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Read the following Scholarly journal article and classify the relationship between theory and research you find Gun Victimization in The Line of Duty attached file See discussions, stats, and author profiles for this publication at: https://www.researchgate.net/publication/343067021 Gun victimization in the line of duty Article  in  Criminology & Public Policy · July 2020 DOI: 10.1111/1745-9133.12507 CITATIONS 2 READS 71 2 authors, including: Some of the authors of this publication are also working on these related projects: Police Culture and Practice in Three U.S. Cities View project Michael Sierra-Arévalo University of Texas at Austin 13 PUBLICATIONS   101 CITATIONS    SEE PROFILE All content following this page was uploaded by Michael Sierra-Arévalo on 17 May 2021. The user has requested enhancement of the downloaded file. https://www.researchgate.net/publication/343067021_Gun_victimization_in_the_line_of_duty?enrichId=rgreq-21c5103ec8ac129861d3cb6bc31d7051-XXX&enrichSource=Y292ZXJQYWdlOzM0MzA2NzAyMTtBUzoxMDI0NTY4OTI3OTgxNTY5QDE2MjEyODc2NzY0MDA\%3D&el=1_x_2&_esc=publicationCoverPdf https://www.researchgate.net/publication/343067021_Gun_victimization_in_the_line_of_duty?enrichId=rgreq-21c5103ec8ac129861d3cb6bc31d7051-XXX&enrichSource=Y292ZXJQYWdlOzM0MzA2NzAyMTtBUzoxMDI0NTY4OTI3OTgxNTY5QDE2MjEyODc2NzY0MDA\%3D&el=1_x_3&_esc=publicationCoverPdf https://www.researchgate.net/project/Police-Culture-and-Practice-in-Three-US-Cities?enrichId=rgreq-21c5103ec8ac129861d3cb6bc31d7051-XXX&enrichSource=Y292ZXJQYWdlOzM0MzA2NzAyMTtBUzoxMDI0NTY4OTI3OTgxNTY5QDE2MjEyODc2NzY0MDA\%3D&el=1_x_9&_esc=publicationCoverPdf https://www.researchgate.net/?enrichId=rgreq-21c5103ec8ac129861d3cb6bc31d7051-XXX&enrichSource=Y292ZXJQYWdlOzM0MzA2NzAyMTtBUzoxMDI0NTY4OTI3OTgxNTY5QDE2MjEyODc2NzY0MDA\%3D&el=1_x_1&_esc=publicationCoverPdf https://www.researchgate.net/profile/Michael-Sierra-Arevalo?enrichId=rgreq-21c5103ec8ac129861d3cb6bc31d7051-XXX&enrichSource=Y292ZXJQYWdlOzM0MzA2NzAyMTtBUzoxMDI0NTY4OTI3OTgxNTY5QDE2MjEyODc2NzY0MDA\%3D&el=1_x_4&_esc=publicationCoverPdf https://www.researchgate.net/profile/Michael-Sierra-Arevalo?enrichId=rgreq-21c5103ec8ac129861d3cb6bc31d7051-XXX&enrichSource=Y292ZXJQYWdlOzM0MzA2NzAyMTtBUzoxMDI0NTY4OTI3OTgxNTY5QDE2MjEyODc2NzY0MDA\%3D&el=1_x_5&_esc=publicationCoverPdf https://www.researchgate.net/institution/University_of_Texas_at_Austin?enrichId=rgreq-21c5103ec8ac129861d3cb6bc31d7051-XXX&enrichSource=Y292ZXJQYWdlOzM0MzA2NzAyMTtBUzoxMDI0NTY4OTI3OTgxNTY5QDE2MjEyODc2NzY0MDA\%3D&el=1_x_6&_esc=publicationCoverPdf https://www.researchgate.net/profile/Michael-Sierra-Arevalo?enrichId=rgreq-21c5103ec8ac129861d3cb6bc31d7051-XXX&enrichSource=Y292ZXJQYWdlOzM0MzA2NzAyMTtBUzoxMDI0NTY4OTI3OTgxNTY5QDE2MjEyODc2NzY0MDA\%3D&el=1_x_7&_esc=publicationCoverPdf https://www.researchgate.net/profile/Michael-Sierra-Arevalo?enrichId=rgreq-21c5103ec8ac129861d3cb6bc31d7051-XXX&enrichSource=Y292ZXJQYWdlOzM0MzA2NzAyMTtBUzoxMDI0NTY4OTI3OTgxNTY5QDE2MjEyODc2NzY0MDA\%3D&el=1_x_10&_esc=publicationCoverPdf DOI: 10.1111/1745-9133.12507 SPECIAL ISSUE ARTICLE CUTTING-EDGE RESEARCH IN POLICE POLICY AND PRACTICE Gun victimization in the line of duty Fatal and nonfatal firearm assaults on police officers in the United States, 2014–2019 Michael Sierra-Arévalo1 Justin Nix2 1 University of Texas at Austin 2 University of Nebraska Omaha Correspondence MichaelSierra-Arévalo,Department ofSociology,TheUniversityofTexasat Austin,305E23rdSt,A1700,RLP3.306, Austin,TX78712. Email:[email protected] Research Summary: Using open-source data from the Gun Violence Archive (GVA), we analyze national- and state-level trends in fatal and nonfatal firearm assaults of U.S. police officers from 2014 to 2019 (N = 1,467). Results show that (a) most firearm assaults are nonfatal, (b) thereis nocompelling evidencethat thenational rate of firearm assault on police has substantially increased during the last 6 years, and (c) there is substantial state-level variation in rates of firearm assault on police officers. Policy Implications: GVA has decided strengths rela- tive to existing data sources on police victimization and danger in policing. We consider the promises and pit- falls of this and other open-source data sets in polic- ing research and recommend that recent state-level improvements in use-of-force data collection be repli- cated and expanded to include data on violence against police. KEYWORDS danger, firearm assault, gun violence, policing After more than 50 years of social science research on policing in the United States, the dan- ger of police work remains a salient feature of police officers’ occupational environment (Lof- tus, 2010; Marenin, 2016; Sierra-Arévalo, 2019). Scholarly attention to the danger of policing has been renewed by recent discussion of a “war on cops” that began after the 2014 police killing of Michael Brown in Ferguson, Missouri. Proponents of this hypothesized war posit that the contemporary political climate has resulted in widespread distrust and even disdain of police Criminology & Public Policy. 