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<front>
<journal-meta>
<journal-id journal-id-type="publisher">sdi</journal-id>
<journal-title-group>
<journal-title>Social Development Issues</journal-title>
</journal-title-group>
<issn pub-type="epub"></issn>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">4488</article-id>
<article-id pub-id-type="manuscript">s3_453_03.rtf</article-id>
<article-id pub-id-type="doi">10.3998/sdi.4488</article-id>
<title-group>
<article-title>Exploring the Mental Health Correlates of Welfare Stigmatization, Violent Crime, and Property Crime</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chigbu</surname>
<given-names>Kingsley U.</given-names>
</name>
<email>kchigbu@stthomas.edu</email>
<aff id="aff1">University of St Thomas</aff>
<xref ref-type="bio" rid="bio1" />
</contrib>
</contrib-group>
<pub-date>
<day>23</day>
<month>09</month>
<year>2023</year>
</pub-date>
<volume>45</volume>
<issue>3</issue>
<permissions>
<copyright-statement>&#x00A9; 2023 International Consortium for Social Development</copyright-statement>
<copyright-year>2023</copyright-year>
<license><license-p>CC BY 4.0</license-p></license>
</permissions>
<abstract>
<p>Stigmatization of individuals who utilize public welfare in the United States is prevalent and correlates with negative mental health outcomes. Poverty has often been associated with violence and crime, which exacerbates stigmatization of people experiencing poverty. Hence, the study applied the empowerment perspective in examining public nutritional assistance as an empowering intervention. It was hypothesized that public nutritional assistance would be negatively associated with violent crime and property crime. Bivariate and multivariate statistical methods were applied in examining how utilization of public nutritional assistance is associated with the prevalence of violent crime and property crime in a US city. Findings showed inverse relationships between public nutritional assistance and property crime, while violent crime maintained a positive association with property crime. Implications for advocacy, mental health, social work education, and social policy are discussed.</p>
</abstract>
<kwd-group kwd-group-type="author">
<kwd>public nutritional assistance</kwd>
<kwd>mental health</kwd>
<kwd>violent crime</kwd>
<kwd>property crime</kwd>
<kwd>social work education</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Background</title>
<p>Stigma has toxic effects in many individuals (<xref rid="r68" ref-type="bibr">Thornicroft et al., 2022</xref>). Welfare stigmatization in the United States is prevalent and correlates with negative mental health outcomes including depression, poor self-esteem, anxiety, and suicidal thoughts and behavior (<xref rid="r3" ref-type="bibr">Bassuk et al., 1997</xref>; <xref rid="r44" ref-type="bibr">Lapham &#x0026; Martinson, 2022</xref>; <xref rid="r56" ref-type="bibr">Pak, 2020</xref>; <xref rid="r58" ref-type="bibr">Petterson &#x0026; Friel, 2001</xref>). According to <xref rid="r44" ref-type="bibr">Lapham and Martinson (2022)</xref>, welfare stigmatization is a cause of health inequality (<xref rid="r34" ref-type="bibr">Hatzenbuehler, Phelan, &#x0026; Link, 2013</xref>). Welfare stigma has been found to increase marginalization, which can create or sustain poverty (<xref rid="r44" ref-type="bibr">Lapham &#x0026; Martinson, 2022</xref>; <xref rid="r68" ref-type="bibr">Thornicroft et al., 2022</xref>). Stigmatization happens when a poor person who seeks welfare such as public nutritional assistance is considered undeserving of support (<xref rid="r51" ref-type="bibr">Mettler, 2011</xref>) while someone else who may not be poor but seeks another form of welfare is considered worthy of the benefit (<xref rid="r36" ref-type="bibr">Horan &#x0026; Austin, 1974</xref>). Association between poverty, violent, and property crimes has been noted in the literature (<xref rid="r74" ref-type="bibr">Vasconcelos et al., 2022</xref>), and such correlations may not be unconnected to beliefs that poor people are more likely to engage in violent crime and property crime. This belief exacerbates the stigmatization of poor people. This author explored how the prevalence of public nutritional assistance utilization, an indicator of poverty, associates with the prevalence of violent crime and property crime. Findings showed inverse relationships between public nutritional assistance and violent crime and property crime. Implications for mental health, social work education, social policy, and violence prevention are discussed.</p>
<p>Across the world, studies have highlighted possible associations among various forms of crime (<xref rid="r18" ref-type="bibr">Deane, Armstrong, &#x0026; Felson, 2005</xref>; <xref rid="r49" ref-type="bibr">Lussier, LeBlanc, &#x0026; Proulx, 2005</xref>; Steffensmeier &#x0026; Ulmer, 2005; <xref rid="r65" ref-type="bibr">Sullivan, McGloin, Pratt, &#x0026; Piquero, 2006</xref>). <xref rid="r33" ref-type="bibr">Han, Bandyopadhyay, and Bhattacharya (2013)</xref> in a study of the determinants of violent crime and property crime in England and Wales found that a decline in violent crime and property crime was dependent on high level of incarceration. <xref rid="r53" ref-type="bibr">Oana-Ramona et al. (2017)</xref> assessed how socioeconomic factors influenced levels of crime in Romania; they found that high levels of income inequality and geographical location were positive correlates of crime.</p>
<p>Until recently, crime rates in the United States were high, particularly between the 1960s and the 1990s (<xref rid="r19" ref-type="bibr">Desmond, Kikuchi &#x0026; Morgan, 2010</xref>). It was after the 1990s that crimes began to decline. Many cities in the United States have continued to grapple with high crime rates. Reports indicate that property crimes from January to June 2020 declined by 7.8%. Although claims of crime decline in the United States have been partly supported empirically (<xref rid="r30" ref-type="bibr">Friedson &#x0026; Sharkey, 2015</xref>), some form of crimes such as murder and vehicle theft had continued to increase. Specifically, vehicle theft, a form of property crime, increased by 6.2%, murder and nonnegligent manslaughter has increased by 14.8%, and aggravated assault increased by 4.6% (<xref rid="r28" ref-type="bibr">FBI, 2020</xref>). Increases in murder, motor vehicle theft, and arson in the first 6 months of 2020 (<xref rid="r28" ref-type="bibr">FBI, 2020</xref>) suggest that the relationship between the above forms of crime continues to be of significant concern.</p>
