surface, biosphere, atmosphere and oceans</td><td align="left" valign="top" rowspan="1" colspan="1">McGuinn L, Windham G, Kalkbrenner A, Bradley C, Di Q, Croen A, Fallin, M, Hoffman K, Ladd-Acosta C, Schwartz J, Rappold A, Richardson D, Neas L, Gammon M, Schieve L, Daniels J. (2021) Early Life Exposure to Air Pollution and Autism Spectrum Disorder: Findins from a Multisite Case-Control Study. <italic toggle="yes">Epidemiology,</italic> 31(1) 103-114.</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>UNICEF</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1">world</td><td align="left" valign="top" rowspan="1" colspan="1">World Statistics on a variety of factors including infant and child development, education, migration, mortality and child protection.</td><td align="left" valign="top" rowspan="1" colspan="1">UNICEF (2021) The state of the world&#x02019;s children. 2021: on my mind &#x02013; promoting, protecting and caring for children&#x02019;s mental health. ISBN: 9789280652857. <ext-link xlink:href="https://digitallibrary.un.org/record/3969844?ln=en&#x00026;v=pdf" ext-link-type="uri">https://digitallibrary.un.org/record/3969844?ln=en&#x00026;v=pdf</ext-link></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>American Community Survey</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1">US</td><td align="left" valign="top" rowspan="1" colspan="1">Ongoing community survey that evaluates jobs, occupations, educational attainment, language used, benefits recieved, living expenses and income. Data is shared on a neighborhood level.</td><td align="left" valign="top" rowspan="1" colspan="1">Dunlop A, Burjak M et al. (2023) Association of maternal education, neighborhood deprivation and racial segregation with gestational age at birth by maternal race/ethnicity and United States Census region in the ECHO cohorts. <italic toggle="yes">Frontiers in Public Health,</italic>
<ext-link xlink:href="10.3389/fpubh.2023.1165089" ext-link-type="doi">10.3389/fpubh.2023.1165089</ext-link></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Area Deprivation Index</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1">US</td><td align="left" valign="top" rowspan="1" colspan="1">Measures of neighborhood disadvantage using income, education, employment and housing quality</td><td align="left" valign="top" rowspan="1" colspan="1">Magana S, Eliasziw M, Bowling A and Must A. (2023) Racial and ethnic disparities and obesity and contributions of social determinants of health among boys with autism spectrum disorder. <italic toggle="yes">Frontiers in Pediatrics</italic>, <ext-link xlink:href="10.3389/fped.2023.1198073" ext-link-type="doi">10.3389/fped.2023.1198073</ext-link></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>California Department of Developmental Services</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1">US</td><td align="left" valign="top" rowspan="1" colspan="1">To inform policy and enhance oversight, DDS collects data from many different parts of the service delivery system, including individuals and families</td><td align="left" valign="top" rowspan="1" colspan="1">Fountain C, Winter AS, Cheslack-Postava K, Bearman PS. (2023) Developmental Trajectories of Autism. <italic toggle="yes">Pediatrics,</italic> 152(3):e2022058674.</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>CDC/ATSDR Social Vulnerability Index</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1">US</td><td align="left" valign="top" rowspan="1" colspan="1">Uses 16 US Census Variables to help local officials identify social vulnerability that may need support</td><td align="left" valign="top" rowspan="1" colspan="1">Durkin MS, Maenner MJ, Baio J, Christensen D, Daniels J, Fitzgerald R, Imm P, Lee LC, Schieve LA, Van Naarden Braun K, Wingate M, Yeargin-Allsopp, M (2017). Autism Spectrum Disorder Among US Children (2002-2010): Socioeconomic, Racial, and Ethnic Disparities. <italic toggle="yes">American Journal of Public Health</italic>, 107(11): 1818&#x02013;1826.<break/><break/>Patrick ME, Hughes MM, Ali A, Shaw KA, Maenner MJ. (2023) Social vulnerability and prevalence of Autism Spectrum Disorder, Metropolitan Atlanta Developmental Disabilities Surveillance Program (MADDSP). <italic toggle="yes">Annals of Epidemiology</italic> 83:47-53.</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Child Opportunity Index</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1">US</td><td align="left" valign="top" rowspan="1" colspan="1">Measures and maps the quality of resources and conditions such as schools, parks, playgrounds, air quality, food quality, health care and housing.