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            <front>

                <journal-meta>
                                                                <journal-id>jore</journal-id>
            <journal-title-group>
                                                                                    <journal-title>Journal of Research in Economics</journal-title>
            </journal-title-group>
                                        <issn pub-type="epub">2636-8307</issn>
                                                                                            <publisher>
                    <publisher-name>Marmara University</publisher-name>
                </publisher>
                    </journal-meta>
                <article-meta>
                                        <article-id/>
                                                                <article-categories>
                                            <subj-group  xml:lang="en">
                                                            <subject>Applied Microeconometrics</subject>
                                                    </subj-group>
                                            <subj-group  xml:lang="tr">
                                                            <subject>Uygulamalı Mikro Ekonometri</subject>
                                                    </subj-group>
                                    </article-categories>
                                                                                                                                                        <title-group>
                                                                                                                        <article-title>From Pain Relief to Painful Reality: Analyzing the Nexus between Opioid Abuse and Violence</article-title>
                                                                                                    </title-group>
            
                                                    <contrib-group content-type="authors">
                                                                        <contrib contrib-type="author">
                                                                    <contrib-id contrib-id-type="orcid">
                                        https://orcid.org/0000-0002-4646-8640</contrib-id>
                                                                <name>
                                    <surname>Odabaşı</surname>
                                    <given-names>Suzan</given-names>
                                </name>
                                                                    <aff>UŞAK ÜNİVERSİTESİ</aff>
                                                            </contrib>
                                                                                </contrib-group>
                        
                                        <pub-date pub-type="pub" iso-8601-date="20260326">
                    <day>03</day>
                    <month>26</month>
                    <year>2026</year>
                </pub-date>
                                        <volume>10</volume>
                                        <issue>1</issue>
                                        <fpage>1</fpage>
                                        <lpage>18</lpage>
                        
                        <history>
                                    <date date-type="received" iso-8601-date="20250814">
                        <day>08</day>
                        <month>14</month>
                        <year>2025</year>
                    </date>
                                                    <date date-type="accepted" iso-8601-date="20251113">
                        <day>11</day>
                        <month>13</month>
                        <year>2025</year>
                    </date>
                            </history>
                                        <permissions>
                    <copyright-statement>Copyright © 2016, Journal of Research in Economics</copyright-statement>
                    <copyright-year>2016</copyright-year>
                    <copyright-holder>Journal of Research in Economics</copyright-holder>
                </permissions>
            
                                                                                                <abstract><p>This research analyzes the relationship between opioid prescription rates, and crime incidence in the United States. Utilizing data from 2012 to 2015 from 3142 counties, this study seeks to unravel the multifaceted impact of opioid prescription rate on crime rates. A notable endogeneity issue surfaces in the relationship between law enforcement personnel and crime. To mitigate this challenge, we introduce an instrumental variable, the &quot;annual average police wage.&quot; Employing a fixed-effect approach, our findings reveal a compelling association—increasing the number of law enforcement personnel correlates with a reduction in the likelihood of robberies in urban counties. Furthermore, an upswing in the count of mental health providers is linked to a decrease in burglaries in urban areas. This analysis sheds light on the nuanced dynamics involving mental health, law enforcement, and criminal activity, offering valuable insights for policymakers and practitioners alike.</p></abstract>
                                                            
            
                                                            <kwd-group>
                                                    <kwd>Opioid</kwd>
                                                    <kwd>  mental health</kwd>
                                                    <kwd>  access to health services</kwd>
                                                    <kwd>  violence</kwd>
                                                    <kwd>  urban crime</kwd>
                                                    <kwd>  panel data</kwd>
                                            </kwd-group>
                            
                                                                                                                        </article-meta>
    </front>
    <back>
                            <ref-list>
                                    <ref id="ref1">
                        <label>1</label>
                        <mixed-citation publication-type="journal">Azagba, S., Shan, L., Wolfson, M., Hall, M., &amp; Chaloupka, F. (2021). Problem drinking as intentional
risky behavior: Examining the association between state health insurance coverage and excessive
alcohol consumption. Preventive Medicine Reports, 24, 101556. https://doi.org/10.1016/j.