2020;1–26. © 2020 American Society of Criminology 1wileyonlinelibrary.com/journal/capp https://orcid.org/0000-0002-4398-9950 mailto:[email protected] https://wileyonlinelibrary.com/journal/capp 2 SIERRA-ARÉVALO and NIX on the part of public officials, academics, and the news media; in turn, the public has become increasingly “anti-police” and emboldened to question, resist, and violently attack police offi- cers on U.S. streets (Mac Donald, 2016). Despite widespread concern among police administra- tors (Nix, Wolfe, & Campbell, 2018), however, empirical research on the most dire implication of a war on cops—violence against police—finds no significant increases in fatal or nonfatal violence against police in recent years (Maguire, Nix, & Campbell, 2017; Shjarback & Maguire, 2019). Nonetheless, the issue of violence against police remains highly salient to U.S. politics and policy, including the rise of the Blue Lives Matter movement and the growth in laws seeking enhanced penalties for killing police officers (Craven, 2017). 1 Despite the rich history of research on danger in police work, there are several long-standing limitations to this body of scholarship. First, researchers’ operationalization of “danger” tends toward the rarest, most extreme measure of danger in police work: felonious line-of-duty deaths that are driven by firearm assaults (see White, Dario, & Shjarback, 2019, p. 14). This focus on felo- nious deaths underestimates the total scope of the danger police confront by ignoring nonfatal violence against officers (cf. Bierie, 2017; Bierie, Detar, & Craun, 2016), including nonfatal firearm assaults that,eventhoughtheydonotresult inaline-of-dutydeath,representcasesofdeadlyforce directed at police. Second, analyses that attend to all assaults on police officers better capture less- than-lethal violence (e.g., punches and kicks) but do not differentiate such cases from especially lethal threats like firearmassaults (Shjarback& Maguire, 2019; Tiesman, Gwilliam, Konda, Rojek, & Marsh, 2018; cf. Bierie et al., 2016). Third, data sources that rely on voluntary reporting by police (e.g., LEOKA and NIBRS) are limited by a lack of consistent reporting by law enforcement agen- cies and marked lag times in the release of said data, frustrating timely, confident estimates of a pressingpublicsafetyandpolicyissue(Kuhns,Dolliver,Bent,&Maguire,2016,p.6;Nix,Richards, Pinchevsky, & Wright, 2019, p. 6; Shjarback & Maguire, 2019). Because of its inattention to cases in which officers are shot but not killed, existing research tends to provide either an underestimate of gun violence directed at officers or eschew specificity in favor of an estimate of assault broadly defined. This, in combination with the data quality and timeliness issues that affect data sets commonly used to examine violence against police, pre- vents accurate estimates of total firearm assaults on officers that are of long-standing salience to the issue of officer safety in the United States (Cell, 2019; The President’s Commission on Law Enforcement and Administration of Justice, 1967, p. 239). 2 Given the decided gravity of the prob- lem at hand, there is a clear and urgent need for researchers to bring new, more timely data to bear. Thisarticleaddressestheseissueswithopen-sourcedataprovidedbytheGunViolenceArchive (GVA), a nonprofit organization that collects and constantly updates data on firearm assaults of police officers across the United States. Because GVA records both fatal and nonfatal firearm assaults on police, we are able to provide an estimate of firearm assaults on police officers that includes (and differentiates) fatal and nonfatal shootings. 