<!DOCTYPE article
PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD with MathML3 v1.3 20210610//EN" "JATS-archivearticle1-3-mathml3.dtd">
<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 open_access?><?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">9918487585606676</journal-id><journal-id journal-id-type="pubmed-jr-id">52080</journal-id><journal-id journal-id-type="nlm-ta">AJPM Focus</journal-id><journal-id journal-id-type="iso-abbrev">AJPM Focus</journal-id><journal-title-group><journal-title>AJPM focus</journal-title></journal-title-group><issn pub-type="epub">2773-0654</issn></journal-meta><article-meta><article-id pub-id-type="pmid">37502696</article-id><article-id pub-id-type="pmc">10373630</article-id><article-id pub-id-type="doi">10.1016/j.focus.2023.100114</article-id><article-id pub-id-type="manuscript">HHSPA1919273</article-id><article-categories><subj-group subj-group-type="heading"><subject>Article</subject></subj-group></article-categories><title-group><article-title>Inventory of U.S. Public Data Sources to Measure the Socioeconomic Impact of Experiencing Interpersonal Violence</article-title></title-group><contrib-group><contrib contrib-type="author"><name><surname>Papp</surname><given-names>Jordan</given-names></name><degrees>PhD</degrees><xref rid="A1" ref-type="aff">1</xref></contrib><contrib contrib-type="author"><name><surname>Mueller-Smith</surname><given-names>Michael</given-names></name><degrees>PhD</degrees><xref rid="A2" ref-type="aff">2</xref></contrib><contrib contrib-type="author"><name><surname>Kearns</surname><given-names>Megan C.</given-names></name><degrees>PhD</degrees><xref rid="A3" ref-type="aff">3</xref></contrib><contrib contrib-type="author"><name><surname>Peterson</surname><given-names>Cora</given-names></name><degrees>PhD</degrees><xref rid="A3" ref-type="aff">3</xref></contrib></contrib-group><aff id="A1"><label>1</label>Institute for Social Research, University of Michigan, Ann Arbor, Michigan;</aff><aff id="A2"><label>2</label>Department of Economics, University of Michigan, Ann Arbor, Michigan; and</aff><aff id="A3"><label>3</label>National Center for Injury Prevention and Control, Centers for Disease Control and Prevention, Atlanta, Georgia</aff><author-notes><corresp id="CR1">Address correspondence to: Jordan Papp, PhD, Institute for Social Research, University of Michigan, 426 Thompson Street, Ann Arbor MI 48104. <email>pappj@umich.edu</email>.</corresp></author-notes><pub-date pub-type="nihms-submitted"><day>20</day><month>7</month><year>2023</year></pub-date><pub-date pub-type="ppub"><year>2023</year></pub-date><pub-date pub-type="pmc-release"><day>27</day><month>7</month><year>2023</year></pub-date><volume>2</volume><issue>3</issue><fpage>100114</fpage><lpage>100114</lpage><permissions><license><ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/" specific-use="textmining" content-type="ccbyncndlicense">https://creativecommons.org/licenses/by-nc-nd/4.0/</ali:license_ref><license-p>This is an open access article under the CC BY-NC-ND license (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by-nc-nd/4.0/">http://creativecommons.org/licenses/by-nc-nd/4.0/</ext-link>).</license-p></license></permissions><abstract id="ABS1"><sec id="S1"><title>Introduction:</title><p id="P1">There is limited recent information regarding the impact of interpersonal violence on an individual&#x02019;s non-health-related experiences and attainment, including criminal activity, education, employment, family status, housing, income, quality of life, or wealth. This study aimed to identify publicly available representative data sources to measure the socioeconomic impact of experiencing interpersonal violence in the U.S.</p></sec><sec id="S2"><title>Methods:</title><p id="P2">In 2022, the authors reviewed data sources indexed in <ext-link xlink:href="http://Data.gov" ext-link-type="uri">Data.gov</ext-link>, the Inter-university Consortium for Political and Social Research data archive, and the U.S. Census Bureau&#x02019;s Federal Statistical Research Data Center network to identify sources that reported both nonfatal violence exposure and socioeconomic status&#x02014;or data sources linking opportunities to achieve both measures&#x02014;over time (i.e., longitudinal/repeated cross-sections) at the individual level. Relevant data sources were characterized in terms of data type (e.g., survey), violence measure type (e.g., intimate partner violence), socioeconomic measure type (e.g., income), data years, and geographic coverage.</p></sec><sec id="S3"><title>Results:</title><p id="P3">Sixteen data sources were identified. Adverse childhood experiences, intimate partner violence, and sexual violence were the most common types of violence faced. Income, education, and family status were the most common socioeconomic measures. Linked administrative data offered the broadest and the most in-depth analytical opportunities.</p></sec><sec id="S4"><title>Conclusions:</title><p id="P4">Currently, linked administrative data appears to offer the most comprehensive opportunities to examine the long-term impact of violence on individuals&#x02019; livelihoods. This type of data infrastructure may provide cost-effective research opportunities to better understand the elements of the economic burden of violence and improve targeting of prevention strategies.</p></sec></abstract></article-meta></front><body><sec id="S5"><title>INTRODUCTION</title><p id="P5">Research has identified relationships between interpersonal violence and a range of negative long-term health and other consequences.<sup><xref rid="R1" ref-type="bibr">1</xref>&#x02212;<xref rid="R5" ref-type="bibr">5</xref></sup> Previous studies have also estimated the substantial cost of violence,<sup><xref rid="R6" ref-type="bibr">6</xref>&#x02212;<xref rid="R12" ref-type="bibr">12</xref></sup> hence providing important information for understanding the cost-effectiveness of violence prevention strategies.<sup><xref rid="R13" ref-type="bibr">13</xref>&#x02212;<xref rid="R15" ref-type="bibr">15</xref></sup> Recent cost-of-violence studies have focused on the impact of violence on health using mathematical modeling (combined data from separate studies) of observational outcomes obtained from cross-sectional sample survey data.<sup><xref rid="R9" ref-type="bibr">9</xref>&#x02212;<xref rid="R11" ref-type="bibr">11</xref></sup> For example, to estimate the long-term cost of intimate partner violence, researchers combined the lifetime cost of medical care for depression with the attributable prevalence of depression among the survivors of intimate partner violence.<sup><xref rid="R11" ref-type="bibr">11</xref></sup> Using observational cross-sectional data in this way is relevant given the data landscape, but it complicates the interpretation of violence as a cause for long-term health-related conditions and costs.</p><p id="P6">Furthermore, there is limited recent information about the impact of interpersonal violence on individuals&#x02019; non-health-related experiences and attainment, including criminal activity, education, employment, family (including marital) status, housing, income, quality of life, or wealth. For example, one frequently cited study compared arrest records of adults up to the age of 40 years with or without substantiated reports of child maltreatment processed by U.S. courts during the years 1967&#x02212;1971; this study quantified the way in which childhood abuse and neglect were associated with worse educational performance, worse mental health, lower achievement, and higher incidence of arrests in adulthood.<sup><xref rid="R16" ref-type="bibr">16</xref></sup> New original direct estimates of the socioeconomic impact of interpersonal violence using individual-level longitudinal data and econometric methods to strengthen the causal interpretation of the impact of violence would improve estimates of the economic burden of violence and the cost-effectiveness of the prevention strategies. This study aimed to identify opportunities in the current publicly available representative data sources to measure the impact of interpersonal violence on socioeconomic outcomes in the U.S.</p></sec><sec id="S6"><title>METHODS</title><sec id="S7"><title>Study Sample</title><p id="P7">This study used publicly available data and no human subjects. In 2022, the authors searched 3 publicly available data archives: <ext-link xlink:href="http://www.data.gov/" ext-link-type="uri">www.data.gov</ext-link>, the Inter-university Consortium for Political and Social Research (ICPSR) data archive, and the U.S. Census Bureau&#x02019;s Federal Statistical Research Data Center (FSRDC) network. The website <ext-link xlink:href="http://www.data.gov/" ext-link-type="uri">www.data.gov</ext-link> operationalizes the 2018 OPEN Government Data Act, which requires government data to be available in machine-readable formats while ensuring its privacy and security.