pmedr.2021.101556</mixed-citation>
                    </ref>
                                    <ref id="ref2">
                        <label>2</label>
                        <mixed-citation publication-type="journal">Becker, G. S. (1968). Crime and punishment: An economic approach. Journal of Political Economy, 76(2),
169–217.</mixed-citation>
                    </ref>
                                    <ref id="ref3">
                        <label>3</label>
                        <mixed-citation publication-type="journal">Bell, B., Costa, R., &amp; Machin, S. (2022). Why does education reduce crime? Journal of Political Economy,
130(3), 732–765. https://doi.org/10.1086/717104</mixed-citation>
                    </ref>
                                    <ref id="ref4">
                        <label>4</label>
                        <mixed-citation publication-type="journal">Bondy, M., Roth, S., &amp; Sager, L. (2020). Crime is in the air: The contemporaneous relationship between air
pollution and crime. Journal of the Association of Environmental and Resource Economists, 7(3),
555–585. https://doi.org/10.1086/707795</mixed-citation>
                    </ref>
                                    <ref id="ref5">
                        <label>5</label>
                        <mixed-citation publication-type="journal">Burkhardt, J., Bayham, J., Wilson, A., Carter, E., Berman, J. D., O’Dell, K., &amp; Pierce, J. R. (2019). The effect of
pollution on crime: Evidence from data on particulate matter and ozone. Journal of Environmental
Economics and Management, 98, 102267. https://doi.org/10.1016/j.jeem.2019.102267</mixed-citation>
                    </ref>
                                    <ref id="ref6">
                        <label>6</label>
                        <mixed-citation publication-type="journal">Centers for Disease Control and Prevention. (2025, June 9). About mental health. https://www.cdc.gov/
mental-health/about/index.html</mixed-citation>
                    </ref>
                                    <ref id="ref7">
                        <label>7</label>
                        <mixed-citation publication-type="journal">Centers for Disease Control and Prevention. (2018). U.S. opioid dispensing rate maps. https://www.cdc.gov/
drugoverdose/maps/rxrate-maps.html</mixed-citation>
                    </ref>
                                    <ref id="ref8">
                        <label>8</label>
                        <mixed-citation publication-type="journal">Cornaglia, F., Feldman, N. E., &amp; Leigh, A. (2014). Crime and mental well-being. The Journal of Human
Resources, 49(1), 110–140. https://doi.org/10.3368/jhr.49.1.110</mixed-citation>
                    </ref>
                                    <ref id="ref9">
                        <label>9</label>
                        <mixed-citation publication-type="journal">Darke, S., Torok, M., Kaye, S., Ross, J., &amp; McKetin, R. (2010). Comparative rates of violent crime among
regular methamphetamine and opioid users: Offending and victimization. Addiction, 105(5), 916–
919. https://doi.org/10.1111/j.1360-0443.2009.02872.x</mixed-citation>
                    </ref>
                                    <ref id="ref10">
                        <label>10</label>
                        <mixed-citation publication-type="journal">Dobkin, C., &amp; Nicosia, N. (2009). The war on drugs: Methamphetamine, public health, and crime. American
Economic Review, 99(1), 324–349. https://doi.org/10.1257/aer.99.1.324</mixed-citation>
                    </ref>
                                    <ref id="ref11">
                        <label>11</label>
                        <mixed-citation publication-type="journal">Donnelly, E. A., Wagner, J., Stenger, M., Cortina, H. G., O’Connell, D. J., &amp; Anderson, T. L. (2021). Opioids,
race, and drug enforcement: Exploring local relationships between neighborhood context and
Black–White opioid-related possession arrests. Criminal Justice Policy Review, 32(3), 219–244.
https://doi.org/10.1177/088.740.3420979984</mixed-citation>
                    </ref>
                                    <ref id="ref12">
                        <label>12</label>
                        <mixed-citation publication-type="journal">Bureau of Justice Statistics. (2008). Drugs and crime facts. https://bjs.ojp.gov/content/pub/pdf/dcf.pdf</mixed-citation>
                    </ref>
                                    <ref id="ref13">
                        <label>13</label>
                        <mixed-citation publication-type="journal">Entorf, H., &amp; Winker, P. (2008). Investigating the drugs–crime channel in economics of crime models:
Empirical evidence from panel data of the German states. International Review of Law and
Economics, 28(1), 8–22. https://doi.org/10.1016/j.irle.2007.01.005</mixed-citation>
                    </ref>
                                    <ref id="ref14">
                        <label>14</label>
                        <mixed-citation publication-type="journal">Fazel, S., Wolf, A., Chang, Z., &amp; Larsson, H. (2015). Depression and violence: A Swedish population study.