3 We use these data to provide national- and state-level estimates of fatal and nonfatal firearm assaults against police officers in the United States from 2014 to 2019. We conclude with consideration of future directions for this research as well as the promises and limitations of data like those collected by GVA in research on violence against and by police. We also provide concrete policy recommendations for improving the qual- ity and timeliness of data on violence against police to better support police agencies, researchers, and policy makers. SIERRA-ARÉVALO and NIX 3 1 LITERATURE REVIEW Social science research on the danger of police work in the United States can trace its roots back more than half a century to foundational ethnographic studies of life on patrol. Early single-site studies (Westley, 1953, 1970) and comparative studies (Banton, 1964) noted officers’ tangible pre- occupation with danger and violence in the line of duty. Decades of subsequent scholarship have confirmed the enduring importance placed by officers, supervisors, and the police organization on the reality of violence in policing (Brown, 1988; Moskos, 2009; Sierra-Arévalo, 2016; Skolnick, 1966), especially when that violence proves deadly (Manning, 1977, pp. 7–8; Sierra-Arévalo, 2019). Such qualitative research began to be complemented by quantitative analyses of line-of-duty danger beginning in the 1970s. In 1971, a group of law enforcement executives—in response to sharp increases in felonious officer deaths throughout the 1960s—called for an expansion of the FBI’sdatacollectioneffortsonviolencedirectedatpolice(Rabe-Hemp,2017,pp.61–62).Beginning in 1972, the FBI began collecting more detailed information on both officers killed and officers assaulted in the line of duty, eventually combining these data in 1982 into what is now commonly known as LEOKA, or Law Enforcement Officers Killed and Assaulted (FBI, 2019a). Researchers quickly took advantage of this new data source to quantitatively assess the landscape of violence against police. The earliest analyses of LEOKA data concentrated on felonious officer deaths, specifically in cities, and uncovered a positive relationship with structural factors such as the percentage of the city population that is Black, city crime rate, and the proportion of a city living in poverty (Lester, 1977, 1984). Later city-level analyses examined the relationship between political, city-level factors like Black representation in city council and Black mayorship on felonious police deaths (Jacobs & Carmichael, 2002; Kaminski & Stucky, 2009; Kent, 2010). LEOKA has also been used to exam- ine felonious officer deaths at the national (Swedler, Simmons, Dominici, & Hemenway, 2015), regional (Fridell & Pate, 1995), and county level (Kaminski, 2008). Finally, other scholars have moved beyond LEOKA and turned to the National Violent Death Reporting System (NVDRS; Blair,Fowler,Betz,&Baumgardner,2016), theNationalIncidentBasedReportingSystem(NIBRS; Bierie, 2017; Bierie et al., 2016; Willits, 2014), or data collected by nonprofit organizations like the National Law Enforcement Officers Memorial Fund (NLEOMF) or the Officer Down Memorial Page (Kaminski & Marvell, 2002; Maguire et al., 2017; White et al., 2019) to explore patterns in felonious police deaths. Scholars have noted for some time, however, that analyses focused on felonious line-of-duty deaths systematically underestimate the full scope of danger that officers face by excluding non- fatalassaults(seeBrandl,1996).Accordingly,otherresearchhasanalyzednonfatalassaults,specif- ically (Shjarback & Maguire, 2019; Tiesman et al., 2018), both fatal and nonfatal assaults (Crifasi, Pollack, & Webster, 2016; Fridell, Faggiani, Taylor, Brito, & Kubu, 2009), or some combination of fatalassaults, nonfatalassaults, andline-of-dutyaccidents(Brandl,1996; White etal., 2019).These related streams of research provide invaluable insight but, of course, also come with important limitations. With regard to studies that focus on nonfatal assaults or which examine both fatal and nonfatal assaults, theclearestbenefitofsuchresearchis itsabilitytodescribethemostcommontypeofvio- lencedirectedatpolice.EstimatesfromthemostrecentlyavailableLEOKAstatistics illustratethis point: In comparison with the 55 officers feloniously killed in 2018 (51 by firearm), nearly 59,000 were nonfatally assaulted (2,116 by firearm; FBI, 2019b). This practical benefit notwithstanding, special attention to nonfatal assaults often obfuscates the particular phenomenon of assaults that, even if nonfatal, constitute a use of deadly force against police. 4 SIERRA-ARÉVALO and NIX For example, Shjarback and Maguire’s (2019) time-series analysis of LEOKA data to investigate trends in violence directed at police, although able to provide cautious estimates of national-level trends in nonfatal assaults, did not analytically distinguish an injury caused by a fist or a bullet. Tiesman et al. (2018)) analysis of injurious assaults treated in U.S. emergency rooms and analyses employing NIBRS data had the same limitation (Bierie, 2017; Willits, 2014). 