<sup><xref rid="R17" ref-type="bibr">17</xref></sup> ICPSR maintains an extensive archive of data sources for social and behavioral sciences research. The FSRDC network provides quali-fied researchers access to restricted-use anonymized microdata (such as person-level records), with opportunities for linking to networked data sources using a securely assigned person-level personal identification key.<sup><xref rid="R18" ref-type="bibr">18</xref></sup></p></sec><sec id="S8"><title>Measures</title><p id="P8"><italic toggle="yes">Interpersonal violence</italic> was defined as adverse childhood experiences (abuse&#x02014;physical, emotional, or sexual&#x02014;or household member substance misuse, incarceration, mental illness, parental divorce, or intimate partner violence), bullying, community violence, elder abuse, intimate partner violence, sexual violence, or youth violence (<xref rid="T1" ref-type="table">Table 1</xref><sup><xref rid="R19" ref-type="bibr">19</xref>&#x02212;<xref rid="R35" ref-type="bibr">35</xref></sup>). <italic toggle="yes">Socioeconomic status measures</italic> were defined as criminal activity, education, employment, family status, housing, income, quality of life (i.e., formal scale such as the Short Form Health Survey), or wealth. Inclusion criteria for data source search were: &#x02265;1 nonfatal interpersonal violence and temporally later socioeconomic status measure (either directly reported or via data source linking), representative sample (not a convenience sample), individual person reporting unit, and longitudinal record type (multiple records over time for the same person or repeated cross-sections that measure violence exposure and are linkable to the outcomes measured at a later point in time, without any requirement regarding the amount of time between measurements).</p></sec><sec id="S9"><title>Data Analysis</title><p id="P9">A keyword search was conducted at <ext-link xlink:href="http://www.data.gov/" ext-link-type="uri">www.data.gov</ext-link> and ICPSR, and the current FSRDC networked data source list was reviewed<sup><xref rid="R36" ref-type="bibr">36</xref></sup> (<xref rid="T1" ref-type="table">Table 1</xref>). Keywords were used to search the available meta data to identify an initial pool of data resources that might include analytic measures that matched our definitions of violence and socioeconomic outcomes. Then, available data documentation was reviewed to identify data resources that included analytic measures of concepts matching our definitions of violence and socioeconomic outcomes. Qualifying data sources were characterized in terms of data type (e. g., survey), violence measure type (e.g., intimate partner violence), socioeconomic measure type (e.g., income, via direct report or data source linking), data years, and geographic coverage. Qualifying data sources were reviewed by 2 authors independently and were analyzed by author agreement.</p></sec></sec><sec id="S10"><title>RESULTS</title><p id="P10">A total of 16 data sources were identified that provide an opportunity to study the longitudinal socioeconomic impact of violence at the individual level (<xref rid="T2" ref-type="table">Table 2</xref><sup><xref rid="R19" ref-type="bibr">19</xref>&#x02212;<xref rid="R34" ref-type="bibr">34</xref></sup>). Adverse childhood experiences, intimate partner violence, and sexual violence were the most common analyzable violence measures (<xref rid="T1" ref-type="table">Table 1</xref>). Income, education, and family status were the most common analyzable socioeconomic measures. Self-reported information on violence victimization and socioeconomic status from longitudinal surveys was the source of information in nearly all (14 of 16) of the analyzed data sources; however, 2 data sources were based on administrative records (e.g., substantiated child maltreatment or criminal justice records) (<xref rid="T2" ref-type="table">Table 2</xref>). The 2 administrative data sources were unique among the analyzed data sources in terms of being linkable at the record level to external longitudinal data sources reporting socioeconomic measures (<xref rid="T2" ref-type="table">Table 2</xref>). Nearly all (15 of 16) data sources had national geographic coverage, and most had extensive temporal coverage (the longest was from 1970 to present, and the shortest was from 2016 to 2018) (<xref rid="T2" ref-type="table">Table 2</xref>).</p></sec><sec id="S11"><title>DISCUSSION</title><p id="P11">This study generated an inventory of publicly available representative data sources to classify current opportunities for expanding research evidence on the socioeconomic impact of experiencing interpersonal violence. Past research in this area has faced methodologic limitations that have inhibited our understanding of the causal link between experiencing interpersonal violence and its subsequent outcomes. This study&#x02019;s primary contribution is a comprehensive and concise description of the current data landscape to investigate a complex and understudied question of critical public health importance. Most opportunities identified here to study the level of socioeconomic impact of violence on an individual were based on self-reported longitudinal survey data. A major benefit of this type of data is that it can capture a wider variety of violence exposure than administrative data sources based on, for example, law enforcement involvement. Another major benefit is that surveys typically include richer measures of various forms of violence than administrative records. This is important for studying the implications of experiencing different types of violence across the life course. However, longitudinal surveys are resource intensive and for sensitive topics such as violence exposure and socioeconomic status, survey respondents&#x02019; willingness to report and recall bias might reduce the value of the information that is gathered.</p><p id="P12">This study identified a limited number of administrative data sources that offer applicable analytic opportunities&#x02014;primarily based on being linkable to other data sources. Recent advancements in data linkage infrastructure, data and network security, and research surrounding methodologies for preventing inadvertent disclosure of personal information have created new opportunities to conduct research using linked administrative records. For example, the FSRDC network facilitates data linkage across disparate data resources through the use of personal identification keys that are generated using probabilistic matching algorithms. These personal identification keys are an anonymized identifier which facilitate data linkage while maintaining individual anonymity.</p><p id="P13">It should be noted that administrative records of exposure to violence are necessarily a subset of all the violence that occurs, which limits the generalizability of related research findings. Making generalizations to populations based on administrative records carries the risk of perpetuating the biases inherent in the systems that generate these records. Therefore, caution should be taken when considering the external validity of findings from studies using administrative records. However, the major benefit of administrative records as highlighted here is that data linking infrastructure can enable expansive opportunities for longitudinal analysis of victims&#x02019; and perpetrators&#x02019; subsequent socioeconomic experiences. It should also be noted that surveys share similar limitations in terms of external validity. For example, a survey that aims to be nationally representative may miss certain hard-to-reach groups of the population. Victims of violence are a notable example of this because the consequences of violence exposure could make these individuals less likely to be represented in surveys that are not specifically designed to measure this group, more susceptible to social desirability bias, and more difficult to measure at multiple points in time.</p><sec id="S12"><title>Limitations</title><p id="P14">This data inventory addressed only data sources that are publicly available and archived at <ext-link xlink:href="http://www.data.gov/" ext-link-type="uri">www.data.gov</ext-link>, ICPSR, or the FSRDC network. The website <ext-link xlink:href="http://www.data.gov/" ext-link-type="uri">www.data.gov</ext-link> has been criticized for a non-systematic approach.