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The authors aim to develop a conceptual framework for longitudinal estimation of stress-related states in the wild (IW), based on the machine learning (ML) algorithms that use physiological and non-physiological bio-sensor data.

The authors propose a conceptual framework for longitudinal estimation of stress-related states consisting of four blocks: (1) identification; (2) validation; (3) measurement and (4) visualization. The authors implement each step of the proposed conceptual framework, using the example of Gaussian mixture model (GMM) and K-means algorithm. These ML algorithms are trained on the data of 18 workers from the public administration sector who wore biometric devices for about two months.

The authors confirm the convergent validity of a proposed conceptual framework IW. Empirical data analysis suggests that two-cluster models achieve five-fold cross-validation accuracy exceeding 70% in identifying stress. Coefficient of accuracy decreases for three-cluster models achieving around 45%. The authors conclude that identification models may serve to derive longitudinal stress-related measures.

Proposed conceptual framework may guide researchers in creating validated stress-related indicators. At the same time, physiological sensing of stress through identification models is limited because of subject-specific reactions to stressors.

Longitudinal indicators on stress allow estimation of long-term impact coming from external environment on stress-related states. Such stress-related indicators can become an integral part of mobile/web/computer applications supporting stress management programs.

Timely identification of excessive stress may improve individual well-being and prevent development stress-related diseases.

The study develops a novel conceptual framework for longitudinal estimation of stress-related states using physiological and non-physiological bio-sensor data, given that scientific knowledge on validated longitudinal indicators of stress is in emergent state.

This study attempts to examine how employee orientations and paranoid arousal intersect and influence the voice behaviors of employees, as they significantly influence workplace practices.

Drawing on a multi-source and multi-time-based survey, the data were collected from 37 supervisors and 270 employees in 80 branches of 11 microfinance banks. SmartPLS-4.1 was used to test the measurement and structural model. A total of 307 questionnaires were used for the data analysis.

This research presents the contrasting results of employee orientations with voice behavior. Results support the direct relationship between paranoid arousal and promotive-prohibitive voice behaviors. However, no support was found for approach-avoidance orientation and promotive-prohibitive voice behaviors.

Employees' ability to voice-out in organizations depends on several motivational factors, consolidated into three areas – organizational culture, leadership, and individual traits. Organizations must implement a culture of transparency and open communication. Participative and inclusive leadership styles increase the quality of relationships with employees, stimulating a promotive voice. A support system for employees is needed to advance in their careers, increasing promotive behaviors.

The study adds value to the existing body of knowledge by studying approach-avoidance orientations and voice behaviors through the lens of paranoid arousal in the framework.

Digital forensic investigators (DFIs) encounter traumatic material, and this is associated with the development of secondary traumatic stress (STS). Limited research has been conducted with UK DFIs, a significant concern given their role. This study aims to explore levels of self-reported STS by DFIs, the relationship to gender, years as a DFI, frequency of exposure to traumatic material and difficulty coping with such material. This study also aims to provide insight into the psychological impact, identify potential risk groups and explore coping strategies within this specific group of professionals.

A correlational cross-sectional design was conducted at a fixed point in time, with a sample of 114 currently employed DFIs, recruited through the Forensic Capability Network.

Mean STS scores fell within the moderate range, although 29.9% of participants reported high to severe levels. Significant correlations were found between STS total and subscales with difficulty viewing child sexual abuse material (CSAM). While females reported higher mean STS scores, the difference was not statistically significant, however, females did score significantly higher on the arousal sub-scale of the STS. Regression analysis included the variables (COPE scale and subscales, frequency of viewing child abuse material, years spent working as a DFI, age, gender) that identified mental disengagement, difficulty viewing CSAM and younger age as predictors of increased STS.

Primarily, the reliance on self-report instruments lacks external validation of STS. Furthermore, possible response or selection basis could have stemmed from participants experiencing high stress. Hosting the study online hindered exploring this further, suggesting the potential for future research. Although the regression model explained 28% of STS variance, unaccounted factors remain, constituting 72% unexplained variance. A mixed method approach might unveil additional variables, addressing potential limitations. Additionally, this study was cross-sectional meaning that the authors cannot infer causation.

These findings underscore the need for educational efforts targeting DFI’s to raise awareness about potential mental health risks associated with CSAM-related work. Equally crucial is emphasising the hazards associated with adopting negative coping strategies. Equipping DFI’s with this knowledge may enable them to make informed decisions aimed at minimising the impact of job-related stressors. Moreover, it highlights the necessity of recognising DFIs as a group deserving access to professional and mental health support. It is pertinent to consider recent research highlighting the stigma of therapy and a prevailing perception of a “critical or judgemental workplace culture” among UK investigators.