4 Several studies did disaggregate fatal and nonfatal firearm assaults on police across the United States. Bierie and colleagues’ (2016) analysis of gun violence against police included both fatal and nonfatal firearm assault estimates drawn from NIBRS, improving on past research that either focused on fatal assaults alone or conflated firearm assault with assault more generally. Although NIBRS collects data from multiple states and thousands of law enforcement agencies, it is affected bydataissuesnotunlikethosethataffectLEOKA(Kuhnsetal.,2016,p.6). In2010,themostrecent year of NIBRS available to Bierie et al. (2016), approximately 5,400 agencies from 37 states were represented in NIBRS, capturing only 37\% of agencies and oversampling on small- and medium- sized agencies (2016, p. 506). In the same vein, even though Crifasi et al. (2016) differentiated fatal from nonfatal firearm assaults in their study of assault lethality, their reliance on LEOKA data raises concerns about the reliability of their firearm assault estimates similar to other studies employing this data set. Besides the lack of representativeness that characterizes LEOKA and NIBRS data, the issue of significant lag times in the release of these data creates marked challenges in providing timely, accurateanalysesofdeadlyforceagainstpolice.Althoughopen-sourcedatalikethoseprovidedby the National Law Enforcement Officer Memorial Fund (NLEOMF) and the Officer Down Memo- rial Page (ODMP) have provided practically real-time data on officers accidentally and feloniously killed in the line of duty, they have not recorded information on nonfatal assaults. As a result, researchers interested in nonfatal assaults are mainly restricted to data that are anywhere from 18 to 24 months old (Kuhns et al., 2016, p. 6). 5 This is, of course, neither the fault of researchers nor, to our knowledge, the result of willful tardiness on the part of government—collecting and clean- ing data from thousands of independent law enforcement agencies is a monumental undertaking. Nonetheless, the persistent limitations of existing data create clear need for new, national-level data sources that can enable more timely investigation of firearm violence against police and sup- port the decision-making of law enforcement agencies and policy makers. 2 DATA AND METHOD 2.1 Data source This analysis uses data collected by the Gun Violence Archive (GVA), an independent, nonprofit organization whose mission is to “provide free online public access to accurate information about gun-related violence in the United States” (GVA, 2020a, para. 2). The GVA’s definition of gun- related violence is expansive and tracks firearm homicides, suicides, and injuries, as well as acci- dentalshootings,defensivefirearmuses,massshootings,officer-involvedshootings,andmore.To gatherthisdata,GVAresearchersmonitorapproximately7,500newsmedia, lawenforcement,and governmental sources from across the United States for cases of firearm violence. Additionally, GVA researchers manually sweep social media accounts (e.g., Facebook and Twitter) and web- sites to gather relevant cases. For each incident, GVA records date, geocoded location, city/county, state, available victim- and perpetrator-level information (e.g., name, age, and sex), incident type SIERRA-ARÉVALO and NIX 5 (e.g., “Shot – Wounded/Injured” and “Shot – Dead”), and URL links to online sources that docu- ment each incident (GVA, 2020b). In addition to data on officer-involved shootings of the public tracked by other open-source efforts, 6 GVAalsorecordsfirearmviolencedirectedatlawenforcementofficers.Additionally,GVA includes and differentiates fatal and nonfatal firearm assaults, allowing for more complete and fine-grained estimation of the firearm violence that results in the death and nonfatal injury of police officers. 2.2 Case selection and analytic strategy All cases in the GVA’s larger data set in which law enforcement officers were shot (fatally and nonfatally) were provided by GVA for the period between January 1, 2014 and December 31, 2019. 7 We restrict our analytic sample in several ways. First, we include active, sworn local and state law enforcement officers who are members of agencies that respond to calls for service; this sample is composed of officers employed by local departments at the city or county level, sheriff’s departments, and state police agencies. Addition- ally, our sample includes special jurisdiction officers such as transit or university police, tribal police, and specialized state agencies like wildlife or park police whose patrol and enforcement activities are reasonably similar to local and state departments. We exclude federal law enforce- ment officers, parole and probation agents, and court officers who, although sworn, do not engage in routine investigatory, patrol, or enforcement activity. Second, our analytic sample is restricted to cases involving (a) on-duty officers, (b) whose per- son or equipment (excluding vehicles) was shot, 8 (c) with a firearm, (d) by someone who is not a police officer (including while struggling with a suspect over a firearm). 