<sup><xref rid="R37" ref-type="bibr">37</xref></sup> Classification of data sources was based on publicly available data documentation. Some data sources facilitate investigation of household rather than individual socioeconomic outcomes. Authors did not systematically examine data source quality issues, such as data completeness for key measures. For example, the Criminal Justice Administrative Records System had the opportunity for the largest depth (records spanning from 1970 to present) and breadth of socioeconomic status measures (criminal activity, education, employment, income, housing, family status, and wealth), but identification of violence exposure in that data source was based on criminal justice system involvement (arrest, criminal court case filings, terms of incarceration, probation, and parole records). There are also some other aspects of data quality that were not assessed, such as survey participation rates over time, sample generalizability, concerns of accuracy of self-reported measures, changes in measurement over time, representativeness of administrative records, and limitations in data linkage. Because data quality assessment was outside the scope of this data inventory, future researchers wishing to use the data resources identified here will need to evaluate data quality against the specific research questions they plan to answer and methodologies they plan to implement. This study primarily identified opportunities to study socioeconomic outcomes in terms of income, education, and family status, but a wider variety of socioeconomic and quality of life measures would be valuable for public health research and practice.</p></sec></sec><sec id="S13"><title>CONCLUSIONS</title><p id="P15">Linked administrative data currently appears to offer the most comprehensive opportunities to examine the long-term impact of violence on individuals&#x02019; livelihoods. Despite the limitations of administrative data to comprehensively capture violence exposure, administrative data &#x02212;linking infrastructure may provide cost-effective research opportunities to better understand elements of the economic burden of violence and improve the targeting of prevention strategies.</p></sec></body><back><ack id="S14"><title>ACKNOWLEDGMENTS</title><p id="P16">The findings and conclusions in this report are solely the responsibility of the authors and do not necessarily represent the official position of the Centers for Disease Control and Prevention.</p><p id="P17">JP and MMS were funded via an Intergovernmental Personnel Act agreement from the Centers for Disease Control and Prevention for this study.</p><p id="P18">JP led and MMS, MK, and CP assisted with the study design and interpretation of results. JP analyzed data and drafted the manuscript. MMS, MK, and CP edited the manuscript. All authors approved the final manuscript as submitted.</p></ack><fn-group><fn fn-type="COI-statement" id="FN1"><p id="P19">Declaration of interest: none.</p></fn><fn id="FN2"><p id="P20">
<bold>CREDIT AUTHOR STATEMENT</bold>
</p><p id="P21">Jordan Papp: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Writing &#x02212; original draft. Michael Mueller-Smith: Conceptualization, Funding acquisition, Methodology, Supervision, Writing &#x02212; review &#x00026; editing. Megan C. Kearns: Conceptualization, Methodology, Writing &#x02212; review &#x00026; editing. Cora Peterson: Conceptualization, Formal analysis, Methodology, Project administration, Writing &#x02212; review &#x00026; editing.</p></fn></fn-group><ref-list><title>REFERENCES</title><ref id="R1"><label>1.</label><mixed-citation publication-type="journal"><name><surname>Bair-Merritt</surname><given-names>MH</given-names></name>, <name><surname>Blackstone</surname><given-names>M</given-names></name>, <name><surname>Feudtner</surname><given-names>C</given-names></name>. <article-title>Physical health outcomes of childhood exposure to intimate partner violence: a systematic review</article-title>. <source>Pediatrics</source>. <year>2006</year>;<volume>117</volume>(<issue>2</issue>):<fpage>e278</fpage>&#x02013;<lpage>e290</lpage>. <pub-id pub-id-type="doi">10.1542/peds.2005-1473</pub-id>.<pub-id pub-id-type="pmid">16452335</pub-id></mixed-citation></ref><ref id="R2"><label>2.</label><mixed-citation publication-type="journal"><name><surname>Browne</surname><given-names>A</given-names></name>, <name><surname>Salomon</surname><given-names>A</given-names></name>, <name><surname>Bassuk</surname><given-names>SS</given-names></name>. <article-title>The impact of recent partner violence on poor women&#x02019;s capacity to maintain work</article-title>. <source>Violence Against Women</source>. <year>1999</year>;<volume>5</volume>(<issue>4</issue>):<fpage>393</fpage>&#x02013;<lpage>426</lpage>. <pub-id pub-id-type="doi">10.1177/10778019922181284</pub-id>.</mixed-citation></ref><ref id="R3"><label>3.</label><mixed-citation publication-type="journal"><name><surname>Crowne</surname><given-names>SS</given-names></name>, <name><surname>Juon</surname><given-names>HS</given-names></name>, <name><surname>Ensminger</surname><given-names>M</given-names></name>, <name><surname>Burrell</surname><given-names>L</given-names></name>, <name><surname>McFarlane</surname><given-names>E</given-names></name>, <name><surname>Duggan</surname><given-names>A</given-names></name>. <article-title>Concurrent and long-term impact of intimate partner violence on employment stability</article-title>. <source>J Interpers Violence</source>. <year>2011</year>;<volume>26</volume>(<issue>6</issue>):<fpage>1282</fpage>&#x02013;<lpage>1304</lpage>. <pub-id pub-id-type="doi">10.1177/0886260510368160</pub-id>.<pub-id pub-id-type="pmid">20587457</pub-id></mixed-citation></ref><ref id="R4"><label>4.</label><mixed-citation publication-type="journal"><name><surname>Lindhorst</surname><given-names>T</given-names></name>, <name><surname>Oxford</surname><given-names>M</given-names></name>, <name><surname>Gillmore</surname><given-names>MR</given-names></name>. <article-title>Longitudinal effects of domestic violence on employment and welfare outcomes</article-title>. <source>J Interpers Violence</source>. <year>2007</year>;<volume>22</volume>(<issue>7</issue>):<fpage>812</fpage>&#x02013;<lpage>828</lpage>. <pub-id pub-id-type="doi">10.1177/0886260507301477</pub-id>.<pub-id pub-id-type="pmid">17575064</pub-id></mixed-citation></ref><ref id="R5"><label>5.</label><mixed-citation publication-type="journal"><name><surname>Wilkinson</surname><given-names>RG</given-names></name>, <name><surname>Kawachi</surname><given-names>I</given-names></name>, <name><surname>Kennedy</surname><given-names>BP</given-names></name>. <article-title>Mortality, the social environment, crime and violence</article-title>. <source>Sociol Health &#x00026; Illness</source>. <year>1998</year>;<volume>20</volume>(<issue>5</issue>):<fpage>578</fpage>&#x02013;<lpage>597</lpage>. <pub-id pub-id-type="doi">10.1111/1467-9566.00120</pub-id>.</mixed-citation></ref><ref id="R6"><label>6.</label><mixed-citation publication-type="journal"><name><surname>Byrne</surname><given-names>CA</given-names></name>, <name><surname>Resnick</surname><given-names>HS</given-names></name>, <name><surname>Kilpatrick</surname><given-names>DG</given-names></name>, <name><surname>Best</surname><given-names>CL</given-names></name>, <name><surname>Saunders</surname><given-names>BE</given-names></name>. <article-title>The socioeconomic impact of interpersonal violence on women</article-title>. <source>J Consult Clin Psychol</source>. <year>1999</year>;<volume>67</volume>(<issue>3</issue>):<fpage>362</fpage>&#x02013;<lpage>366</lpage>. <pub-id pub-id-type="doi">10.1037//0022-006x.67.3.362</pub-id>.<pub-id pub-id-type="pmid">10369056</pub-id></mixed-citation></ref><ref id="R7"><label>7.</label><mixed-citation publication-type="journal"><name><surname>Fang</surname><given-names>X</given-names></name>, <name><surname>Brown</surname><given-names>DS</given-names></name>, <name><surname>Florence</surname><given-names>CS</given-names></name>, <name><surname>Mercy</surname><given-names>JA</given-names></name>. <article-title>The economic burden of child maltreatment in the United States and implications for prevention</article-title>. <source>Child Abuse Negl</source>. <year>2012</year>;<volume>36</volume>(<issue>2</issue>):<fpage>156</fpage>&#x02013;<lpage>165</lpage>. <pub-id pub-id-type="doi">10.1016/j.chiabu.2011.10.006</pub-id>.<pub-id pub-id-type="pmid">22300910</pub-id></mixed-citation></ref><ref id="R8"><label>8.