<p><xref rid="r2" ref-type="bibr">Barnett and Mencken (2009)</xref> in a study of crimes in nonmetropolitan counties found that economic factors are positively related to violent crime and property crimes. Violent crime and property crimes negatively affect every age group across the globe and in the United States. <xref rid="r29" ref-type="bibr">Finkelhor, Turner, Ormrod, and Hamby (2009)</xref> revealed about 60.6% of young participants in their study (children and youth) had experienced one or more episodes of victimization in the year prior to the study. During the year of the study, about one-half of the study participants (46.3%) experienced physical assault, while 24.6% experienced one incidence of property crime. In the same study, 6.1% of the participants experienced an incidence of sexual victimization, while 25.3% of the participants had witnessed a violent crime or had been exposed to a form of victimization, including assault. In fact, 10.2% of the participants were victims of a form of injury, while 38.7% were direct victims of two or more injuries because of direct victimization, among other findings. These findings are in some ways like the findings of <xref rid="r71" ref-type="bibr">Turner, Finkelhor, Mitchell, and Jones (2020)</xref> in terms of infant victimization in a national sample. Hence, this concern is of importance to both the young and the adult population.</p>
<sec id="s2">
<title>Prevalence, Trend, and Cost of Property Crimes in the United States</title>
<p>The study of growth and decline of violent crime and property crimes has become increasingly important. Despite reports of decline in crime rates according to some reports, there still were about 9,063,173 property crimes in 2011; that is, an estimated rate of 2908.7 per 100,000 residents, amounting to an estimated loss of $15.6 billion (<xref rid="r24" ref-type="bibr">FBI, 2011</xref>). Also, despite a 4.1% reduction in property crimes in 2013, a total of an estimated 8,632,512 occurred in 2013, which amounted to 2730.7 per 100,000 residents, with an estimated total cost of $16.6 billion. Specifically, 69.6% of the overall property crime in 2013 was larceny, burglary amounted to 22.3%, and vehicle theft amounted to 8.1% (<xref rid="r25" ref-type="bibr">FBI, 2013</xref>). Looking at the long-term trend of property crimes, one would notice a seemingly important decrease in the phenomenon. Particularly, property crimes in the United States declined to about 2.6% between 2014 and 2015. It still amounted to a loss of $14.3 billion. A 10-year trend also revealed a 20.2% decline in property crime between 2005 and 2015. Yet, the total number of property crimes that occurred within the period remained high. Currently, based on 2018 data, it is estimated that 7196.045 incidences of property crimes occurred in the United States, with a 6.3% decline as compared to the 2017 total estimate. The 10-year trend also showed a decline of 22.9% in property crimes. The estimated total cost of property crimes in 2018 was $16.4 billion (FBI, 2018).</p>
</sec>
<sec id="s3">
<title>Prevalence, Trend, and Cost of Violent Crimes in the United States</title>
<p>Violent crimes negatively impact the health, economic, and social well-being of individuals, families, governments, and institutions. According to the preliminary Uniform Crimes Report for 2020 (<xref rid="r28" ref-type="bibr">FBI, 2020</xref>), offenses such as nonnegligent manslaughter and murder increased by 14.8%, in the first 6 months of 2020, while aggravated assault also increased by 4.6%. In all, cities with less populations (&#x003C;10,000) reported decreases in violent crimes (7.2%) while those with larger populations (100,000 to 249,000) had lower decline in violent crimes (0.3%). Despite the reported decreases in violent crimes for the time frame under consideration (first 6 months of 2020), a large portion of the US population continues to struggle with the direct and indirect consequences of violent crimes. It is specifically troubling that what might be considered the most heinous forms of violent crimes&#x2014;murder and nonnegligent manslaughter&#x2014;have continued to be on the increase. Although existing information on total crime estimates in the United States is not current, the total cost is estimated at $2.6 trillion. This amounts to $620 billion cash costs including $1.95 trillion towards losses to quality of life, with an uncertainty interval of 95% ($2.2 &#x2013; $3.0 trillion, <xref rid="r52" ref-type="bibr">Miller et al., 2020</xref>). According to <xref rid="r52" ref-type="bibr">Miller et al. (2020)</xref>, violent offenses resulted in 85% cost of crimes in the United States, with violent crimes accounting for 85% of the costs.</p>
</sec>
<sec id="s4">
<title>Violent Crime, Public Nutritional Assistance, and Property Crime</title>
<p>Scholars have highlighted the relationship between violent crime and property crime. For example, <xref rid="r67" ref-type="bibr">Tcherni, Davies, Lopes, and Lizotte (2016)</xref> have noted that &#x201C;one indirect consequence of property crimes occurring online could be a drop in the violent crime rate&#x201D; (p. 907). Also, examinations of patterns of criminal behavior have exposed some connections between violent crime and property crimes (<xref rid="r49" ref-type="bibr">Lussier et al., 2005</xref>; Shover, 1996). In fact, most offenders do have prior histories that are not limited to a category of crime (<xref rid="r59" ref-type="bibr">Piquero, Farrington, &#x0026; Blumstein, 2003</xref>). A phrase captured by previous scholars &#x201C;offense versatility&#x201D; seems to connote the associations between and among different forms of crime (<xref rid="r18" ref-type="bibr">Deane et al., 2005</xref>; Shover, 1996; <xref rid="r64" ref-type="bibr">Steffensmeier &#x0026; Ulmer, 2005</xref>; <xref rid="r65" ref-type="bibr">Sullivan et al., 2006</xref>). Although both violent crime and property crimes are offenses, the differences between the two are quite clear. But interestingly, studies assessing how violent crime predicts property crimes are not many. More so, studies investigating growth trajectories for property crimes based on violent crime, and their effects being mediated by a marker of prevalence of poverty within a geographical setting are scarce. In terms of public nutritional assistance, no study known to the author has explored its association with violence and crime. Public nutritional assistance is administered in the United States. According to <xref rid="r72" ref-type="bibr">US Food and Nutrition Service (2022)</xref>, &#x201C;SNAP provides nutrition benefits to supplement the food budget of needy families so they can purchase healthy food and move towards self-sufficiency.&#x201D; Some show associations between hunger and violence and other forms of crime (<xref rid="r38" ref-type="bibr">Islam, 2016</xref>). It is also important to explore whether an intervention that is aimed at ameliorating hunger would negatively correlate crime.</p>
</sec>
<sec id="s5">
<title>Crime Trajectories in the United States (2011, 2013, 2015)</title>