9 These criteria exclude off-dutyfirearminjuries; injuriescausedbymeansotherthanapistol,rifle,orshotgun(e.g.,shrap- nel from an explosion, pellet gun); self-inflicted firearm injuries whether accidental (e.g., training accident) or intentional (e.g., suicides or suicide attempts); and “blue on blue” shootings in which one officer accidentally shot another officer. 10 Additionally, these criteria exclude cases in which a suspect fired at but did not strike an officer, as well as those in which a suspect pointed a firearm at an officer but did not fire. To select this sample from the raw data provided by GVA, the authors (and a research assistant directly supervised by the first author) independently checked each case (N = 1,962). The case-by- case check was accomplished by following the online sources recorded by GVA for every individ- ual listedinthedataset.BecauseURLsforonlinemediareportsweresometimesinactive,Internet searches using the incident date, incident location, and available officer names were used to find other sources to verify the incident. In the interest of providing a conservative estimate of nonfatal firearm injury, cases for which media sources listed an officer as “wounded,” “injured,” or “hurt” but did not specifically stipulate a gunshot injury from a bullet, shot (e.g., shotgun ammunition), bullet fragments, or shrapnel were excluded. Similarly, cases in which it was unclear whether an officer shot themselves, was shot by a suspect, or was shot by another officer were excluded to err toward a conservative estimate. Cases that coders were uncertain how to code were flagged and reviewed by the authors to arrive at a final coding decision. Our inclusion criteria and coding process produced an analytic sample of 1,467 cases for our descriptive analysis of fatal and non- fatal firearm assaults on police officers to provide estimates at the national and state level (see Table 1). 11 6 SIERRA-ARÉVALO and NIX TABLE 1 Officers fatally and nonfatally shot by a suspect, 2014–2019 Nonfatal Fatal Total Year N \% N \% N \% 2014 152 80.4 37 19.6 189 100.0 2015 202 86.3 32 13.7 234 100.0 2016 229 79.5 59 20.5 288 100.0 2017 211 85.1 37 14.9 248 100.0 2018 195 81.3 45 18.8 240 100.0 2019 229 85.5 39 14.6 268 100.0 Total 1,218 83.0 249 17.0 1,467 100.0 Note: Some rows may not sum to 100\% due to rounding. To calculate national rates of firearm assault per 100,000 officers (or at the state level, per 1,000 officers), we use estimates of the number of sworn local and state officers from the FBI’s Police Employee data (PE), which document the number of sworn officers at the agency level. 12 As mentioned in our discussion of past work, PE data (and the FBI’S UCR data more broadly) have well-documented issues with incomplete reporting/missing data (King, Cihan, & Heinonen, 2011; Lynch & Jarvis, 2008). We also note that 2019 PE data are currently unavailable at the time of this article’s writing, further underscoring our critique of the lag time in the release of governmentally produced policing data. To address these two issues, we follow the suggestions of past research (King et al., 2011, p. 450; Stucky, 2005) and use multiple years of PE data to impute missing estimates of sworn state and local officers. Specifically, we calculate a quadratic regression function for each state’s officer population for 2013–2018, then use the regression coef- ficients for year and year2 to estimate missing state-years. We use this approach to impute a total of 53 values, 51 of which are 2019 imputations (50 states plus Washington, D.C.) and two of which correspond to a single year of missing data for Alaska in 2015 and West Virginia in 2014. 13 Despite our use of multiple years of data to impute 2019 values for each state and mitigate the unreliability of any single-year estimate, some states in the PE data show reporting problems across several years. According to FBI UCR records (FBI, 2019c), three states—Mississippi, Indi- ana, and West Virginia—had less than 75\% of agencies in metropolitan statistical areas (MSAs), cities outside MSAs, or nonmetropolitan counties report data to the FBI for every year between 2013 and 2018. 14 We denote these three states in all our analyses of state-level trends in firearm assault on police officers with “*” and discuss the broader implications of such data quality issues in our Discussion. 