</label><mixed-citation publication-type="journal"><name><surname>Loya</surname><given-names>RM</given-names></name>. <article-title>Rape as an economic crime: the impact of sexual violence on survivors&#x02019; employment and economic well-being</article-title>. <source>J Interpers Violence</source>. <year>2015</year>;<volume>30</volume>(<issue>16</issue>):<fpage>2793</fpage>&#x02013;<lpage>2813</lpage>. <pub-id pub-id-type="doi">10.1177/0886260514554291</pub-id>.<pub-id pub-id-type="pmid">25381269</pub-id></mixed-citation></ref><ref id="R9"><label>9.</label><mixed-citation publication-type="journal"><name><surname>Peterson</surname><given-names>C</given-names></name>, <name><surname>DeGue</surname><given-names>S</given-names></name>, <name><surname>Florence</surname><given-names>C</given-names></name>, <name><surname>Lokey</surname><given-names>CN</given-names></name>. <article-title>Lifetime economic burden of rape among U.S. adults</article-title>. <source>Am J Prev Med</source>. <year>2017</year>;<volume>52</volume>(<issue>6</issue>):<fpage>691</fpage>&#x02013;<lpage>701</lpage>. <pub-id pub-id-type="doi">10.1016/j.amepre.2016.11.014</pub-id>.<pub-id pub-id-type="pmid">28153649</pub-id></mixed-citation></ref><ref id="R10"><label>10.</label><mixed-citation publication-type="journal"><name><surname>Peterson</surname><given-names>C</given-names></name>, <name><surname>Florence</surname><given-names>C</given-names></name>, <name><surname>Klevens</surname><given-names>J</given-names></name>. <article-title>The economic burden of child mal-treatment in the United States, 2015</article-title>. <source>Child Abuse Negl</source>. <year>2018</year>;<volume>86</volume>:<fpage>178</fpage>&#x02013; <lpage>183</lpage>. <pub-id pub-id-type="doi">10.1016/j.chiabu.2018.09.018</pub-id>.<pub-id pub-id-type="pmid">30308348</pub-id></mixed-citation></ref><ref id="R11"><label>11.</label><mixed-citation publication-type="journal"><name><surname>Peterson</surname><given-names>C</given-names></name>, <name><surname>Kearns</surname><given-names>MC</given-names></name>, <name><surname>McIntosh</surname><given-names>WL</given-names></name>, <etal/>
<article-title>Lifetime economic burden of intimate partner violence among U.S. adults</article-title>. <source>Am J Prev Med</source>. <year>2018</year>;<volume>55</volume>(<issue>4</issue>):<fpage>433</fpage>&#x02013;<lpage>444</lpage>. <pub-id pub-id-type="doi">10.1016/j.amepre.2018.04.049</pub-id>.<pub-id pub-id-type="pmid">30166082</pub-id></mixed-citation></ref><ref id="R12"><label>12.</label><mixed-citation publication-type="journal"><name><surname>Showalter</surname><given-names>K</given-names></name>
<article-title>Women&#x02019;s employment and domestic violence: a review of the literature</article-title>. <source>Aggression Violent Behav</source>. <year>2016</year>;<volume>31</volume>:<fpage>37</fpage>&#x02013;<lpage>47</lpage>. <pub-id pub-id-type="doi">10.1016/j.avb.2016.06.017</pub-id>.</mixed-citation></ref><ref id="R13"><label>13.</label><mixed-citation publication-type="journal"><name><surname>Hahn</surname><given-names>R</given-names></name>, <name><surname>Fuqua-Whitley</surname><given-names>D</given-names></name>, <name><surname>Wethington</surname><given-names>H</given-names></name>, <etal/>
<article-title>Effectiveness of universal school-based programs to prevent violent and aggressive behavior: a systematic review</article-title>. <source>Am J Prev Med</source>. <year>2007</year>;<volume>33</volume>(<issue>2 suppl</issue>):<fpage>S114</fpage>&#x02013;<lpage>S129</lpage>. <pub-id pub-id-type="doi">10.1016/j.amepre.2007.04.012</pub-id>.<pub-id pub-id-type="pmid">17675013</pub-id></mixed-citation></ref><ref id="R14"><label>14.</label><mixed-citation publication-type="journal"><name><surname>Kurz</surname><given-names>D</given-names></name>, <article-title>Women, welfare, and domestic violence</article-title>, <source>Soc Justice</source>
<year>1998</year>;<volume>25</volume>(<issue>1 (71)</issue>):<fpage>105</fpage>&#x02212;<lpage>122</lpage>. <comment><ext-link xlink:href="https://www.jstor.org/stable/29767061" ext-link-type="uri">https://www.jstor.org/stable/29767061</ext-link>.</comment>
<comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R15"><label>15.</label><mixed-citation publication-type="journal"><name><surname>Reynolds</surname><given-names>AJ</given-names></name>, <name><surname>Temple</surname><given-names>JA</given-names></name>, <name><surname>White</surname><given-names>BA</given-names></name>, <name><surname>Ou</surname><given-names>SR</given-names></name>, <name><surname>Robertson</surname><given-names>DL</given-names></name>. <article-title>Age 26 cost-benefit analysis of the child-parent center early education program</article-title>. <source>Child Dev</source>. <year>2011</year>;<volume>82</volume>(<issue>1</issue>):<fpage>379</fpage>&#x02013;<lpage>404</lpage>. <pub-id pub-id-type="doi">10.1111/j.1467-8624.2010.01563.x</pub-id>.<pub-id pub-id-type="pmid">21291448</pub-id></mixed-citation></ref><ref id="R16"><label>16.</label><mixed-citation publication-type="book"><name><surname>Widom</surname><given-names>CS</given-names></name>, <name><surname>Maxfield</surname><given-names>MG</given-names></name>. <source>An update on the &#x0201c;cycle of violence&#x0201d;</source>. <publisher-loc>Washington, DC</publisher-loc>: <publisher-name>National Institute of Justice</publisher-name>. <comment><ext-link xlink:href="http://www.ncjrs.gov/pdffiles1/nij/184894.pdf" ext-link-type="uri">http://www.ncjrs.gov/pdffiles1/nij/184894.pdf</ext-link>.</comment>
<comment>Published</comment>
<month>February</month>
<year>2001</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R17"><label>17.</label><mixed-citation publication-type="webpage"><collab>Data.gov</collab>. <comment><ext-link xlink:href="https://www.data.gov/about" ext-link-type="uri">https://www.data.gov/about</ext-link>.</comment>
<comment>Updated</comment>
<month>August</month>
<day>22</day>, <year>2022</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R18"><label>18.</label><mixed-citation publication-type="webpage"><collab>Federal Statistical Research Data Centers: about</collab>. <source>United States Census Bureau</source>. <comment><ext-link xlink:href="https://www.census.gov/about/adrm/fsrdc/about.html" ext-link-type="uri">https://www.census.gov/about/adrm/fsrdc/about.html</ext-link>.</comment>
<comment>Updated</comment>
<month>August</month>
<day>22</day>, <year>2022</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R19"><label>19.</label><mixed-citation publication-type="webpage"><collab>National longitudinal study of adolescent to adult health (add health) series</collab>. <source>Inter-University Consortium for Political and Social Research</source>. <comment><ext-link xlink:href="https://www.icpsr.umich.edu/web/ICPSR/series/1006" ext-link-type="uri">https://www.icpsr.umich.edu/web/ICPSR/series/1006</ext-link>.</comment>
<comment>Updated</comment>
<month>August</month>
<day>22</day>, <year>2022</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R20"><label>20.</label><mixed-citation publication-type="webpage"><source>Criminal Justice Administrative Records System</source>. <comment><ext-link xlink:href="https://cjars.isr.umich.edu" ext-link-type="uri">https://cjars.isr.umich.edu</ext-link>.</comment>
<comment>Updated</comment>
<month>August</month>
<day>22</day>, <year>2022</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R21"><label>21.</label><mixed-citation publication-type="webpage"><collab>Midlife in the United States series</collab>. <source>Inter-University Consortium for Political and Social Research</source>. <comment><ext-link xlink:href="https://www.icpsr.umich.edu/web/ICPSR/series/203" ext-link-type="uri">https://www.icpsr.umich.edu/web/ICPSR/series/203</ext-link>.</comment>
<comment>Updated</comment>
<month>August</month>
<day>22</day>, <year>2022</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R22"><label>22.</label><mixed-citation publication-type="webpage"><collab>Education longitudinal study series</collab>. <source>Inter-University Consortium for Political and Social Research</source>. <comment><ext-link xlink:href="https://www.icpsr.umich.edu/web/ICPSR/series/211" ext-link-type="uri">https://www.icpsr.umich.edu/web/ICPSR/series/211</ext-link>.</comment>
<comment>Updated</comment>
<month>August</month>
<day>22</day>, <year>2022</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R23"><label>23.</label><mixed-citation publication-type="journal"><collab>Inter-university Consortium for Political and Social Research</collab>. <article-title>Fragile families and child wellbeing study, public use, United States, 1998 &#x02212;2017</article-title>. <source>Ann Arbor, MI: Inter-university Consortium for Political and Social Research</source>. <comment><ext-link xlink:href="https://www.icpsr.umich.edu/web/ICPSR/studies/31622" ext-link-type="uri">https://www.icpsr.umich.edu/web/ICPSR/studies/31622</ext-link>.</comment>