<p>Reports of decline in property crimes have been noted both in the United States and internationally (<xref rid="r7" ref-type="bibr">Button &#x0026; Cross, 2017</xref>; <xref rid="r24" ref-type="bibr">FBI, 2011</xref>, <xref rid="r25" ref-type="bibr">2013</xref>, <xref rid="r26" ref-type="bibr">2015</xref>, 2018; <xref rid="r67" ref-type="bibr">Tcherni et al., 2016</xref>; <xref rid="r73" ref-type="bibr">Van Dijk, Tseloni, &#x0026; Farrell, 2012</xref>). In the United States, some decline in property crimes has been observed since the 1980s (<xref rid="r6" ref-type="bibr">Bureau of Justice Statistics, 1994</xref>; <xref rid="r75" ref-type="bibr">Walters, Moore, Berzofsky, &#x0026; Langton, 2013</xref>). Violent crimes have also been observed as declining nationally since the 1990s (<xref rid="r69" ref-type="bibr">Truman &#x0026; Planty, 2012</xref>). However, online crimes have increased (<xref rid="r8" ref-type="bibr">Caneppele &#x0026; Aebi, 2017</xref>). <xref rid="r73" ref-type="bibr">Van Dijk et al. (2012)</xref> see the decline in property crimes because of the increase in cybercrimes. It is not easily dismissible because the online environment has increasingly created a new environment for human activities (<xref rid="r10" ref-type="bibr">Caneppele &#x0026; Aebi, 2017</xref>), thereby possibly creating new forms of crime (<xref rid="r7" ref-type="bibr">Button &#x0026; Cross, 2017</xref>), <xref rid="r45" ref-type="bibr">Levi (2017)</xref>. Levi pondered whether some of the decline is due to the overlap between offenders and previous offenders outside the online environment, or as <xref rid="r67" ref-type="bibr">Tcherni et al. (2016)</xref> would suggest, due to an increase in online property crimes. <xref rid="r21" ref-type="bibr">Farrell and Birks (2018)</xref> reviewed available evidence related to the reasons for decline in crime and concluded that cybercrime is not responsible for the decline in property crimes. Rather, they suggested that crimes, crime decline, or rise are dependent-less trends resulting from wide-range adjustments to the structures upon which crime opportunities exist. The authors pointed to improvements in security as the reason for decline in physical crime, consistent with the findings of <xref rid="r43" ref-type="bibr">Kriven and Ziersch (2007)</xref> and <xref rid="r22" ref-type="bibr">Farrell et al. (2014)</xref>.</p>
</sec>
<sec id="s6">
<title>Property and Violent Crime in the Study&#x2019;s Setting</title>
<p>In 2011, 2013, and 2015, the setting of the study reported important trajectories in terms of violent crime and property crime incidences. In those years, property crime rates per 1,000 residents in the study&#x2019;s location were 38.5, 33.5, and 31.8, respectively. Violent crime rates per 1,000 residents in the county for the same years were 3.9, 4.4, and 4.2, respectively. Based on the most recent crime statistics for the study&#x2019;s setting, there was a 4.9% increase in property crime in 2019 and an 11.5% increase in violent crimes in the study&#x2019;s setting, in 2019. Although the national trend in property and violent crimes seem to be declining, except for murder and aggravated assault and arson (<xref rid="r28" ref-type="bibr">FBI, 2020</xref>), the increasing trend of violent crime and property crimes in the study&#x2019;s setting remained a concern.</p>
<p>Scholars of several backgrounds have applied several frameworks in the study of violent crime and property crime, and their correlates (<xref rid="r14" ref-type="bibr">Cohen &#x0026; Felson, 1979</xref> <xref rid="r54" ref-type="bibr">Pratt, Holtfreter, &#x0026; Reisig, 2010</xref>). Many of these frameworks have their foundations in criminology, sociology, psychology, and economics. This study considers the empowerment perspective in exploring how poverty relates to violent crime and property crimes. This framework is used for two main reasons: First, it is a perspective that aligns with the field of social work. Second, the empowerment perspective has been used in the study of community-level factors across various disciplines (<xref rid="r76" ref-type="bibr">Webster &#x0026; Perkins, 2000</xref>; <xref rid="r78" ref-type="bibr">Zimmerman &#x0026; Rappaport, 1988</xref>); as such, it allows scholars and policy practitioners to assess individuals and their challenges from a strengths-based perspective. Third, it aligns with the grand challenges of social work, which include ending family violence, reducing extreme economic disequilibrium, and encouraging decarceration in a smart way. Fourth, it aligns with the 2022 educational policy and accreditation standards (<xref rid="r17" ref-type="bibr">Council on social work Education, CSWE, 2023</xref>), which recognizes the need to align social work curriculum to current challenges facing humanity including violence and social determinants of health. The empowerment perspective has been described as contextually situated and nonstatic (<xref rid="r57" ref-type="bibr">Perkins &#x0026; Zimmerman, 1995</xref>).</p>
<p>Public nutritional assistance is an empowerment-based policy that is recognized in social work. It is largely aimed at empowering individuals that are poor whose benefits from receiving the assistance may be far beyond nutrition. This is partly demonstrated in <xref rid="r47" ref-type="bibr">Lord and Hutchisons&#x2019; (1993)</xref> study, which sought to understand the lived experience of disempowered community members and the stages they passed through to achieve empowerment. They found that nearly all the participants identified unresponsive services and systems (or resources) as being a source of their problems. The authors reported two types of resource-related problems. The first problem was described as systemic failures via &#x201C;neglect&#x201D; while the second problem was described as failure by &#x201C;inappropriate interventions&#x201D; (<xref rid="r47" ref-type="bibr">Lord &#x0026; Hutchison, 1993</xref>, p. 8). Interestingly, factors which the authors identified as disempowering included poverty. As endorsed by Keifer (1984), empowerment is concerned with an individual&#x2019;s capacity to feel capable and competent to participate in community, among other things.</p>
<p>This author adds that empowered individuals and communities are able to stand against stigma of all forms, especially poverty and mental illness. Two assumptions are important for this study, based on the empowerment perspective: (1) individuals are capable of being empowered and (2) community goals including safety will be achieved as a result of individuals being empowered and coming to work together (<xref rid="r32" ref-type="bibr">Haddad &#x0026; Toney-Butler, 2023</xref>). Hence, the author hypothesizes that public nutritional assistance will have an inverse relationship with violent crime and property crime. Poverty is a key social determinant of mental health. Existing evidence suggests that poverty can be both a cause and effect of mental illness (<xref rid="r42" ref-type="bibr">Knifton &#x0026; Inglis, 2020</xref>; <xref rid="r63" ref-type="bibr">Shim et al., 2014</xref>). Evidence suggests that social and economic factors do affect human development, behavior, and relationships (<xref rid="r1" ref-type="bibr">Allen, Balfour, Bell, &#x0026; Marmot, 2014</xref>), and these outcomes have implications for the mental health for adults and children (<xref rid="r16" ref-type="bibr">Cooper &#x0026; Steward, 2015</xref>). Evidence also shows that, despite all of the above, stigmatization of individuals with mental illness and those seeking assistance remains a problem (<xref rid="r70" ref-type="bibr">Turan et al., 2019</xref>) such that stigma is also a source of health inequality (<xref