To the best of the authors’ knowledge, this study represents the first known exploration of STS in UK-based DFI’s, encompassing an investigation into potential risk and protective factors. A proportion of the sample reported experiencing mild to severe levels of STS, with the mean STS score falling within the moderate range. Notably, 29.9% of participants reported high to severe levels of STS.

The findings provide an inaugural exploration of STS among UK-based DFI’s, offering crucial insight into the psychological impact, vulnerable demographics and coping strategies within this unique professional context. Practical implications based on the findings are considered.

This study aims to examine the impact of the COVID-19 pandemic on the relationship between auditors’ work stress and client participation with audit quality (AQ).

This study is a descriptive-survey type and the data were collected through a questionnaire distributed online. The statistical population consisted of auditors working in audit firms in Iran and the sample was selected using a random sampling method. Structural equation modeling was used to analyze the data.

The findings of this study suggest that the COVID-19 pandemic exacerbated the negative relationship between auditors’ work stress and AQ. In addition, the results indicate that client participation in the audit process did not significantly impact AQ during the COVID-19 pandemic.

Given the global and widespread impact of the COVID-19 pandemic on individuals’ lives and work settings, this study provides an opportunity to explore the challenges auditors face concerning health protocols and their well-being during the pandemic, specifically within the context of Iran. The unique circumstances of the pandemic have placed additional pressure on auditors to navigate and address the challenges arising from COVID-19 in their workplaces. Although research on the effects of the pandemic on accounting and auditing is ongoing, this study contributes to the literature by expanding our understanding of the specific implications and circumstances faced by auditors during the COVID-19 outbreak.

Counter-hedonic entertainment, characterized by evoking negative emotions in consumers, has emerged as one of the most popular and profitable forms of entertainment in Western countries. However, this entertainment type is not as popular in China as in Western countries. This study examines whether the free trial of counter-hedonic entertainment can promote the consumption of such entertainment and explores the moderating effect of contextual factors on this relationship.

This study investigates the promotional effectiveness of the free trial strategy on counter-hedonic entertainment through a quasi-experiment involving the broadcasting of a large-scale free counter-hedonic program. This study has analyzed the counter-hedonic consumption data from 31 major cities in China and employed econometric modeling to test the hypotheses.

Results show that the free trial of counter-hedonic entertainment can promote the sales of entertainment with similar categories. The follow-up moderation analyses show that the positive effect is amplified on days with less sunlight and for consumers with abundant (vs scarce) financial resources, thereby providing evidence to support the underlying drivers of the positive effect – the need for arousal and confidence frame. Meanwhile, the free trial of counter-hedonic entertainment also has a long-term effect after airing.

Based on existing research on consumers’ counter-hedonic consumption motivation, this study confirms the effectiveness and boundary conditions of the free trial strategy in promoting counter-hedonic entertainment consumption for the first time. The results also offer actionable insights for counter-hedonic entertainment marketers and practitioners.

This paper aims to analyze the relationship between watching dance and mood enhancement considering potential differences across gender and age brackets.

Exploratory research was undertaken through a personal survey, using a structured questionnaire on a large sample of young participants between 18 and 35 years old, split into generational cohorts (Millennials or Generation Y and Centennials or Generation Z). Quota sampling (gender and age) was the method used to select respondents.

Results show that after watching dance, more positive mood changes were observed in general. However, they were stronger among women and younger Millennials. These findings are important as they open a new area of study; show the effects of culture on people; and help design programming strategies to enlarge audiences.

The effects of specific forms of arts and cultural participation on people’s moods have been analyzed from a diversity of disciplines. In the case of dance, studies have tested this relation among practitioners (active participants) but not among viewers (attendees) as this paper does.

Sexual harassment on public transport puts women at risk of mental health problems, apart from disrupting their lives and the harmful social consequences. This is especially the case for Pakistani women, for whom sexual harassment has been on the rise for the past decade. This study aims to explore how Pakistani women use strategies to cope with sexual harassment when using public transport and its mediating role in their issues with mental health.

Given that the data collection task on such a culturally sensitive topic was crucial, a mobile application for anonymized data collection was used, which appeared to be an effective strategy. Using the mobile application, 1,054 women who use public transport submitted their responses; however, the analysis is based on 250 usable responses. Their experience of harassment was measured using the Sexual Harassment Experience Questionnaire, their mental health using the Depression Anxiety Stress Scales and their coping strategies by the Brief Cope Inventory.

The results indicate that adaptive coping is a significant negative mediator between sexual harassment and mental well-being, whereas maladaptive coping is non-significant. Adaptive coping, i.e. “Acceptance” to admit the reality that the problem exists with all, and “Religion” to seek help spiritually to deal with the problem. Unfortunately, the findings show no suitable coping means to deal with the impact of sexual harassment on women who travel on public transport. This study also illustrates that using the right technologies can encourage participants to submit responses for culturally sensitive topics.