<comment>Published</comment>
<month>September</month>
<day>26</day>, <year>2019</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R24"><label>24.</label><mixed-citation publication-type="webpage"><collab>Head start impact study series</collab>. <source>Inter-University Consortium for Political and Social Research</source>. <comment><ext-link xlink:href="https://www.icpsr.umich.edu/web/ICPSR/series/" ext-link-type="uri">https://www.icpsr.umich.edu/web/ICPSR/series/</ext-link></comment><year>1820</year>. <comment>Updated August 22, 2022</comment>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R25"><label>25.</label><mixed-citation publication-type="journal"><collab>Inter-university Consortium for Political and Social Research</collab>. <article-title>The interpersonal conflict and resolution study, United States, 2016&#x02212;2018</article-title>. <source>Ann Arbor, MI: Inter-university Consortium for Political and Social Research</source>. <comment><ext-link xlink:href="https://www.icpsr.umich.edu/web/ICPSR/studies/37164" ext-link-type="uri">https://www.icpsr.umich.edu/web/ICPSR/studies/37164</ext-link>.</comment>
<comment>Published</comment>
<month>April</month>
<day>29</day>, <year>2019</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R26"><label>26.</label><mixed-citation publication-type="webpage"><collab>Marital instability over the life course/work and family life study series</collab>. <source>Inter-University Consortium for Political and Social Research</source>. <comment><ext-link xlink:href="https://www.icpsr.umich.edu/web/ICPSR/series/187" ext-link-type="uri">https://www.icpsr.umich.edu/web/ICPSR/series/187</ext-link>.</comment>
<comment>Updated</comment>
<month>August</month>
<day>22</day>, <year>2022</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R27"><label>27.</label><mixed-citation publication-type="webpage"><collab>Monitoring the future public-use cross-sectional datasets</collab>. <source>Inter-University Consortium for Political and Social Research</source>. <comment><ext-link xlink:href="https://www.icpsr.umich.edu/web/ICPSR/series/35" ext-link-type="uri">https://www.icpsr.umich.edu/web/ICPSR/series/35</ext-link>.</comment>
<comment>Updated</comment>
<month>August</month>
<day>22</day>, <year>2022</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R28"><label>28.</label><mixed-citation publication-type="webpage"><collab>Dataset</collab>. <source>National Data Archive on Child Abuse and Neglect</source>. <comment><ext-link xlink:href="https://www.ndacan.acf.hhs.gov/datasets/datasets-list-ncands-child-file.cfm" ext-link-type="uri">https://www.ndacan.acf.hhs.gov/datasets/datasets-list-ncands-child-file.cfm</ext-link>.</comment>
<comment>Updated</comment>
<month>August</month>
<day>22</day>, <year>2022</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R29"><label>29.</label><mixed-citation publication-type="webpage"><collab>National Comorbidity Survey (NCS) Series</collab>. <source>Inter-University Consortium for Political and Social Research</source>. <comment><ext-link xlink:href="https://www.icpsr.umich.edu/web/ICPSR/series/527" ext-link-type="uri">https://www.icpsr.umich.edu/web/ICPSR/series/527</ext-link>.</comment>
<comment>Updated</comment>
<month>August</month>
<day>22</day>, <year>2022</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R30"><label>30.</label><mixed-citation publication-type="webpage"><collab>National crime victimization survey (NCVS)</collab>. <source>United States Bureau of justice Statistics</source>. <comment><ext-link xlink:href="https://bjs.ojp.gov/data-collection/ncvs" ext-link-type="uri">https://bjs.ojp.gov/data-collection/ncvs</ext-link>.</comment>
<comment>Updated</comment>
<month>August</month>
<day>22</day>, <year>2022</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R31"><label>31.</label><mixed-citation publication-type="webpage"><collab>National survey of child and adolescent well-being (NSCAW)</collab>. <source>Office of Planning Research &#x00026; Evaluation</source>. <comment><ext-link xlink:href="https://www.acf.hhs.gov/opre/project/national-survey-child-and-adolescent-well-being-nscaw-1997-2014-and-2015-2024" ext-link-type="uri">https://www.acf.hhs.gov/opre/project/national-survey-child-and-adolescent-well-being-nscaw-1997-2014-and-2015-2024</ext-link>.</comment>
<comment>Updated</comment>
<month>August</month>
<day>22</day>, <year>2022</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R32"><label>32.</label><mixed-citation publication-type="webpage"><collab>National survey of families and households series</collab>. <source>Inter-University Consortium for Political and Social Research</source>. <comment><ext-link xlink:href="https://www.icpsr.umich.edu/web/ICPSR/series/193" ext-link-type="uri">https://www.icpsr.umich.edu/web/ICPSR/series/193</ext-link>.</comment>
<comment>Updated</comment>
<month>August</month>
<day>22</day>, <year>2022</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R33"><label>33.</label><mixed-citation publication-type="webpage"><collab>National Social Life, Health, and Aging Project (NSHAP)</collab>. <source>Inter-University Consortium for Political and Social Research</source>. <comment><ext-link xlink:href="https://www.icpsr.umich.edu/web/ICPSR/series/706" ext-link-type="uri">https://www.icpsr.umich.edu/web/ICPSR/series/706</ext-link>.</comment>
<comment>Updated</comment>
<month>August</month>
<day>22</day>, <year>2022</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R34"><label>34.</label><mixed-citation publication-type="webpage"><collab>National Youth Survey (NYS) series</collab>. <source>Inter-University Consortium for Political and Social Research</source>. <comment><ext-link xlink:href="https://www.icpsr.umich.edu/web/ICPSR/series/88" ext-link-type="uri">https://www.icpsr.umich.edu/web/ICPSR/series/88</ext-link>.</comment>
<comment>Updated</comment>
<month>August</month>
<day>22</day>, <year>2022</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R35"><label>35.</label><mixed-citation publication-type="webpage"><collab>Centers for Disease Control and Prevention</collab>. <source>BRFSS ACE data: BRFSS ACE module 2009&#x02212;2020</source>. <comment><ext-link xlink:href="https://www.cdc.gov/violenceprevention/aces/ace-brfss.html" ext-link-type="uri">https://www.cdc.gov/violenceprevention/aces/ace-brfss.html</ext-link>.</comment>
<comment>Updated</comment>
<month>August</month>
<day>22</day>, <year>2022</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R36"><label>36.</label><mixed-citation publication-type="book"><collab>U.S. Bureau of the Census</collab>. <source>Census Bureau administrative data inventory</source>. <publisher-loc>Suitland-Silver Hill, MD</publisher-loc>: <publisher-name>U.S. Bureau of the Census</publisher-name>. <comment><ext-link xlink:href="https://www2.census.gov/about/linkage/data-file-inventory.pdf" ext-link-type="uri">https://www2.census.gov/about/linkage/data-file-inventory.pdf</ext-link>.</comment>
<comment>Published</comment>
<month>October</month>
<day>1</day>, <year>2022</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref><ref id="R37"><label>37.</label><mixed-citation publication-type="book"><collab>Government Accountability Office</collab>. <source>Open data: agencies need guidance to establish comprehensive data inventories; information on their progress is limited</source>. <publisher-loc>Washington, DC</publisher-loc>: <publisher-name>Government Accountability Office</publisher-name>. <comment><ext-link xlink:href="https://www.gao.gov/products/gao-21-29" ext-link-type="uri">https://www.gao.gov/products/gao-21-29</ext-link>.</comment>
<comment>Published</comment>
<year>2020</year>. <comment>Accessed</comment>
<date-in-citation>August 22, 2022</date-in-citation>.</mixed-citation></ref></ref-list></back><floats-group><table-wrap position="float" id="T1" orientation="landscape"><label>Table 1.</label><caption><p id="P22">Data Source Search</p></caption><table frame="hsides" rules="groups"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th rowspan="2" align="left" valign="bottom" colspan="1">Search term</th><th colspan="3" align="center" valign="middle" style="border-bottom: solid 1px" rowspan="1">Data sources considered, n</th><th rowspan="2" align="center" valign="bottom" colspan="1">Data sources analyzed, n</th></tr><tr><th align="center" valign="bottom" rowspan="1" colspan="1">