The Lancet Psychiatry, 2(3), 224–232. https://doi.org/10.1016/S2215-0366(15)00100-X</mixed-citation>
                    </ref>
                                    <ref id="ref15">
                        <label>15</label>
                        <mixed-citation publication-type="journal">FBI Uniform Crime Reporting Program. (2018). Crime data explorer. United States Department of Justice.
https://crime-data-explorer.fr.cloud.gov/</mixed-citation>
                    </ref>
                                    <ref id="ref16">
                        <label>16</label>
                        <mixed-citation publication-type="journal">Federal Bureau of Investigation. (2018). Crime in the United States. https://www2.fbi.gov/ucr/cius2009/
about/offense_definitions.html</mixed-citation>
                    </ref>
                                    <ref id="ref17">
                        <label>17</label>
                        <mixed-citation publication-type="journal">Fondevila, G., Vilalta-Perdomo, C., Galindo Pérez, M. C., &amp; Cafferata, F. G. (2023). The deterrence effect of
police stations on crime in Buenos Aires and Mexico City. Papers in Applied Geography, 9(1), 1–2.</mixed-citation>
                    </ref>
                                    <ref id="ref18">
                        <label>18</label>
                        <mixed-citation publication-type="journal">Galenianos, M., &amp; Gavazza, A. (2017). A structural model of the retail market for illicit drugs. American
Economic Review, 107(3), 858–896. https://doi.org/10.1257/aer.20151507</mixed-citation>
                    </ref>
                                    <ref id="ref19">
                        <label>19</label>
                        <mixed-citation publication-type="journal">Gibbs, C., De Biasi, A., Cobbina-Dungy, J. E., Speers, M., Costantino, M., &amp; Rivers, L. (2023). COVID-19
and youth violence: Views from the frontline. Journal of Crime and Justice, 46(1), 44–64. https://doi.
org/10.1080/0735648X.2022.214.3930</mixed-citation>
                    </ref>
                                    <ref id="ref20">
                        <label>20</label>
                        <mixed-citation publication-type="journal">Glei, D. A., &amp; Weinstein, M. (2019). Drug and alcohol abuse: The role of economic insecurity. American
Journal of Health Behavior, 43(4), 838–853. https://doi.org/10.5993/AJHB.43.4.19</mixed-citation>
                    </ref>
                                    <ref id="ref21">
                        <label>21</label>
                        <mixed-citation publication-type="journal">Jacobi, L., &amp; Sovinsky, M. (2016). Marijuana on Main Street? Estimating demand in markets with limited
access. American Economic Review, 106(8), 2009–2045. https://doi.org/10.1257/aer.20130484</mixed-citation>
                    </ref>
                                    <ref id="ref22">
                        <label>22</label>
                        <mixed-citation publication-type="journal">Keyes, K. M., Cerdá, M., Brady, J. E., Havens, J. R., &amp; Galea, S. (2014). Understanding the rural–urban
differences in nonmedical prescription opioid use and abuse in the United States. American Journal
of Public Health, 104(2), e52–e59. https://doi.org/10.2105/AJPH.2013.301709</mixed-citation>
                    </ref>
                                    <ref id="ref23">
                        <label>23</label>
                        <mixed-citation publication-type="journal">Kirchmaier, T., Machin, S., Sandi, M., &amp; Witt, R. (2020). Prices, policing and policy: The dynamics of crime
booms and busts. Journal of the European Economic Association, 18(2), 1040–1077. https://doi.
org/10.1093/jeea/jvz032</mixed-citation>
                    </ref>
                                    <ref id="ref24">
                        <label>24</label>
                        <mixed-citation publication-type="journal">Kury, H., &amp; Heße, R. (2021). Dealing with mental illness and violence in the (youth-) prison. In Crime
Prevention and Justice in 2030: The UN and the Universal Declaration of Human Rights (pp. 155–
176). Springer. https://doi.org/10.1007/978-3-030-79509-8_7</mixed-citation>
                    </ref>
                                    <ref id="ref25">
                        <label>25</label>
                        <mixed-citation publication-type="journal">Leslie, E., &amp; Wilson, R. (2020). Sheltering in place and domestic violence: Evidence from calls for
service during COVID-19. Journal of Public Economics, 189, 104241. https://doi.org/10.1016/j.