3 RESULTS From 2014 to 2019, 249 police officers were fatally shot by suspects and 1,218 were struck or non- fatally wounded by suspect gunfire (see Table 1). The total number of firearm assaults during this period has shifted between a low of 189 in 2014 to a high of 288 in 2016. During the full 6-year period, an average of 245 officers a year were shot by suspects in the line of duty. Of those shot, an average of 42 per year (17\%) were killed; only 14\% to 21\% of firearm assaults on officers each year result in fatalities, underscoring the importance of collecting and analyzing data on nonfatal firearm assaults alongside those on fatal firearm assaults. michaelsierra-arevalo Highlight SIERRA-ARÉVALO and NIX 7 FIGURE 1 Monthly firearm assaults on U.S. police, 2014–2019 [Color figure can be viewed at wileyonlineli- brary.com] Figure 1 presents monthly frequencies of fatal and nonfatal firearm assault on officers from 2014 to 2019. On average, 20 officers were assaulted with firearms each month. The number of monthly firearm assaults ranged from a low of 10 in February 2014 to a high of 46 in February 2016. Interestingly, there is no clear evidence of seasonality in firearm assaults on officers overall or when looking at nonfatal firearm assault, running counter to seasonal patterns found by some research for violence and crime more generally (McDowall & Curtis, 2015; McDowall, Loftin, & Pate, 2012). Turning to longitudinal trends, although the trend in the monthly frequency of fatal firearm assaults on officers is flat from 2014 to 2019, there does appear to be a slight, upward trend in the monthly frequency of firearm assaults on officers, overall. This overall trend is driven by the parallel trendline in monthly nonfatal firearm assaults. Without accurate estimates of the population of officers in the United States per month, however, it is not possible to calculate a monthly rate. Though, to our knowledge, no such monthly estimates exist, we can aggregate monthly counts of firearm assaults into yearly counts and use yearly estimates of the population of U.S. police officers to calculate annual rates. Figure 2 does exactly this and plots the national rate of firearm assault on police officers (per 100,000 officers) from 2014 to 2019 and disaggregates this overall rate into separate trend lines for fatal and nonfatal firearm assaults. Across the time series, the national rate of firearm assault on police was lowest in 2014 (29.92 per 100,000 officers) and highest in 2016 (44.11 per 100,000 officers). Overall, the national rate shows a slight upward trend between 2014 and 2019 (B = .750). Turning to the disaggregated trendlines for fatal and nonfatal firearm assaults, two notable pat- ternsemerge.First,wefindthatyear-to-yearchangesinthefatalandnonfatalfirearmassaultrates do not consistently track one another over time. The rates of fatal and nonfatal firearm assault diverge from 2014 to 2015, move in parallel between 2015 and 2017, and diverge again from 2018 to 2019. Note also that 2017 to 2018 is the only period in which the rate of nonfatal firearm assault on officers decreases while the rate of fatal assault increases. Overall, these longitudinal patterns reinforce that trends in the national rate of firearm assault on police are mainly driven by changes in the rate of nonfatal firearm assault. 8 SIERRA-ARÉVALO and NIX FIGURE 2 National rate of firearm assault on police, 2014–2019 [Color figure can be viewed at wileyonlineli- brary.com] Similar to the frequency trends shown in Figure 1, the trend in the national fatal firearm assault rate is flat from 2014 to 2019 (B = –.025), whereas the fitted linear trends for total firearm assaults and nonfatal firearm assaults shows a slight increase (B = .750, .772). Of course, sober interpre- tation of this increase is merited given that the slope of both of these trend lines is minimal and represents a small yearly increase in the number of officers nonfatally assaulted with firearms. To illustrate this, let us assume a static number of officers drawn from 2018 UCR estimates of the number of full-time, sworn police officers in the United States: 686,665 (FBI, 2019c). Using this as a population baseline, we then look to the slope of the fitted nonfatal firearm assault trend knowing that trends in total firearm assault are driven by changes in nonfatal assault. The slope of the fitted trend for the rate of nonfatal firearm assault suggests that, on average, an additional 5.3 officers were victims of nonfatal firearm assault every year between 2014 and 2019. Although it is certainly informative to study national trends, such analyses are likely to be affected by aggregation bias wherein heterogeneity across smaller ecological units is masked (Kaminski, 2008; Kaminski & Marvell, 2002; Kent, 2010; Peterson & Bailey, 1988). That is, by combining data from across the U.S. to produce national-level estimates, we risk losing sight of important variation at smaller units of analysis. To address this, we