<ext-link xlink:href="http://Data.gov" ext-link-type="uri">Data.gov</ext-link>
</th><th align="center" valign="bottom" rowspan="1" colspan="1">ICPSR</th><th align="center" valign="bottom" rowspan="1" colspan="1">FSRDC</th></tr></thead><tbody><tr><td align="left" valign="top" rowspan="1" colspan="1">Interpersonal violence<sup><xref rid="TFN2" ref-type="table-fn">a</xref>,<xref rid="TFN3" ref-type="table-fn">b</xref></sup></td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Adverse childhood experiences</td><td align="center" valign="top" rowspan="1" colspan="1">54</td><td align="center" valign="top" rowspan="1" colspan="1">9</td><td align="center" valign="top" rowspan="1" colspan="1">167</td><td align="center" valign="top" rowspan="1" colspan="1">10</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Bullying</td><td align="center" valign="top" rowspan="1" colspan="1">42</td><td align="center" valign="top" rowspan="1" colspan="1">56</td><td align="center" valign="top" rowspan="1" colspan="1">167</td><td align="center" valign="top" rowspan="1" colspan="1">3</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Child abuse and neglect</td><td align="center" valign="top" rowspan="1" colspan="1">55</td><td align="center" valign="top" rowspan="1" colspan="1">35</td><td align="center" valign="top" rowspan="1" colspan="1">167</td><td align="center" valign="top" rowspan="1" colspan="1">9</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Community violence</td><td align="center" valign="top" rowspan="1" colspan="1">146</td><td align="center" valign="top" rowspan="1" colspan="1">10</td><td align="center" valign="top" rowspan="1" colspan="1">167</td><td align="center" valign="top" rowspan="1" colspan="1">6</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Elder abuse</td><td align="center" valign="top" rowspan="1" colspan="1">41</td><td align="center" valign="top" rowspan="1" colspan="1">21</td><td align="center" valign="top" rowspan="1" colspan="1">167</td><td align="center" valign="top" rowspan="1" colspan="1">2</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Intimate partner violence</td><td align="center" valign="top" rowspan="1" colspan="1">113</td><td align="center" valign="top" rowspan="1" colspan="1">33</td><td align="center" valign="top" rowspan="1" colspan="1">167</td><td align="center" valign="top" rowspan="1" colspan="1">10</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Sexual violence</td><td align="center" valign="top" rowspan="1" colspan="1">123</td><td align="center" valign="top" rowspan="1" colspan="1">31</td><td align="center" valign="top" rowspan="1" colspan="1">167</td><td align="center" valign="top" rowspan="1" colspan="1">10</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Youth violence</td><td align="center" valign="top" rowspan="1" colspan="1">82</td><td align="center" valign="top" rowspan="1" colspan="1">32</td><td align="center" valign="top" rowspan="1" colspan="1">167</td><td align="center" valign="top" rowspan="1" colspan="1">2</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Socioeconomic status<sup><xref rid="TFN4" ref-type="table-fn">c</xref></sup></td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Criminal activity</td><td align="center" valign="top" rowspan="1" colspan="1">147</td><td align="center" valign="top" rowspan="1" colspan="1">50</td><td align="center" valign="top" rowspan="1" colspan="1">167</td><td align="center" valign="top" rowspan="1" colspan="1">8</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Education</td><td align="center" valign="top" rowspan="1" colspan="1">12,094</td><td align="center" valign="top" rowspan="1" colspan="1">282</td><td align="center" valign="top" rowspan="1" colspan="1">167</td><td align="center" valign="top" rowspan="1" colspan="1">14</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Employment</td><td align="center" valign="top" rowspan="1" colspan="1">3,276</td><td align="center" valign="top" rowspan="1" colspan="1">266</td><td align="center" valign="top" rowspan="1" colspan="1">167</td><td align="center" valign="top" rowspan="1" colspan="1">12</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Family status</td><td align="center" valign="top" rowspan="1" colspan="1">1,853</td><td align="center" valign="top" rowspan="1" colspan="1">28</td><td align="center" valign="top" rowspan="1" colspan="1">167</td><td align="center" valign="top" rowspan="1" colspan="1">14</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Housing</td><td align="center" valign="top" rowspan="1" colspan="1">5,367</td><td align="center" valign="top" rowspan="1" colspan="1">261</td><td align="center" valign="top" rowspan="1" colspan="1">167</td><td align="center" valign="top" rowspan="1" colspan="1">8</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Income</td><td align="center" valign="top" rowspan="1" colspan="1">2,356</td><td align="center" valign="top" rowspan="1" colspan="1">241</td><td align="center" valign="top" rowspan="1" colspan="1">167</td><td align="center" valign="top" rowspan="1" colspan="1">14</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Quality of life</td><td align="center" valign="top" rowspan="1" colspan="1">1,626</td><td align="center" valign="top" rowspan="1" colspan="1">90</td><td align="center" valign="top" rowspan="1" colspan="1">167</td><td align="center" valign="top" rowspan="1" colspan="1">4</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;Wealth</td><td align="center" valign="top" rowspan="1" colspan="1">375</td><td align="center" valign="top" rowspan="1" colspan="1">101</td><td align="center" valign="top" rowspan="1" colspan="1">167</td><td align="center" valign="top" rowspan="1" colspan="1">3</td></tr></tbody></table><table-wrap-foot><fn id="TFN1"><p id="P23"><italic toggle="yes">Note:</italic> Searches conducted August 2022. <ext-link xlink:href="http://Data.gov" ext-link-type="uri">Data.gov</ext-link> and ICPSR <italic toggle="yes">considered</italic> counts are the number of results returned for each keyword search (row titles in this table). Authors applied <ext-link xlink:href="http://Data.gov" ext-link-type="uri">Data.gov</ext-link>&#x02019;s sort by relevance function and ended review after the ranked list became no longer relevant for study aims. FSRDC counts are the number of indexed data sources in that research environment at the time of review. Analyzed counts match data source descriptions in <xref rid="T2" ref-type="table">Table 2</xref><sup><xref rid="R19" ref-type="bibr">19</xref>&#x02212;<xref rid="R34" ref-type="bibr">34</xref></sup>.</p></fn><fn id="TFN2"><label>a</label><p id="P24">Violence types that intersect are separately identified. Example: A data source that reported child abuse and neglect exposure is counted in both adverse childhood experiences and child abuse and neglect.</p></fn><fn id="TFN3"><label>b</label><p id="P25">Data sources retained for analysis based on Centers for Disease Control and Prevention definitions (<ext-link xlink:href="https://www.cdc.gov/violenceprevention" ext-link-type="uri">https://www.cdc.gov/violenceprevention</ext-link>): adverse childhood experiences&#x02014;physical, emotional, or sexual abuse, or household member substance misuse, incarceration, mental illness, parental divorce, or intimate partner violence<sup><xref rid="R35" ref-type="bibr">35</xref></sup>; bullying&#x02014;any unwanted aggressive behavior(s) by another youth or group of youths, who are not siblings or current dating partners, that involves an observed or perceived power imbalance, and is repeated multiple times or is highly likely to be repeated; child abuse and neglect&#x02014;any act or series of acts of commission or omission by a parent, caregiver, or another person in custodial role that results in harm, potential harm, or threat of harm to a child; community violence&#x02014;happens between unrelated individuals, who may or may not know each other, generally outside the home. Examples include assaults or fights among groups and shootings in public places, such as schools and on the streets; elder abuse&#x02014;act or failure to act that causes or creates a risk of harm to an older adult; Intimate partner violence&#x02014;abuse or aggression that occurs in a romantic relationship; sexual violence&#x02014;sexual activity when consent in not obtained or not freely given; youth violence&#x02014;intentional use of physical force or power to threaten or harm others by young people aged 10&#x02212;24 years.