jpubeco.2020.104241</mixed-citation>
                    </ref>
                                    <ref id="ref26">
                        <label>26</label>
                        <mixed-citation publication-type="journal">Levitt, S. D. (1997). Using electoral cycles in police hiring to estimate the effect of police on crime. American
Economic Review, 87(3), 270–290.</mixed-citation>
                    </ref>
                                    <ref id="ref27">
                        <label>27</label>
                        <mixed-citation publication-type="journal">Lin, M. J. (2009). More police, less crime: Evidence from US state data. International Review of Law and
Economics, 29(2), 73–80. https://doi.org/10.1016/j.irle.2008.07.002</mixed-citation>
                    </ref>
                                    <ref id="ref28">
                        <label>28</label>
                        <mixed-citation publication-type="journal">Lochner, L., &amp; Moretti, E. (2004). The effect of education on crime: Evidence from prison inmates, arrests,
and self-reports. American Economic Review, 94(1), 155–189. https://doi.org/10.1257/000.282.804
322970751</mixed-citation>
                    </ref>
                                    <ref id="ref29">
                        <label>29</label>
                        <mixed-citation publication-type="journal">Luca, D. L., Owens, E., &amp; Sharma, G. (2015). Can alcohol prohibition reduce violence against women?
American Economic Review, 105(5), 625–629. https://doi.org/10.1257/aer.p20151081</mixed-citation>
                    </ref>
                                    <ref id="ref30">
                        <label>30</label>
                        <mixed-citation publication-type="journal">Markowitz, S. (2005). Alcohol, drugs and violent crime. International Review of Law and Economics, 25(1),
20–44. https://doi.org/10.1016/j.irle.2004.06.003</mixed-citation>
                    </ref>
                                    <ref id="ref31">
                        <label>31</label>
                        <mixed-citation publication-type="journal">Mas, A. (2006). Pay, reference points, and police performance. The Quarterly Journal of Economics, 121(3),
783–821.</mixed-citation>
                    </ref>
                                    <ref id="ref32">
                        <label>32</label>
                        <mixed-citation publication-type="journal">McCrary, J. (2002). Using electoral cycles in police hiring to estimate the effects of police on crime: Comment. American Economic Review, 92(4), 1236–1243. https://doi.org/10.1257/000.282.80260344666</mixed-citation>
                    </ref>
                                    <ref id="ref33">
                        <label>33</label>
                        <mixed-citation publication-type="journal">McGinty, E. E., Goldman, H. H., Pescosolido, B. A., &amp; Barry, C. L. (2018). Communicating about mental
illness and violence: Balancing stigma and increased support for services. Journal of Health Politics,
Policy and Law, 43(2), 185–228. https://doi.org/10.1215/03616.878.4316123</mixed-citation>
                    </ref>
                                    <ref id="ref34">
                        <label>34</label>
                        <mixed-citation publication-type="journal">Mello, S. (2019). More COPS, less crime. Journal of Public Economics, 172, 174–200. https://doi.
org/10.1016/j.jpubeco.2019.01.003</mixed-citation>
                    </ref>
                                    <ref id="ref35">
                        <label>35</label>
                        <mixed-citation publication-type="journal">Naghizadeh, S., Faramarzi, E., Akbari, H., Jafari, N., Sarbakhsh, P., &amp; Mohammadpoorasl, A. (2023).
Prevalence of smoking, alcohol consumption, and drug abuse in Iranian adults: Results of Azar
cohort study. Health Promotion Perspectives, 13(2), 99–107. https://doi.org/10.34172/hpp.2023.12</mixed-citation>
                    </ref>
                                    <ref id="ref36">
                        <label>36</label>
                        <mixed-citation publication-type="journal">Odabaşı, S. (2023a). Drug overdose deaths and economic factors: an empirical analysis of US counties,
2008-2018. International Journal of Economics and Business Research, 25(3), 366-378.</mixed-citation>
                    </ref>
                                    <ref id="ref37">
                        <label>37</label>
                        <mixed-citation publication-type="journal">Odabaşi, S. (2023b). The relationship between the Supplemental Nutrition Assistance Program (SNAP) and
suicide rates: evidence from panel data. International Journal of Happiness and Development, 8(1),
1-16.</mixed-citation>
                    </ref>
                                    <ref id="ref38">
                        <label>38</label>
                        <mixed-citation publication-type="journal">Proctor, S. L., &amp; Kopak, A. M. (2022). Mental health correlates of substance use behaviors among a nationally
representative sample of juvenile offenders. Journal of Criminological Research, Policy and Practice,
8(1), 45–52. https://doi.org/10.1108/JCRPP-09-2021-0053</mixed-citation>
                    </ref>
                                    <ref id="ref39">
                        <label>39</label>
                        <mixed-citation publication-type="journal">Rosenfeld, R., Gaston, S., Spivak, H., &amp; Irazola, S. (2017). Assessing and responding to the recent homicide
rise in the United States. National Institute of Justice. https://nij.ojp.gov/library/publications/
assessing-and-responding-recent-homicide-rise-united-states</mixed-citation>
                    </ref>
                                    <ref id="ref40">
                        <label>40</label>
                        <mixed-citation publication-type="journal">SAMSHA. (2019). Substance Abuse and Mental Health Services Administration. https://www.samhsa.gov/</mixed-citation>
                    </ref>
                                    <ref id="ref41">
                        <label>41</label>
                        <mixed-citation publication-type="journal">Scherbaum, N., Bonnet, U., Hafermann, H., Schifano, F., Bender, S., Grigoleit, T., &amp; Specka, M. (2021).