</td><td align="left" valign="top" rowspan="1" colspan="1">Fisher AP and Lynch JD. (2024) Differences between Black and White Caregivers I the Association Between Autism Diagnostic Process Satisfaction and Service Use. Journal of Autism and Developmental Disorders, <ext-link xlink:href="10.1007/s10803-023-06233-x" ext-link-type="doi">https://doi.org/10.1007/s10803-023-06233-x</ext-link></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Environmental Protection Agency Emissions-Based National-Scale Air Toxics Assessment</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1">US</td><td align="left" valign="top" rowspan="1" colspan="1">National screening assessment that uses emissions and weather data to estimate health risks from toxic air pollutants.</td><td align="left" valign="top" rowspan="1" colspan="1">Dickerson AS, Rahbar MH, Bakian AV, Bilder DA, Harrington RA, Pettygrove S, Kirby RS, Durkin MS, Han I, Moy&#x000e9; LA 3rd, Pearson DA, Wingate MS, Zahorodny WM. (2016) Autism spectrum disorder prevalence and associations with air concentrations of lead, mercury, and arsenic. <italic toggle="yes">Environmental Monitoring and Assessment,</italic> 188(7):407.<break/><break/>Kalkbrenner AE, Windham GC, Zheng C, McConnell R, Lee NL, Schauer JJ, Thayer B, Pandey J, Volk HE. (2018) Air Toxics in Relation to Autism Diagnosis, Phenotype, and Severity in a U.S. Family-Based Study. <italic toggle="yes">Environmental Health Perspectives</italic>, 126(3):037004.</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>US Census Bureau American Community Survey</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1">US</td><td align="left" valign="top" rowspan="1" colspan="1">Data Profiles contain the most popular social, economic, housing, and demographic data for a single geographic area.</td><td align="left" valign="top" rowspan="1" colspan="1">Durkin MS, Maenner MJ, Baio J, Christensen D, Daniels J, Fitzgerald R, Imm P, Lee, L0C, Schieve L, Braun K, Wingate M and Yeargin-Allsopp M. (2017) Autism Spectrum Disorder Among US Children (2002-2010): Socioeconomic, Racial and Ethnic Disparities. <italic toggle="yes">American Journal of Public Health,</italic> 107(11): 1818-1826.</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Socio-Economic Indexes for Areas</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1">Australia</td><td align="left" valign="top" rowspan="1" colspan="1">Ranks areas according to their relative socio-economic advantage and disadvantage using health data</td><td align="left" valign="top" rowspan="1" colspan="1">Abdullahi I, Sadka N, Gilbert M, Barbaro J (2023). Who Is Attending? The Role of Child Ethnicity and Maternal Demographics in Research Engagement and Early Identification of Autism. <italic toggle="yes">Brain Sciences</italic>, 13(6): 903.</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Canadian Taxfilers</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1">Canada</td><td align="left" valign="top" rowspan="1" colspan="1">Annual information on Canadians who filed taxes: number, age, median income, employment income by postal codes</td><td align="left" valign="top" rowspan="1" colspan="1">Forer B, Minh A, Enns J, Webb S, Duku E, Brownell M, Muhajarine N, Janus M, Guhn M (2019). A Canadian neighbourhood index for socioeconomic status associated with early child development. <italic toggle="yes">Child Indicators Research</italic>, 13(4): 1133-1154.<break/><break/>Guhn M, Janus M, Enns J, Brownell M, Forer B, Duku E, Muhajarine N, Raos R (2016) Examining the social determinants of children&#x02019;s developmental health: Protocol for building a pan-Canadian population-based monitoring system for early childhood development. <italic toggle="yes">BMJ Open</italic>, 6(4): e012020.<break/><break/>Siddiqua, A., Duku, E., Georgiade, K., Mesterman, R., Janus, M. (2020). Association between neighbourhood socioeconomic status and developmental vulnerability of kindergarten children with Autism Spectrum Disorder: A population level study. <italic toggle="yes">SSM- Population Health</italic>, 12: 100662.</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Tipat Halav: Maternal child Health clinics</bold>
</td><td align="left" valign="top" rowspan="1" colspan="1">Israel</td><td align="left" valign="top" rowspan="1" colspan="1">Free health clinics that provide preventative care and collect data on child health problems, immunizations and developmental milestones</td><td align="left" valign="top" rowspan="1" colspan="1">Drotar D, Stancin T, Dworkin PH, Sices L, Wood S. (2008) Selecting developmental surveillance and screening tools. <italic toggle="yes">Pediatric Reviews,</italic> 29:e52-58.</td></tr></tbody></table></table-wrap></floats-group></article>