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A neighborhood‐based notion of the distribution of policing services is a hallmark of community policing philosophy. The purpose of this research is to focus on two policy issues: are there significant differences in important policing issues among the different communities, and what factors within the Sheriff's control might account for these differences?

In 2002, the Ada County Sheriff's Office (ACSO), servicing the area around Boise, Idaho, carried out a survey of citizens stratified across four areas: two contract communities, one non‐contract community, and the unincorporated remainder of the county.

The survey found significant variation in perceptions of crime and disorder, in perceptions of safety, in social cohesion, and in attitudes toward deputies and to the sheriffs office. Findings suggested the importance of local policy through the tailoring of services to local needs. However, some community factors appeared to provide limits on the extent to which the police could respond to dissatisfaction with their services, regardless of adaptive strategy.

Only limited empirical research has studied neighborhood variation in citizens' perceptions of differences pertinent to policing services, and virtually no such research has been carried out outside urban areas. This research fills this gap.

This study assessed citizen attitudes toward police performance and their perceptions of policing strategy in a small, northwestern town. At the neighbourhood‐level, significant differences in attitudes toward police performance (i.e. officer demeanour and citizen‐police relations) were revealed; however, variations in perceptions of community policing initiatives (i.e. collaborative police‐community partnerships) were not observed. At the individual‐level, results showed that attitudes toward police performance were not significant determinants of citizen perceptions of community policing. This evidence suggested that citizens were receptive to the idea of co‐production of order, and specifically of partnerships between residents and the police to address neighbourhood crime‐related issues. As such, these findings call into question the long standing assumption that positive attitudes toward police are a necessary precursor to the establishment of meaningful, co‐operative ties between citizens and the police.

Police departments across the USA have been challenged in their efforts toward broad implementation of community policing. This paper examines the level of change at five law enforcement agencies in the western USA. The changes at these agencies were precipitated by an independent, external, on‐site assessment of each department conducted by the Western Regional Institute for Community Oriented Public Safety (WRICOPS), one of 28 regional community policing institutes funded by the US Department of Justice's COPS Office. The nature of the on‐site assessment is discussed, along with reasons as to why the process tends to promote rather significant organizational changes in some law enforcement agencies, but only cursory changes in others.

Internet emergence has evolved the business of tourism companies, and every tourism company is available online and provides abundant choices, which causes consumers' confusion. The current study aims to investigate the interaction effect of demographic variables on confusion, decision postponement as a negative consequence of confusion and self-efficacy as a moderator in light of the stimulus organism response (SOR) model. Also, an attempt has been made to integrate the smart technology-based solution to deal with consumers' confusion.

Three-way ANOVA, Andrew Hayes process, structural equation modelling and random forest algorithm were used to assess the 507 self-filled questionnaire responses for examining consumers' confusion.

The results reveal that confusion decreases with increased education levels for each gender and age group. Also, for every gender and education level, consumer confusion increases and then decreases. Further, it was observed that self-efficacy effectively moderates the influence of different confusions on decision postponement. An artificial intelligence-enabled predictive model with an accuracy of 71.49% was established, which forecasts the possibility of consumers' decision postponement.

This study offers the comprehension of how the travel site administrators and stakeholders have used artificial intelligence-enabled solution for consumers' confusion and to reduce decision postponement.

To the best of the authors' awareness, this is one of the first studies to unveil the interaction effect of demographic factors on confusion, assess the role of self-efficacy as a moderator and provide artificial intelligence-enabled solutions for consumers' confusion.

The purpose of this paper is to explore risk and protective factors associated with suicidal ideation among law enforcement personnel.

The methodology employed is based on the “Best Evidence Synthesis” approach, whereby researchers systematically examine and integrate the most empirically sound available research on the topic under investigation.

Results of studies showed that the interaction of multiple risk factors had a cumulative effect in increasing the risk for suicidal ideation. In total, five prominent aspects of policing were associated with risk for suicidal ideation: organizational stress; critical incident trauma; shift work; relationship problems; and alcohol use and abuse. Studies also indicated that protective factors and preventative measures had stress‐buffering effects which decreased the impact of police stressors.

The model is limited because few studies have employed methodologically‐sound research designs to test risk and protective factors related to police suicide. This conceptual overview may facilitate theory development and provide directions for future research.

Law enforcement agencies which implement programs that assist police personnel in developing active coping styles, identify and access available social support systems, as well as utilize community‐based services may decrease risk for suicidal ideation. This review provides practical applications for law enforcement training, education, and program development.

The paper represents the most recent review of risk and protective factors related to suicidal ideation among police personnel. This integration of research provides police practitioners with an evidence‐based ecological framework that can be applied universally in police management settings.