This study provides insight into the experience of street harassment in Pakistani women and how it is related to mental health. This study also explores the role of adaptive and maladaptive coping as an intervening variable between street harassment and mental health.

Hotel servicescapes have been extensively examined in the literature; however, there has been less attention on green servicescapes that attract consumers to visit green hotels. This model explores the relationship among green servicescapes – green items, green surfaces, natural environment, green consumerism and their outcomes, including intentions to return and green evangelism with a moderating role of green perceived quality.

The multi-wave method was utilized to gather data from China's major cities, Beijing and Shanghai. A total of 462 responses were received over three waves. Subsequently, the data were analyzed employing structural equation modeling (SEM) in Smart PLS 4.

The findings indicated that green servicescape – green items, green surfaces and natural environment – have a positive impact on green consumerism. The authors have discovered that green consumerism leads to positive intentions among consumers to return and engage in green evangelism. Green perceived quality significantly moderated the relationship between green servicescape and green consumerism.

The study offers insightful contributions to academia and managerial fields, encompassing consumer psychology, consumer behaviour, the stimulus-organism-response (SOR) framework and servicescapes. Additionally, it assists hotel managers in addressing challenges stemming from the competitive environment and creating a more environmentally friendly atmosphere.

The research focused on the innovative reflective model of green consumerism model and adopted a pioneering approach to examine green servicescapes within the hotel industry. This study enhances understanding of consumer intentions to return and the influence of green consumerism on green evangelism, while also quantifying the significance of green perceived quality.

In the vibrant world of social commerce (SC), where information flows freely, interactions thrive and online purchases abound, there is an escalating challenge. Users are uninstalling and disengaging due to approach and avoidance stimuli, a trend mirroring the approach-avoidance motivation model (AAMM). Our study, anchored in AAMM and the stimulus-organism-response (SOR) model, aims to dive into the complex dynamics of these factors that shape users' SC continuance intentions.

Our findings, drawn from 472 SC users in Malaysia, paint an intriguing research framework via PLS-SEM analysis by testing the proposed hypotheses. A purposive sampling technique was utilized, deliberately selecting respondents based on specific criteria. Subsequently, data were gathered through the distribution of face-to-face questionnaires at selected shopping malls, facilitating a focused and comprehensive exploration of consumer perspectives.

The empirical results demonstrate the following: (1) Users' determination to stay engaged on SC platforms hinges on approach factors, like emotional support, surveillance gratification and multisensory gratification. (2) Simultaneously, avoidance factors such as technostress and perceived deception exert their negative influence. (3) Flow experience, rooted in flow theory, emerges as the underlying mechanism connecting these duality stimuli, influencing the continuance intention.

In a departure from conventional research, our study pioneers a comprehensive approach and boldly confronts the research gap by introducing a rich tapestry of antecedents, embracing both the appeal of approach factors and the deterrence of avoidance ones, using the AAMM that sheds light on how individuals navigate between embracing opportunities and avoiding pitfalls based on perceived gains and losses. This holistic approach enables us to redefine our understanding of digital engagement dynamics, offering a captivating journey into the realm of user experience and intention that transcends the ordinary.

With the advance of Web 3.0 and the range of sensory experiences offered by virtual reality (VR) to sport fans, this study examines how VR spectators’ sensory experiences affect their intentions to consume VR products and services. For this purpose, the study puts forth an expanded stimulus-organism-response (S-O-R) model. In this framework, the stimuli are the sensory imagery and stimuli, the organism factors are presence and arousal and the response is the consumption intention. This model adeptly encapsulates the comprehensive process of stimuli while spectating a sporting event in a virtual environment.

For a VR stimulus, researchers developed a 3-min collegiate women’s volleyball game. Watching the game in VR were 131 collegiate students, who were then questioned about their visual and aural imagination of the game stimuli, perceived visual and aural stimuli, sense of presence, arousal and VR consumption intentions. To ensure the validity and reliability of the measurement model, confirmatory factor analysis was first conducted. Subsequently, the model was subjected to path analysis.

The measurement model demonstrated both validity and reliability. The subsequent path analysis yielded the model’s satisfactory fit. In particular, the mental visualization of VR spectators significantly influenced their perception of visual stimuli, while their imaginative engagement with auditory aspects impacted their perception of aural stimuli. The observed visual stimuli positively impacted the degree of presence experienced and the level of arousal induced. Similarly, the auditory stimuli exerted comparable effects on presence and arousal. The sense of arousal exhibited a considerable influence on the sense of presence. Furthermore, arousal emerged as a substantial determinant of individuals' VR consumption intentions.

The study highlights that the affective status of VR sport spectators is dominant in determining their consumption intentions. Also, the study finds the decisive role of presence in processing sensory stimuli in virtual sport spectating. It also provides managerial insight into designing and customizing VR sport experiences to be more enjoyable and impactful.