rid="r34" ref-type="bibr">Hatzenbuehler, 2013</xref>). Also, empowerment has been shown to negatively associate with crime and violence (<xref rid="r35" ref-type="bibr">Hockley &#x0026; Barden, 2023</xref>), while stigmatization of people experiencing poverty may play a negative role in terms of self-image, traumatic response, and management at the individual level. We know that many individuals that are involved in crimes have violent and traumatic backgrounds. In a study by <xref rid="r39" ref-type="bibr">Jaggi, Mezuk, Watkins, and Jackson (2016)</xref>, it was found that trauma exposure was associated with violence and crime. The study also found that mental health and its comorbidities were correlates of incarceration. These realities have necessitated calls for exploration of the linkages between trauma and criminal involvement from an empowering perspective. The main question for this study was: How does prevalence of public nutritional assistance, which is an indicator of empowerment relate to the prevalence of violent crime and property crime? The author used logistic regression to assess how prevalence of violent crime and prevalence of public nutritional assistance predicted property crime.</p>
</sec>
</sec>
<sec id="s7">
<title>Methodology</title>
<sec id="s8">
<title>Description of the Study Sample</title>
<p>This study was based on a secondary analysis of data from the Quality-of-Life, (<xref rid="r12" ref-type="bibr">City of Charlotte, 2019</xref>) project. Due to the nature of the data, individual-level descriptions were unavailable for analysis. Given this, the study was based on NPAs. The study&#x2019;s setting had 4.9% increase in property crime in 2019 and an 11.5% increase in violent crimes in the setting, in 2019. Specifically, all forms of violent crimes showed an increase compared to 2018 data: homicide (<italic>n</italic> = 108, 89.5%), robberies (<italic>n</italic> = 2,000, 12.7%), and aggravated assaults increased by (<italic>n</italic> = 4,559, 11.2%) except rape, which recorded a decrease of 5.6%, with a total of 288 incidences. All forms of property crimes except arson (<italic>n</italic> =148, &#x2212;5.1%) showed increase compared to 2018 data: burglary (<italic>n</italic> = 5,428, 0.3%), motor vehicle theft (<italic>n</italic> = 2,922, 2.1%), and larceny (<italic>n</italic> = 27,577, 6.2%) (<xref rid="r12" ref-type="bibr">City of Charlotte, 2019</xref>). The current increase in both violent crime and property crimes in the location of this study brings about the importance of investigating the relationships between violent crime and property crimes, and how that relationship might be linked with the growth or decrease in property crimes.</p>
<p><xref rid="r41" ref-type="bibr">Kline (2015)</xref> also indicates a ratio of 20 cases to 1 item, while <xref rid="r62" ref-type="bibr">Schreiber et al. (2006)</xref> recommend 10 cases to 1 item ratio as enough sample size for studies involving factorial analysis and structural equations. Other scholars have also indicated lower ratios as acceptable. For example, <xref rid="r4" ref-type="bibr">Bentler and Chou (1987)</xref> accept a ratio of five cases to one item acceptable. The sample size for this analysis was 452. Five cases were removed from the analysis due to missing more than 70% responses within the dataset. The overall dataset had missing cases and maximum likelihood, a method that ensures all nonmissing data points were considered in the analysis as recommended by Little and Rubin (1987).</p>
</sec>
<sec id="s9">
<title>Data Sources and Descriptions</title>
<p>The dataset contained more than 80 variables at the NPA level, including violent crime and property crimes. The NPAs were treated as nominal and identification variables, property crime was treated as a continuous variable comprising the annual total for arson, attempted burglary and burglary, motor vehicle theft, and larceny, divided by the population and multiplied by 1,000. According to the Federal Bureau of Investigations&#x2019; (FBI) Uniform Crimes Report (<xref rid="r24" ref-type="bibr">FBI, 2011</xref>, <xref rid="r25" ref-type="bibr">2013</xref>, <xref rid="r16" ref-type="bibr">2015</xref>, <xref rid="r23" ref-type="bibr">2019</xref>), offenses, such as larceny-theft, burglary, arson, and motor vehicle theft, are considered property crimes. Furthermore,</p>
<disp-quote id="Q1">
<p>the object of the theft-type offenses is the taking of money or property, but there is no force or threat of force against the victims. The property crime category included arson because the offense involves the destruction of property; however, arson victims may be subjected to force declared the FBI (2018, p. 1). Property crimes have continued to plague the United States at alarming rates, despite observed decline in its prevalence based on recent estimates.</p>
</disp-quote>
<p>Similarly, violent crime was treated as a continuous variable comprising annual total for armed robbery, aggravated assault, homicide, armed robbery, rape and attempted rape, and negligent manslaughter. The crimes data were originally sourced from six coordinating police departments. Public nutritional assistance (PNA) was also applied as an independent variable, with violent crimes, to assess economic mediator roles between violent crime and property crimes. The variable PNA was derived by dividing the total percentage of the population receiving PNA by the total population. Job density at baseline was used to assess the mediational impact on the relationship between violent crime and property crime. Job density was obtained by dividing the number of total jobs by the total land area.</p>
<p>In conducting the logistic regression, the continuous variables were recoded into binary forms, using the mean as a cutoff between a high and low category.</p>
</sec>
</sec>
<sec id="s10">
<title>Findings</title>
<sec id="s11">
<title>Descriptive Analysis</title>
<p>Summary statistics were calculated for public nutritional assistance (PNA, an indicator of poverty), Job density (JD), property crime (PC), and violent crime (VC). The observations for VC had an average of 1.65 (<italic>SD</italic> = 1.07, <italic>SEM</italic> = 0.05). The observations for PC had an average of 3.75 (<italic>SD</italic> = 1.10, <italic>SE<sub>M</sub></italic> = 0.05). The observations for PNA had an average of 2.44 (<italic>SD</italic> = 1.04, <italic>SE<sub>M</sub></italic> = 0.05). The observations for JOBD had an average of 2.38 (<italic>SD</italic> = 6.85, <italic>SE<sub>M</sub></italic> = 0.32). The summary statistics can be found in <xref rid="tab1" ref-type="table">Table 1</xref>.</p>
<table-wrap id="tab1" position="float">
<label>Table 1</label><caption> <p>Summary statistics table for key variables (log transformed)</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variable</th>
<th align="center" valign="top"><italic>M</italic></th>
<th align="center" valign="top"><italic>SD</italic></th>
<th align="center" valign="top"><italic>n</italic></th>
<th align="center" valign="top"><italic>SE<sub>M</sub></italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">VC</td>