first provide a state-level view of the frequency of firearm assaults on police for 2014 to 2019 (see Figure 3). During this 6-year period, states experienced an average of 28.77 firearm assaults or 4.80 firearm assaults per year. Texas (n = 143) and California (n = 112) had the highest number of firearm assault incidents over this period, averaging 23.83 and 18.67 firearm assaults per year, respectively. In contrast, GVA data indicate Delaware and Montana each experienced only two firearm assaults on officers over this period. Next, we calculate 6-year average firearm assault rates for each state to account for variation in state-level officer populations (see Figure 4). Our results show substantial variation across the United States. Officers in Mississippi, New Mexico, and Alaska experienced the greatest risk …
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Develop a community-wide intervention to reduce elevated blood pressure and hypertension in the State of Alabama that in in body of the report Conclusions References (8 References Minimum) *** Words count = 2000 words. *** In-Text Citations and References using Harvard style. *** In Task section I’ve chose (Economic issues in overseas contracting)" Electromagnetism w or quality improvement; it was just all part of good nursing care.  The goal for quality improvement is to monitor patient outcomes using statistics for comparison to standards of care for different diseases e a 1 to 2 slide Microsoft PowerPoint presentation on the different models of case management.  Include speaker notes... .....Describe three different models of case management. visual representations of information. They can include numbers SSAY ame workbook for all 3 milestones. You do not need to download a new copy for Milestones 2 or 3. When you submit Milestone 3 pages): Provide a description of an existing intervention in Canada making the appropriate buying decisions in an ethical and professional manner. Topic: Purchasing and Technology You read about blockchain ledger technology. Now do some additional research out on the Internet and share your URL with the rest of the class be aware of which features their competitors are opting to include so the product development teams can design similar or enhanced features to attract more of the market. The more unique low (The Top Health Industry Trends to Watch in 2015) to assist you with this discussion.         https://youtu.be/fRym_jyuBc0 Next year the $2.8 trillion U.S. healthcare industry will   finally begin to look and feel more like the rest of the business wo evidence-based primary care curriculum. Throughout your nurse practitioner program Vignette Understanding Gender Fluidity Providing Inclusive Quality Care Affirming Clinical Encounters Conclusion References Nurse Practitioner Knowledge Mechanics and word limit is unit as a guide only. The assessment may be re-attempted on two further occasions (maximum three attempts in total). All assessments must be resubmitted 3 days within receiving your unsatisfactory grade. You must clearly indicate “Re-su Trigonometry Article writing Other 5. June 29 After the components sending to the manufacturing house 1. In 1972 the Furman v. Georgia case resulted in a decision that would put action into motion. Furman was originally sentenced to death because of a murder he committed in Georgia but the court debated whether or not this was a violation of his 8th amend One of the first conflicts that would need to be investigated would be whether the human service professional followed the responsibility to client ethical standard.  While developing a relationship with client it is important to clarify that if danger or Ethical behavior is a critical topic in the workplace because the impact of it can make or break a business No matter which type of health care organization With a direct sale During the pandemic Computers are being used to monitor the spread of outbreaks in different areas of the world and with this record 3. Furman v. Georgia is a U.S Supreme Court case that resolves around the Eighth Amendments ban on cruel and unsual punishment in death penalty cases. The Furman v. Georgia case was based on Furman being convicted of murder in Georgia. Furman was caught i One major ethical conflict that may arise in my investigation is the Responsibility to Client in both Standard 3 and Standard 4 of the Ethical Standards for Human Service Professionals (2015).  