Availability of illegal drugs during the COVID-19 pandemic in Western Germany. Frontiers in
Psychiatry, 12, 648273. https://doi.org/10.3389/fpsyt.2021.648273</mixed-citation>
                    </ref>
                                    <ref id="ref42">
                        <label>42</label>
                        <mixed-citation publication-type="journal">Skeem, J., &amp; Mulvey, E. (2020). What role does serious mental illness play in mass shootings, and how
should we address it? Criminology &amp; Public Policy, 19(1), 85–108. https://doi.org/10.1111/1745-
9133.12459</mixed-citation>
                    </ref>
                                    <ref id="ref43">
                        <label>43</label>
                        <mixed-citation publication-type="journal">Sturm, R., &amp; Cohen, D. (2014). Proximity to urban parks and mental health. The Journal of Mental Health
Policy and Economics, 17(1), 19–24.</mixed-citation>
                    </ref>
                                    <ref id="ref44">
                        <label>44</label>
                        <mixed-citation publication-type="journal">Swanson, J. W., Swartz, M. S., Van Dorn, R. A., Elbogen, E. B., Wagner, H. R., &amp; Rosenheck, R. A. (2006).
National study of violent behavior in persons with schizophrenia. Archives of General Psychiatry,
63(5), 490–499. https://doi.org/10.1001/archpsyc.63.5.490</mixed-citation>
                    </ref>
                                    <ref id="ref45">
                        <label>45</label>
                        <mixed-citation publication-type="journal">The Behavioral Risk Factor Surveillance System (BRFSS). (2018). Centers for Disease Control and
Prevention. https://www.cdc.gov/brfss/index.html</mixed-citation>
                    </ref>
                                    <ref id="ref46">
                        <label>46</label>
                        <mixed-citation publication-type="journal">The Bureau of Labor Statistics (BLS). (2018). United States Department of Labor. https://www.bls.gov/
data/#wages</mixed-citation>
                    </ref>
                                    <ref id="ref47">
                        <label>47</label>
                        <mixed-citation publication-type="journal">Trautmann, S., Rehm, J., &amp; Wittchen, H.-U. (2016). The economic costs of mental disorders: Do our societies
react appropriately to the burden of mental disorders? US National Library of Medicine National
Institutes of Health. https://doi.org/10.1007/s00127.015.1016-y</mixed-citation>
                    </ref>
                                    <ref id="ref48">
                        <label>48</label>
                        <mixed-citation publication-type="journal">U.S. Census Bureau. (2018). American Community Survey 5-year estimates. https://www.census.gov/
programs-surveys/acs/</mixed-citation>
                    </ref>
                                    <ref id="ref49">
                        <label>49</label>
                        <mixed-citation publication-type="journal">Van Dorn, R., Volavka, J., &amp; Johnson, N. (2012). Mental disorder and violence: Is there a relationship
beyond substance use? Social Psychiatry and Psychiatric Epidemiology, 47(3), 487–503. https://doi.
org/10.1007/s00127.011.0356-x</mixed-citation>
                    </ref>
                                    <ref id="ref50">
                        <label>50</label>
                        <mixed-citation publication-type="journal">Wu, P., &amp; Evangelist, M. (2022). Unemployment insurance and opioid overdose mortality in the United
States. Demography, 59(2), 485–509. https://doi.org/10.1215/00703.370.9621850</mixed-citation>
                    </ref>
                                    <ref id="ref51">
                        <label>51</label>
                        <mixed-citation publication-type="journal">World Health Organization. (2017). Depression and other common mental disorders: Global health
estimates. Geneva: WHO.</mixed-citation>
                    </ref>
                            </ref-list>
                    </back>
    </article>