<td align="center" valign="top">1.65</td>
<td align="center" valign="top">1.07</td>
<td align="center" valign="top">412</td>
<td align="center" valign="top">0.05</td>
</tr>
<tr>
<td align="left" valign="top">PC</td>
<td align="center" valign="top">3.75</td>
<td align="center" valign="top">1.10</td>
<td align="center" valign="top">452</td>
<td align="center" valign="top">0.05</td>
</tr>
<tr>
<td align="left" valign="top">PN</td>
<td align="center" valign="top">2.44</td>
<td align="center" valign="top">1.04</td>
<td align="center" valign="top">450</td>
<td align="center" valign="top">0.05</td>
</tr>
<tr>
<td align="left" valign="top">JOBD</td>
<td align="center" valign="top">2.38</td>
<td align="center" valign="top">6.85</td>
<td align="center" valign="top">452</td>
<td align="center" valign="top">0.32</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Summary statistics were calculated for public nutritional assistance (PNA, an indicator of poverty), Job density (JD), property crime (PC), and violent crime (VC) for logistic regression purposes. The most frequently observed category of PC within the 0 category of PNA was 0 (<italic>n</italic> = 156, 68.12%). The most frequently observed category of PC within the 1 category of PNA was 1 (<italic>n</italic> = 158, 71.49%). The most frequently observed category of JOBD within the 0 category of PNA was 0 (<italic>n</italic> = 130, 56.77%). The most frequently observed category of JOBD within the 1 category of PNA was 1 (<italic>n</italic> = 116, 52.49%). The most frequently observed category of PNA within the 0 category of PNA was 0 (<italic>n</italic> = 229, 100.00%). The most frequently observed category of PNA within the 1 category of PNA was 1 (<italic>n</italic> = 221, 100.00%). The most frequently observed category of VC within the 0 category of PNA was 0 (<italic>n</italic> = 184, 80.35%). The most frequently observed category of VC within the 1 category of PNA was 1 (<italic>n</italic> = 181, 81.90%). Frequencies and percentages are presented in <xref rid="tab1" ref-type="table">Table 1</xref>.</p>
</sec>
<sec id="s12">
<title>Bivariate Analysis</title>
<p>In this analysis, the author sought to answer the following question: Is there a statistically significant association between property crime and violent crime, while controlling for public nutritional assistance? A partial correlation analysis was conducted for <italic>property crime</italic> and <italic>violent crime</italic> while controlling for <italic>public nutritional assistance</italic> and filtered by <italic>job</italic> density. <xref rid="r13" ref-type="bibr">Cohen&#x2019;s (1988)</xref> standard was applied in assessing the coefficients. According to <xref rid="r13" ref-type="bibr">Cohen (1988)</xref>, the strength of coefficients or effect sizes range from small (0.02) to medium (0.15) to large (0.35). For this first analytical group filtered by low job density (0), findings showed that the relationship between violent crime and property crimes was statistically significant (<italic>r</italic> = 0.43, <italic>p</italic> &#x003C; 0.001, 95% CI [0.32, 0.54]), with a medium effect size. This suggests that both violent crime and property crimes increased, controlling for Public Nutrition Assistance. For the high category of the filtered group (job density), a partial correlation analysis was conducted between <italic>property crime</italic> at wave 1 and <italic>violent crime</italic>, controlling for <italic>public nutritional assistance</italic>, and filtered by <italic>job density</italic> (1). For this first analytical group filtered by low job density (1), findings showed that the relationship between violent crime and property crimes was statistically significant (<italic>r</italic> = 0.53, <italic>p</italic> &#x003C; 0.001, 95% CI [0.43, 0.62]), with a larger effect size compared to the first analytical group (job density, 0). This suggests that both violent crime and property crimes had a higher increase, controlling for <italic>public nutritional assistance</italic>.</p>
</sec>
<sec id="s13">
<title>Multivariate Analysis</title>
<p>The model was assessed based on an <italic>a priori</italic> of 0.05. The following equation was applied in the logistic regression:
<disp-formula id="de1">
<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="block" id="M1">
<mml:mrow><mml:mtext>ln</mml:mtext><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mfrac><mml:mi>p</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:mi>p</mml:mi></mml:mrow></mml:mfrac></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msub><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:msub><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msub><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&#x00D7;</mml:mo><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:msub><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow>
</mml:math>
</disp-formula>
Where <inline-formula id="ieq0001"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mrow><mml:mi>ln</mml:mi><mml:mo stretchy='false'>(</mml:mo><mml:mi>p</mml:mi><mml:mo>/</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:mi>p</mml:mi><mml:mo stretchy='false'>)</mml:mo><mml:mo>=</mml:mo><mml:mtext>&#x00A0;outcome:&#x00A0;property&#x00A0;crime</mml:mtext></mml:mrow></mml:math></inline-formula>, <inline-formula id="ieq0002"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mrow><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mtext>&#x00A0;constant</mml:mtext></mml:mrow></mml:math></inline-formula>, <inline-formula id="ieq0003"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msub><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mtext>&#x00A0;public&#x00A0;nutritional&#x00A0;assistance</mml:mtext></mml:math></inline-formula>, <inline-formula id="ieq0004"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:msub><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mtext>&#x00A0;violent&#x00A0;crime</mml:mtext></mml:math></inline-formula>, <inline-formula id="ieq0005"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msub><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msup><mml:mrow></mml:mrow><mml:mo>*</mml:mo></mml:msup><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:msub><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mtext>&#x00A0;interaction&#x00A0;term&#x00A0;for&#x00A0;public&#x00A0;nutritional&#x00A0;assistance&#x00A0;and&#x00A0;violent&#x00A0;crime</mml:mtext></mml:math></inline-formula>.</p>