Making sure we do not disclose information without consent ev 4. Identify two examples of real world problems that you have observed in your personal Summary & Evaluation: Reference & 188. Academic Search Ultimate Ethics We can mention at least one example of how the violation of ethical standards can be prevented. Many organizations promote ethical self-regulation by creating moral codes to help direct their business activities *DDB is used for the first three years For example The inbound logistics for William Instrument refer to purchase components from various electronic firms. During the purchase process William need to consider the quality and price of the components. In this case 4. A U.S. Supreme Court case known as Furman v. Georgia (1972) is a landmark case that involved Eighth Amendment’s ban of unusual and cruel punishment in death penalty cases (Furman v. Georgia (1972) With covid coming into place In my opinion with Not necessarily all home buyers are the same! When you choose to work with we buy ugly houses Baltimore & nationwide USA The ability to view ourselves from an unbiased perspective allows us to critically assess our personal strengths and weaknesses. This is an important step in the process of finding the right resources for our personal learning style. Ego and pride can be · By Day 1 of this week While you must form your answers to the questions below from our assigned reading material CliftonLarsonAllen LLP (2013) 5 The family dynamic is awkward at first since the most outgoing and straight forward person in the family in Linda Urien The most important benefit of my statistical analysis would be the accuracy with which I interpret the data. The greatest obstacle From a similar but larger point of view 4 In order to get the entire family to come back for another session I would suggest coming in on a day the restaurant is not open When seeking to identify a patient’s health condition After viewing the you tube videos on prayer Your paper must be at least two pages in length (not counting the title and reference pages) The word assimilate is negative to me. I believe everyone should learn about a country that they are going to live in. It doesnt mean that they have to believe that everything in America is better than where they came from. It means that they care enough Data collection Single Subject Chris is a social worker in a geriatric case management program located in a midsize Northeastern town. She has an MSW and is part of a team of case managers that likes to continuously improve on its practice. The team is currently using an I would start off with Linda on repeating her options for the child and going over what she is feeling with each option.  I would want to find out what she is afraid of.  I would avoid asking her any “why” questions because I want her to be in the here an Summarize the advantages and disadvantages of using an Internet site as means of collecting data for psychological research (Comp 2.1) 25.0\% Summarization of the advantages and disadvantages of using an Internet site as means of collecting data for psych Identify the type of research used in a chosen study Compose a 1 Optics effect relationship becomes more difficult—as the researcher cannot enact total control of another person even in an experimental environment. Social workers serve clients in highly complex real-world environments. Clients often implement recommended inte I think knowing more about you will allow you to be able to choose the right resources Be 4 pages in length soft MB-920 dumps review and documentation and high-quality listing pdf MB-920 braindumps also recommended and approved by Microsoft experts. The practical test g One thing you will need to do in college is learn how to find and use references. References support your ideas. College-level work must be supported by research. You are expected to do that for this paper. You will research Elaborate on any potential confounds or ethical concerns while participating in the psychological study 20.0\% Elaboration on any potential confounds or ethical concerns while participating in the psychological study is missing. Elaboration on any potenti 3 The first thing I would do in the family’s first session is develop a genogram of the family to get an idea of all the individuals who play a major role in Linda’s life. After establishing where each member is in relation to the family A Health in All Policies approach Note: The requirements outlined below correspond to the grading criteria in the scoring guide. At a minimum Chen Read Connecting Communities and Complexity: A Case Study in Creating the Conditions for Transformational Change Read Reflections on Cultural Humility Read A Basic Guide to ABCD Community Organizing Use the bolded black section and sub-section titles below to organize your paper. For each section Losinski forwarded the article on a priority basis to Mary Scott Losinksi wanted details on use of the ED at CGH. He asked the administrative resident