</p></fn><fn id="TFN4"><label>c</label><p id="P26">Data sources retained for analysis based on: criminal activity&#x02014;conduct prohibited by criminal laws; education&#x02014;highest credential/attainment; employment&#x02014;having paid work; family status&#x02014;familial structure (e.g., marital status); housing&#x02014;one&#x02019;s living circumstances (e.g., renting versus owning); income&#x02014;money received from paid work, investments; quality of life&#x02014;measure of health, comfort, and happiness experienced by an individual; wealth&#x02014;total value of one&#x02019;s assets.</p></fn><fn id="TFN5"><p id="P27">FSRDC, U.S. Census Bureau&#x02019;s Federal Statistical Research Data Center; ICPSR, Inter-university Consortium for Political and Social Research.</p></fn></table-wrap-foot></table-wrap><table-wrap position="float" id="T2" orientation="landscape"><label>Table 2.</label><caption><p id="P28">Data Sources Reporting Nonfatal Violence Exposure and Socioeconomic Status</p></caption><table frame="hsides" rules="groups"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th rowspan="2" align="left" valign="bottom" colspan="1">Data source</th><th rowspan="2" align="right" valign="bottom" style="border-bottom: solid 1px" colspan="1">Data source type</th><th rowspan="2" align="right" valign="bottom" colspan="1">Violence type</th><th rowspan="2" align="right" valign="bottom" colspan="1">Data years</th><th rowspan="2" align="right" valign="bottom" colspan="1">Geography</th><th colspan="2" align="left" valign="top" style="border-bottom: solid 1px" rowspan="1">Longitudinal socioeconomic measure</th></tr><tr><th align="right" valign="bottom" rowspan="1" colspan="1">Source</th><th align="center" valign="bottom" rowspan="1" colspan="1">Type</th></tr></thead><tbody><tr><td align="left" valign="top" rowspan="1" colspan="1">Add Health<sup><xref rid="R19" ref-type="bibr">19</xref>,<xref rid="TFN6" ref-type="table-fn">a</xref>,<xref rid="TFN7" ref-type="table-fn">b</xref></sup></td><td align="left" valign="top" rowspan="1" colspan="1">Survey</td><td align="left" valign="top" rowspan="1" colspan="1">ACE, CAN, CV, IPV, SV, YV (S)</td><td align="left" valign="top" rowspan="1" colspan="1">1994+</td><td align="left" valign="top" rowspan="1" colspan="1">National</td><td align="left" valign="top" rowspan="1" colspan="1">Direct report</td><td align="left" valign="top" rowspan="1" colspan="1">Criminal activity, education, employment, family status, housing, income, QOL, wealth</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Criminal Justice Administrative Records System<sup><xref rid="R20" ref-type="bibr">20</xref>,<xref rid="TFN8" ref-type="table-fn">c</xref></sup></td><td align="left" valign="top" rowspan="1" colspan="1">Administrative records</td><td align="left" valign="top" rowspan="1" colspan="1">ACE, CAN, IPV, SV (A)</td><td align="left" valign="top" rowspan="1" colspan="1">1970+</td><td align="left" valign="top" rowspan="1" colspan="1">29 states</td><td align="left" valign="top" rowspan="1" colspan="1">Direct report</td><td align="left" valign="top" rowspan="1" colspan="1">Criminal activity<sup><xref rid="TFN9" ref-type="table-fn">d</xref></sup></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Data source linking</td><td align="left" valign="top" rowspan="1" colspan="1">
<list list-type="bullet" id="L35"><list-item><p id="P29">ACS (2005+): education, employment, income, housing, family status</p></list-item><list-item><p id="P30">AHS (1973+): employment, housing, income, criminal activity</p></list-item><list-item><p id="P31">CPS (1962+): education, employment, income, housing, family status</p></list-item><list-item><p id="P32">decennial Census (2000+): education, income, housing, family status</p></list-item><list-item><p id="P33">HPS (2020+): education, employment, family status, housing</p></list-item><list-item><p id="P34">IPUMS (1,850+): education, employment, income, housing, family status</p></list-item><list-item><p id="P35">IRS W2 and 1,040 (1969+): income, employment</p></list-item><list-item><p id="P36">moving to opportunity (1994&#x02013;2010, 2018): employment, housing, income, education, criminal activity</p></list-item><list-item><p id="P37">MSIS (2000&#x02013;2016): income</p></list-item><list-item><p id="P38">PIH TRA (1995+): income, housing</p></list-item><list-item><p id="P39">PIH-IC (2000&#x02013;2016): income</p></list-item><list-item><p id="P40">PSID (1968+): income, wealth, education, employment, family status</p></list-item><list-item><p id="P41">SAIPE (1989+): income</p></list-item><list-item><p id="P42">SIPP (1937&#x02013;2017): income, employment, education, family status</p></list-item><list-item><p id="P43">SNAP<sup><xref rid="TFN10" ref-type="table-fn">e</xref></sup> (2004+): income</p></list-item><list-item><p id="P44">SSA-MBR (2015+): income</p></list-item><list-item><p id="P45">SSA-PHUS (2019+): income</p></list-item><list-item><p id="P46">SSI (2010+): income</p></list-item><list-item><p id="P47">TANF<sup><xref rid="TFN10" ref-type="table-fn">e</xref></sup> (2004+): income</p></list-item><list-item><p id="P48">T-MSIS (2014&#x02013;2017): income</p></list-item><list-item><p id="P49">TRAC (1994&#x02013;2014): income, housing</p></list-item><list-item><p id="P50">unemployment insurance (2009&#x02013;2017): income, employment</p></list-item><list-item><p id="P51">WIC<sup><xref rid="TFN6" ref-type="table-fn">a</xref></sup> (2004+): income</p></list-item></list>
</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Education Longitudinal Study Series<sup><xref rid="R22" ref-type="bibr">22</xref>,<xref rid="TFN6" ref-type="table-fn">a</xref>,<xref rid="TFN7" ref-type="table-fn">b</xref></sup></td><td align="left" valign="top" rowspan="1" colspan="1">Survey</td><td align="left" valign="top" rowspan="1" colspan="1">Bullying, CV, YV</td><td align="left" valign="top" rowspan="1" colspan="1">2002&#x02013;2012</td><td align="left" valign="top" rowspan="1" colspan="1">National</td><td align="left" valign="top" rowspan="1" colspan="1">Direct report</td><td align="left" valign="top" rowspan="1" colspan="1">Education, employment, family status, income</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Fragile Families and Child Wellbeing Study<sup><xref rid="R23" ref-type="bibr">23</xref>,<xref rid="TFN7" ref-type="table-fn">b</xref></sup></td><td align="left" valign="top" rowspan="1" colspan="1">Survey</td><td align="left" valign="top" rowspan="1" colspan="1">ACE, bullying, CAN, CV, IPV, SV</td><td align="left" valign="top" rowspan="1" colspan="1">1998+</td><td align="left" valign="top" rowspan="1" colspan="1">National</td><td align="left" valign="top" rowspan="1" colspan="1">Direct report</td><td align="left" valign="top" rowspan="1" colspan="1">Criminal activity, education, employment, family status, income, education wealth, QOL</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Head Start Impact Study Series<sup><xref rid="R24" ref-type="bibr">24</xref>,<xref rid="TFN6" ref-type="table-fn">a</xref>,<xref rid="TFN7" ref-type="table-fn">b</xref></sup></td><td align="left" valign="top" rowspan="1" colspan="1">Survey</td><td align="left" valign="top" rowspan="1" colspan="1">ACE, CAN, CV</td><td align="left" valign="top" rowspan="1" colspan="1">2002&#x02013;2008</td><td align="left" valign="top" rowspan="1" colspan="1">National</td><td align="left" valign="top" rowspan="1" colspan="1">Direct report</td><td align="left" valign="top" rowspan="1" colspan="1">Family status, income, housing</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Interpersonal Conflict and Resolution Study<sup><xref rid="R25" ref-type="bibr">25</xref>,<xref rid="TFN6" ref-type="table-fn">a</xref>,<xref rid="TFN7" ref-type="table-fn">b</xref></sup></td><td align="left" valign="top" rowspan="1" colspan="1">Survey</td><td align="left" valign="top" rowspan="1" colspan="1">ACE, CAN, IPV, SV</td><td align="left" valign="top" rowspan="1" colspan="1">2016&#x02013;2018</td><td align="left" valign="top" rowspan="1" colspan="1">National</td><td align="left" valign="top" rowspan="1" colspan="1">Direct report</td><td align="left" valign="top" rowspan="1" colspan="1">Education, employment, family status, housing, income</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Marital Instability Over the Life Course/Work and Family Life Study Series<sup><xref rid="R26" ref-type="bibr">26</xref>,<xref rid="TFN7" ref-type="table-fn">b</xref></sup></td><td align="left" valign="top" rowspan="1" colspan="1">Survey</td><td align="left" valign="top" rowspan="1" colspan="1">IPV</td><td align="left" valign="top" rowspan="1" colspan="1">1980&#x02013;2000</td><td align="left" valign="top" rowspan="1" colspan="1">National</td><td align="left" valign="top" rowspan="1" colspan="1">Direct report</td><td