<p>The overall model was significant, <inline-formula id="ieq0006"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mrow><mml:msup><mml:mi>&#x03C7;</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mn>3</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mn>230.98</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula id="ieq0007"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mi>p</mml:mi><mml:mo>&#x003C;</mml:mo><mml:mn>0.001</mml:mn></mml:math></inline-formula>, indicating that <italic>public nutritional assistance</italic> and <italic>violent crime</italic> at the baseline had a significant effect on the odds of observing high prevalence (1 category) of property crime. McFadden&#x2019;s <italic>R</italic>-squared was calculated to examine the model fit, where values greater than 0.2 was indicative of models with excellent fit (<xref rid="r61" ref-type="bibr">Rolfe, Bennette, &#x0026; Louviere et al., 2000</xref>). The McFadden <italic>R</italic>-squared value calculated for this model was 0.39. The regression coefficient for the high category of <italic>public nutritional assistance</italic> at baseline was not significant, <inline-formula id="ieq0008"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mi>B</mml:mi><mml:mo>=</mml:mo><mml:mo>&#x2212;</mml:mo><mml:mn>0.47</mml:mn></mml:math></inline-formula>, <inline-formula id="ieq0009"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mtext>OR</mml:mtext><mml:mo>=</mml:mo><mml:mn>0.62</mml:mn></mml:math></inline-formula>, <inline-formula id="ieq0010"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mi>p</mml:mi><mml:mo>=</mml:mo><mml:mn>0.408</mml:mn></mml:math></inline-formula>, indicating that high prevalence of public nutritional assistance (1 category) did not have a significant effect on the odds of observing high prevalence (1 category) of property crimes. The regression coefficient for violent crime (1 category) was significant, <inline-formula id="ieq0011"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mi>B</mml:mi><mml:mo>=</mml:mo><mml:mn>2.46</mml:mn></mml:math></inline-formula>, <inline-formula id="ieq0012"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mtext>OR</mml:mtext><mml:mo>=</mml:mo><mml:mn>11.70</mml:mn></mml:math></inline-formula>, <inline-formula id="ieq0013"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mi>p</mml:mi><mml:mo>&#x003C;</mml:mo><mml:mn>0.001</mml:mn></mml:math></inline-formula>, indicating that for a one unit increase in high prevalence of violent crimes, the odds of observing high prevalence of property crime grew by approximately 1,070%. The interaction between <italic>public nutritional assistance</italic> and <italic>violent crime</italic> had a significant effect on property crime, <inline-formula id="ieq0014"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mi>B</mml:mi><mml:mo>=</mml:mo><mml:mn>1.61</mml:mn></mml:math></inline-formula>, <inline-formula id="ieq0015"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:msup><mml:mi>&#x03C7;</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mfenced><mml:mn>1</mml:mn></mml:mfenced><mml:mo>=</mml:mo><mml:mn>5.42</mml:mn></mml:math></inline-formula>, <inline-formula id="ieq0016"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mi>p</mml:mi><mml:mo>=</mml:mo><mml:mn>0.020</mml:mn></mml:math></inline-formula>. This suggests that moving from the low (0) to high (1) category of public nutritional assistance strengthened the relationship of high property crime to high violent crime. <xref rid="tab2" ref-type="table">Table 2</xref> summarizes the results of the regression model.</p>
<table-wrap id="tab2" position="float">
<label>Table 2</label><caption> <p>Frequency Table for PC, JOBD, PNA, and VC (recoded, binary)</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th rowspan="2" align="left" valign="top">Variable</th>
<th colspan="3" align="center" valign="top" style="border-bottom: solid 1px">PNA</th>
</tr>
<tr>
<th align="center" valign="top">0</th>
<th align="center" valign="top">1</th>
<th align="center" valign="top">Missing</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">PC</td>
<td align="center" valign="top"></td>
<td align="center" valign="top"></td>
<td align="center" valign="top"></td>
</tr>
<tr>
<td align="left" valign="top">&#x2003;0</td>
<td align="center" valign="top">156 (68.12%)</td>
<td align="center" valign="top">58 (26.24%)</td>
<td align="center" valign="top">2 (100.00%)</td>
</tr>
<tr>
<td align="left" valign="top">&#x2003;1</td>
<td align="center" valign="top">56 (24.45%)</td>
<td align="center" valign="top">158 (71.49%)</td>
<td align="center" valign="top">0 (0.00%)</td>
</tr>
<tr>
<td align="left" valign="top">&#x2003;Missing</td>
<td align="center" valign="top">17 (7.42%)</td>
<td align="center" valign="top">5 (2.26%)</td>
<td align="center" valign="top">0 (0.00%)</td>
</tr>
<tr>
<td align="left" valign="top">&#x2003;Total</td>
<td align="center" valign="top">229 (100.00%)</td>
<td align="center" valign="top">221 (100.00%)</td>
<td align="center" valign="top">2 (100.00%)</td>
</tr>
<tr>
<td align="left" valign="top">JOBD</td>
<td align="center" valign="top"></td>
<td align="center" valign="top"></td>
<td align="center" valign="top"></td>
</tr>
<tr>
<td align="left" valign="top">&#x2003;0</td>
<td align="center" valign="top">130 (56.77%)</td>
<td align="center" valign="top">105 (47.51%)</td>
<td align="center" valign="top">1 (50.00%)</td>
</tr>
<tr>
<td align="left" valign="top">&#x2003;1</td>
<td align="center" valign="top">99 (43.23%)</td>
<td align="center" valign="top">116 (52.49%)</td>
<td align="center" valign="top">1 (50.00%)</td>
</tr>
<tr>
<td align="left" valign="top">&#x2003;Missing</td>
<td align="center" valign="top">0 (0.00%)</td>
<td align="center" valign="top">0 (0.00%)</td>
<td align="center" valign="top">0 (0.00%)</td>
</tr>
<tr>
<td align="left" valign="top">&#x2003;Total</td>
<td align="center" valign="top">229 (100.00%)</td>
<td align="center" valign="top">221 (100.00%)</td>
<td align="center" valign="top">2 (100.00%)</td>
</tr>
<tr>
<td align="left" valign="top">PNA</td>
<td align="center" valign="top"></td>
<td align="center" valign="top"></td>
<td align="center" valign="top"></td>
</tr>
<tr>
<td align="left" valign="top">&#x2003;0</td>
<td align="center" valign="top">229 (100.00%)</td>
<td align="center" valign="top">0 (0.00%)</td>
<td align="center" valign="top">0 (0.00%)</td>
</tr>
<tr>
<td align="left" valign="top">&#x2003;1</td>
<td align="center" valign="top">0 (0.00%)</td>
<td align="center" valign="top">221 (100.00%)</td>
<td align="center" valign="top">0 (0.00%)</td>
</tr>
<tr>
<td align="left" valign="top">&#x2003;Missing</td>
<td align="center" valign="top">0 (0.00%)</td>
<td align="center" valign="top">0 (0.00%)</td>
<td align="center" valign="top">2 (100.00%)</td>
</tr>
<tr>
<td align="left" valign="top">&#x2003;Total</td>
<td align="center" valign="top">229 (100.00%)</td>
<td align="center" valign="top">221 (100.00%)</td>
<td align="center" valign="top">2 (100.00%)</td>
</tr>
<tr>
<td align="left" valign="top">VC</td>
<td align="center" valign="top"></td>
<td align="center" valign="top"></td>
<td align="center" valign="top"></td>
</tr>
<tr>
<td align="left" valign="top">&#x2003;0</td>
<td align="center" valign="top">184 (80.35%)</td>
<td align="center" valign="top">40 (18.10%)</td>
<td align="center" valign="top">0 (0.00%)</td>
</tr>
<tr>
<td align="left" valign="top">&#x2003;1</td>
<td align="center" valign="top">45 (19.65%)</td>
<td align="center" valign="top">181 (81.90%)</td>
<td align="center" valign="top">2 (100.00%)</td>
</tr>
<tr>
<td align="left" valign="top">&#x2003;Missing</td>
<td align="center" valign="top">0 (0.00%)</td>
<td align="center" valign="top">0 (0.00%)</td>
<td align="center" valign="top">0 (0.00%)</td>
</tr>
<tr>
<td align="left" valign="top">&#x2003;Total</td>