align="left" valign="top" rowspan="1" colspan="1">Education, employment, family status, housing,</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Midlife in the U.S. Series<sup><xref rid="R21" ref-type="bibr">21</xref>,<xref rid="TFN7" ref-type="table-fn">b</xref></sup></td><td align="left" valign="top" rowspan="1" colspan="1">Survey</td><td align="left" valign="top" rowspan="1" colspan="1">ACE, CAN, elder abuse, SV</td><td align="left" valign="top" rowspan="1" colspan="1">1995+</td><td align="left" valign="top" rowspan="1" colspan="1">National</td><td align="left" valign="top" rowspan="1" colspan="1">Direct report</td><td align="left" valign="top" rowspan="1" colspan="1">Education, employment, family status, housing, income</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Monitoring the Future Panel Data<sup><xref rid="R27" ref-type="bibr">27</xref>,<xref rid="TFN7" ref-type="table-fn">b</xref></sup></td><td align="left" valign="top" rowspan="1" colspan="1">Survey</td><td align="left" valign="top" rowspan="1" colspan="1">Bullying</td><td align="left" valign="top" rowspan="1" colspan="1">1975+</td><td align="left" valign="top" rowspan="1" colspan="1">National</td><td align="left" valign="top" rowspan="1" colspan="1">Direct report</td><td align="left" valign="top" rowspan="1" colspan="1">Criminal activity, education, employment, family status, income</td></tr><tr><td rowspan="2" align="left" valign="top" colspan="1">National Child Abuse and Neglect Data System<sup><xref rid="R28" ref-type="bibr">28</xref>,<xref rid="TFN6" ref-type="table-fn">a</xref>,<xref rid="TFN7" ref-type="table-fn">b</xref></sup></td><td rowspan="2" align="left" valign="top" colspan="1">Administrative records</td><td rowspan="2" align="left" valign="top" colspan="1">ACE, CAN, SV</td><td rowspan="2" align="left" valign="top" colspan="1">1992+</td><td rowspan="2" align="left" valign="top" colspan="1">National</td><td align="left" valign="top" rowspan="1" colspan="1">Direct report</td><td align="left" valign="top" rowspan="1" colspan="1">Family status, income</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Data source linking</td><td align="left" valign="top" rowspan="1" colspan="1">AFCARS (2000+): family status, income</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">National comorbidity Survey Series<sup><xref rid="R29" ref-type="bibr">29</xref>,<xref rid="TFN7" ref-type="table-fn">b</xref></sup></td><td align="left" valign="top" rowspan="1" colspan="1">Survey</td><td align="left" valign="top" rowspan="1" colspan="1">ACE, CAN, IPV, SV</td><td align="left" valign="top" rowspan="1" colspan="1">1990&#x02013;2002</td><td align="left" valign="top" rowspan="1" colspan="1">National</td><td align="left" valign="top" rowspan="1" colspan="1">Direct report</td><td align="left" valign="top" rowspan="1" colspan="1">Education, employment, family status, income</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">National Crime Victimization Survey<sup><xref rid="R30" ref-type="bibr">30</xref>,<xref rid="TFN7" ref-type="table-fn">b</xref>&#x02013;<xref rid="TFN8" ref-type="table-fn">c</xref></sup></td><td align="left" valign="top" rowspan="1" colspan="1">Survey</td><td align="left" valign="top" rowspan="1" colspan="1">CV, IPV, SV</td><td align="left" valign="top" rowspan="1" colspan="1">1973+</td><td align="left" valign="top" rowspan="1" colspan="1">National</td><td align="left" valign="top" rowspan="1" colspan="1">Data source linking</td><td align="left" valign="top" rowspan="1" colspan="1">
<sup>
<xref rid="TFN11" ref-type="table-fn">f</xref>
</sup>
</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">National Survey of Child and Adolescent Well-Being<sup><xref rid="R31" ref-type="bibr">31</xref>,<xref rid="TFN6" ref-type="table-fn">a</xref>,<xref rid="TFN7" ref-type="table-fn">b</xref></sup></td><td align="left" valign="top" rowspan="1" colspan="1">Survey</td><td align="left" valign="top" rowspan="1" colspan="1">ACE, CAN, CY, IPV, SV</td><td align="left" valign="top" rowspan="1" colspan="1">1997+</td><td align="left" valign="top" rowspan="1" colspan="1">National</td><td align="left" valign="top" rowspan="1" colspan="1">Direct report</td><td align="left" valign="top" rowspan="1" colspan="1">Criminal activity, education, income</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">National Survey of Families and Households Series<sup><xref rid="R32" ref-type="bibr">32</xref>,<xref rid="TFN7" ref-type="table-fn">b</xref></sup></td><td align="left" valign="top" rowspan="1" colspan="1">Survey</td><td align="left" valign="top" rowspan="1" colspan="1">ACE, IPV</td><td align="left" valign="top" rowspan="1" colspan="1">1987&#x02013;2003</td><td align="left" valign="top" rowspan="1" colspan="1">National</td><td align="left" valign="top" rowspan="1" colspan="1">Direct report</td><td align="left" valign="top" rowspan="1" colspan="1">Education, employment, family status, housing, income, QOL, wealth</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">National Social Life, Health, and Aging Project<sup><xref rid="R33" ref-type="bibr">33</xref>,<xref rid="TFN7" ref-type="table-fn">b</xref></sup></td><td align="left" valign="top" rowspan="1" colspan="1">Survey</td><td align="left" valign="top" rowspan="1" colspan="1">Elder abuse</td><td align="left" valign="top" rowspan="1" colspan="1">2005&#x02013;2021</td><td align="left" valign="top" rowspan="1" colspan="1">National</td><td align="left" valign="top" rowspan="1" colspan="1">Direct report</td><td align="left" valign="top" rowspan="1" colspan="1">Criminal activity, education, employment, family status, housing, income, QOL</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">National Youth Survey<sup><xref rid="R34" ref-type="bibr">34</xref>,<xref rid="TFN6" ref-type="table-fn">a</xref>,<xref rid="TFN7" ref-type="table-fn">b</xref></sup></td><td align="left" valign="top" rowspan="1" colspan="1">Survey</td><td align="left" valign="top" rowspan="1" colspan="1">CV, IPV, SV</td><td align="left" valign="top" rowspan="1" colspan="1">1976&#x02013;1987</td><td align="left" valign="top" rowspan="1" colspan="1">National</td><td align="left" valign="top" rowspan="1" colspan="1">Direct report</td><td align="left" valign="top" rowspan="1" colspan="1">Education, employment, income, family status, criminal activity</td></tr></tbody></table><table-wrap-foot><fn id="TFN6"><label>a</label><p id="P52">Identified in <ext-link xlink:href="http://Data.gov" ext-link-type="uri">Data.gov</ext-link>.</p></fn><fn id="TFN7"><label>b</label><p id="P53">Identified in ICPSR.</p></fn><fn id="TFN8"><label>c</label><p id="P54">Identified in FSRDC network.</p></fn><fn id="TFN9"><label>d</label><p id="P55">Arrest, criminal court case filings, terms of incarceration, probation, and parole records.</p></fn><fn id="TFN10"><label>e</label><p id="P56">Not all states.</p></fn><fn id="TFN11"><label>f</label><p id="P57">Potential for same as CJARS (data source available in FSRDC but not currently linkable to other networked data sources).</p></fn><fn id="TFN12"><p id="P58">ACE, adverse childhood experience; ACS, American Community Survey; AFCARS, Adoption and Foster Care Analysis and Reporting System; Add Health, National Longitudinal Study of Adolescent Health; AHS, American Housing Survey; CAN, Child abuse and neglect; CBSA, Core base statistical area; CJARS, Criminal Justice Administrative Records System; CPS, Current Population Survey; CV, community violence; FSRDC, Federal Statistical Research Data Centers; ICPSR, Inter-university Consortium for Political and Social Research; IPV, intimate partner violence; IRS, Internal Revenue Service; MSA, Metropolitan Statistical Area; MSIS, Medicaid Statistical Information System; PIH IC, Public Indian Housing Information Center; QOL, quality of life (i.e., formal scale such as the Short Form Health Survey, or SF-36); PIH TRA, Public Indian Housing and Tenant Rental Assistance Longitudinal Information; PSID, the Panel Study of Income Dynamics; SAIPE, Small Area Income and Poverty Estimates; SIPP, Survey of Income and Program Participation; SNAP, Supplemental Nutrition Assistance Program; SSA-MBR, Social Security Administration Master Beneficiary Record; SSA-PHUS, Social Security Administration Payment History Update System; SSI, Supplemental Security Income; SV, sexual violence; TANF, Temporary Assistance for Needy Families; T-MSIS, Transformed Medicaid Statistical Information System; TRAC, Tenant Rental Assistance Certification Center; WIC, Special Supplemental Nutrition Assistance Program for Women, Infants and Children; YV, youth violence.</p></fn></table-wrap-foot></table-wrap></floats-group></article>