<td align="center" valign="top">229 (100.00%)</td>
<td align="center" valign="top">221 (100.00%)</td>
<td align="center" valign="top">2 (100.00%)</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="tab3" position="float">
<label>Table 3</label><caption> <p>Logistic regression results with public nutritional assistance and violent crime predicting property crime</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variable</th>
<th align="center" valign="top"><italic>B</italic></th>
<th align="center" valign="top">SE</th>
<th align="center" valign="top">95% CI</th>
<th align="center" valign="top"><inline-formula id="ieq0017"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mrow><mml:msup><mml:mi>&#x03C7;</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></th>
<th align="center" valign="top"><italic>p</italic></th>
<th align="center" valign="top">OR</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">(Intercept)</td>
<td align="center" valign="top">&#x2212;1.70</td>
<td align="center" valign="top">0.21</td>
<td align="center" valign="top">[&#x2212;2.12, &#x2212;1.28]</td>
<td align="center" valign="top">63.34</td>
<td align="center" valign="top"><xref rid="tfn2" ref-type="table-fn">**</xref></td>
<td align="center" valign="top"></td>
</tr>
<tr>
<td align="left" valign="top">PNA</td>
<td align="center" valign="top">&#x2212;0.47</td>
<td align="center" valign="top">0.57</td>
<td align="center" valign="top">[&#x2212;1.59, 0.64]</td>
<td align="center" valign="top">0.69</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top">0.62</td>
</tr>
<tr>
<td align="left" valign="top">VC</td>
<td align="center" valign="top">2.46</td>
<td align="center" valign="top">0.39</td>
<td align="center" valign="top">[1.70, 3.22]</td>
<td align="center" valign="top">40.27</td>
<td align="center" valign="top"><xref rid="tfn2" ref-type="table-fn">**</xref></td>
<td align="center" valign="top">11.70</td>
</tr>
<tr>
<td align="left" valign="top">PNA: VC</td>
<td align="center" valign="top">1.61</td>
<td align="center" valign="top">0.69</td>
<td align="center" valign="top">[0.25, 2.97]</td>
<td align="center" valign="top">5.42</td>
<td align="center" valign="top"><xref rid="tfn3" ref-type="table-fn">*</xref></td>
<td align="center" valign="top">5.01</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Note: <inline-formula id="ieq0018"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:msup><mml:mi>&#x03C7;</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy='false'>(</mml:mo><mml:mn>3</mml:mn><mml:mo stretchy='false'>)</mml:mo><mml:mo>=</mml:mo><mml:mn>230.98</mml:mn></mml:math></inline-formula>, <inline-formula id="ieq0019"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mtext>p</mml:mtext><mml:mo>&#x003C;</mml:mo><mml:mn>0.001</mml:mn></mml:math></inline-formula>, <inline-formula id="ieq0020"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mtext>McFadden&#x00A0;</mml:mtext><mml:msup><mml:mi>R</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mn>0.39</mml:mn></mml:math></inline-formula>. PNA = public nutritional assistance; VC = violent crime.</p>
<fn id="tfn2">
<p>**, <inline-formula id="ieq0021"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mi>p</mml:mi><mml:mo>&#x003C;</mml:mo><mml:mn>0.01</mml:mn></mml:math></inline-formula>,</p>
</fn>
<fn id="tfn3">
<p>*, <inline-formula id="ieq0022"><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mi>p</mml:mi><mml:mo>&#x003C;</mml:mo><mml:mn>0.05</mml:mn></mml:math></inline-formula>,</p>
</fn>
<p>&#x2013;, nonsignificance.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s14">
<title>Discussions, Implications, and Limitations</title>
<p>This exploratory study utilized multiple methods to assess the overarching research question: How does public nutritional assistance (an indicator of poverty) relate to violent crime and property crimes? In a study of individuals receiving public benefits, <xref rid="r11" ref-type="bibr">Ciciurkaite and Brown (2023)</xref> found that, even during the COVID pandemic, people experiencing poverty, hunger, or food insecurity continued to face many forms of discrimination. <xref rid="r11" ref-type="bibr">Ciciurkaite and Brown (2023)</xref> found that experiences of discrimination that were related to food benefits did diminish the positive effects of public benefits that were meant to serve individuals that were experiencing poverty. Ciciurkaite and Brown&#x2019;s findings are not unique as similar findings had been echoed by others (<xref rid="r68" ref-type="bibr">Thornicroft et al., 2022</xref>; <xref rid="r70" ref-type="bibr">Turan et al., 2019</xref>). Although the above findings provided a motivation for this exploration, it was obvious that not much is known about how baseline levels of violent crime may affect changes in property crime. This study makes an exploratory contribution by approaching the subject from an empowerment framework, given that discriminations and stigmas that are related to use of public benefits have been linked to poor mental health outcomes (<xref rid="r31" ref-type="bibr">Gearing, Brewer, &#x0026; Washburn, 2023</xref>; <xref rid="r68" ref-type="bibr">Thornicroft et al., 2022</xref>; <xref rid="r70" ref-type="bibr">Turan et al., 2019</xref>). Findings from this study showed that public nutritional assistance was not a significant influencer of the relationships between violent crime and property crime. This finding is important as it contradicts the notion that aid or social support may increase crime and violence. Findings from partial correlation analysis support the assumption that public nutritional assistance was not a positive influencer of the positive relationship that was found between violent crime and property crime prevalence, except when modeled to interact with violent crime. These findings support the empowerment approach on which this study was framed (<xref rid="r32" ref-type="bibr">Haddad &#x0026; Toney-Butler, 2023</xref>; <xref rid="r40" ref-type="bibr">Kieffer, 1984</xref>; <xref rid="r77" ref-type="bibr">Zimmerman, Israel, Schulz, &#x0026; Checkoway, 1992</xref>; <xref rid="r78" ref-type="bibr">Zimmerman &#x0026; Rappaport, 1988</xref>). They also support calls against stigmatization of individuals that use public nutritional assistance or that are suffering from hunger or food insecurity (<xref rid="r31" ref-type="bibr">Gearing et al., 2023</xref>).</p>
<p>By applying a logit approach to this analysis, the author was able to address the central question as to how baseline violent crime affected property crime. The logistic regression indicated that high prevalence of seeking public nutritional assistance (1 category) did not have a significant effect on the odds of observing high prevalence (1 category) of property crimes, which is similar to the findings that were derived from partial correlation. In fact, findings of the logistic regression suggest that prevalence of public nutritional assistance was negatively associated with property crime. What the findings showed is that violent crime is a predictor of property crime, which is consistent with what is known in the literature. Findings also suggest that moving from the low (0) to high (1) category of public nutritional assistance did strengthen the relationship of high property crime to high violent crime. But this finding must be carefully interpreted in that, it does not show that PNA has a causal effect on violent or property crime or is directly related to it and given that such is beyond the scope of this exploration, the author did not address it. Findings from this exploratory study are also important as they may open some avenue for conversations on the intersections between policy, interventions, and violent crime and property crime.</p>
</sec>
<sec id="s15">
<title>Limitations</title>
<p>Some limitations are worth mentioning. First, the study was exploratory in nature, given that not much had been done in this area&#x2014;looking at the specific variables that were explored here, in combination. Second, due to the nature of the data (secondary) that were used in the analysis, certain adjustments were necessary, which may have affected the original dispositions of the data, and which may affect the outcomes and interpretations. For example, some of the variables had been recoded from a continuous form to a binary form. Some of the data also showed wide distributions compared to the others. It is no doubt that primary data collected for the purpose of a study like this would have been more appropriate. However, explorations of this nature are helpful, for feasibility reasons. Third, some important variables that could have been used in this study were not available for a few years. This impacted the years that were studied. It is also possible that public nutritional assistance as a variable could go either way in the direction of increase or decrease with the dependent variable, given that the interaction effect was statistically significant. However, the scope of this analysis did not allow for all these limitations to be addressed. Such aspects will be considered in the future. Despite the above limitations, the findings from this study are important for social work and other disciplines that are involved in human problem-solving.</p>
</sec>
<sec id="s16">
<title>Implications</title>
<p>A central implication of this study is the need to advocate for individuals that are receiving food aid in the United States, and to stand against stigmas that are addressed toward such individuals. It is also a call to keep boosting policies and interventions that have negative association with violence and crime. Stigmatization of food aid users in the United States has been linked to poor mental health outcomes (<xref rid="r68" ref-type="bibr">Thornicroft et al., 2022</xref>). In fact, to stigmatize individuals that are going through poverty or food insecurity can be an exacerbating factor for poor self-esteem and other negative internal psychological responses (<xref rid="r9" ref-type="bibr">Carrara, Fernandes, Bobbili, &#x0026; Ventura, 2021</xref>). Studies continue to point to connections between mental illness, poverty, violence, and crime victimization (<xref rid="r11" ref-type="bibr">Ciciurkaite &#x0026; Brown, 2023</xref>). Perpetrators of stigma against individuals that are utilizing public assistance, especially food assistance, ought to consider that there are many layers of problems that lead to seeking such assistances, and that stigmatization and discrimination do exacerbate those problems rather than solve those (<xref rid="r1" ref-type="bibr">Allen et al., 2014</xref>). Given what we know about the overrepresentation of individuals exposed to trauma, crime victims, and individuals with mental illness in the utilization of public aid, it is important that policy makers and agencies responsible for administering public nutritional assistance address and seek ways to prevent latent and manifest stigmatization (<xref rid="r42" ref-type="bibr">Knifton &#x0026; Inglis, 2020</xref>; <xref rid="r63" ref-type="bibr">Shim et al., 2014</xref>). This is a call to policy makers, law enforcement personnel, mental health professionals, individuals, and agencies that deliver social aid to people experiencing poverty or food insecurity to approach the same from a trauma-informed and empowerment perspective. Hence, this call is both from a mental health and policy practice. The goal is to make public nutritional assistance to not be an inappropriate intervention that may end up inhibiting rather than helping solve a problem, like what was found by <xref rid="r47" ref-type="bibr">Lord and Hutchison (1993)</xref>.</p>
<p>This study also has significant implications for social work education. Stigmatization is not completely eradicated in social work. Also, knowledge of how different kinds of violence and crime (not just family violence) affect individuals and communities is significantly lacking in the social work curriculum. Much of the curriculum currently focuses on addressing the outcomes of crime and violence rather than their prevention. Social work as a discipline stands against oppression and discrimination of all kinds. Hence, the field seeks to empower individuals and considers human functioning from a person-in-environment perspective. It is for this reason that the field has identified its grand challenges to include ending family violence, reducing extreme economic disequilibrium, and encouraging decarceration in a smart way (CSWE, 2023). Within this consideration, it does appear that the grand challenges ought to be updated to include all forms of violence, not just family violence. This is in recognition of the fact that family violence is very important. At the same time, other forms of violence are also related to family violence and may affect victims in similar or distinct ways&#x2014;all of which can result in outcomes that are contrary to social work values and stance. Hence, there is a need to make it explicit in the social work curriculum, to study ways to prevent violence&#x2014;both family violence and other forms of violence. It is also time to situate the educational policy and accreditation standards (CSWE, 2023) to educate social workers on the intersections between health disparities, especially mental health disparities, crime, violence, and stigmatization. This education will be successful if it requires all academic levels to interrogate stigma, public assistance, violence, and other forms of crime. Such academic requirement should be integrated into the implicit and explicit curriculum and should be monitored beyond the classroom and field practice. It should also be made an integral part of social work licensing and ought to be required for continuing education. This might help address the systemic failures that Lord and Hutchison found in their study in 1993, and which have yet to be addressed 20 years later.</p>
</sec>
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<bio id="bio1">
<p>Kingsley U. Chigbu is a Professor at School of Social Work, Morrison Family College of Health, University of St Thomas, 2115 Summit Avenue, St Paul, MN 55105, USA. He can be contacted at <email>kchigbu@stthomas.edu</email>.</p>
</bio>
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