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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.

In this article, the outcomes of a survey aimed to investigate how aware of and how capable coaches in higher vocational Dutch education perceive themselves to assist students displaying mental health and well-being issues are presented. Additionally, the article explores coaches’ perceptions regarding the frequency, form of help offered, topics to be tackled and the preferred form in which this help should be provided.

The author conducted a survey that gathered qualitative and quantitative data from coaches (N = 82) at a Dutch University of Applied Sciences in the north of the Netherlands. A differentiation in coaches’ number of years of teaching and coaching experience was considered.

The outcomes of the data analyses showed that overall, coaches claimed to be very aware of students’ mental health and well-being-related issues and that female coaches tend to be more aware of these than male coaches. The group of coaches with 5–25 years of coaching experience resulted in being less trained to notice when students struggle with mental health and well-being issues. Overall, coaches indicated to be tentatively willing to assist such students and reported to have a rather low ability and capability to assist students who displayed mental health and well-being issues. More than half of the respondents declared that “face to-face” was the most appropriate approach to address mental health and well-being topics, and most of the respondents (43%) answered that it should be “offered at student’s request.” Some suggested topics to be offered were stress, depression, anxiety, study-related issues, study motivation, persistence, emotional intelligence and emotional resilience. Coaches proposed to be provided with trainings that equip them with the necessary knowledge, tools, and concrete mental health and well-being topics that could be addressed during coaching. Additionally, there should be a clear distinction between professional mental health help and coaching for mental health and well-being in universities.

There were very few studies that reported on coaching for mental health and well-being in higher education after the Covid-19 pandemic in the Netherlands to compare the results with; the sample size of this survey was small; the survey was designed to capture only the coaches’ perceptions on students’ mental health-related issues.

By performing this survey, more empirical knowledge is added regarding higher education coaches’ perception of their awareness, willingness, capability and ability to assist students who display mental health and well-being issues in general, and students affected by the impact of the Covid-19 pandemic in particular. Furthermore, insights regarding higher education coaches’ perception on the frequency, form of the help offered, topics to be tackled and form in which this help to be offered were gathered.

By performing this survey, more empirical knowledge is added regarding higher education coaches’ perception of their awareness, willingness, capability and ability to assist students who display mental health and well-being issues in general, and students affected by the impact of the Covid-19 pandemic in particular. Furthermore, insights regarding higher education coaches’ perception of the frequency, form of the help offered, topics to be tackled and the preferred form in which this help should be offered were gathered.

This paper aims to propose and provide an overview of a model analysis that considers the main spatial design attributes that influence and produce the most relevant salutogenic outcomes. These results are essential for a healthy work experience, especially in shared workspaces.

This study departs from the theoretical contributions of the salutogenic approach, principles from supportive design theory, psychosocial supportive design and the environmental demands and resources model. After a scoping literature review covering different fields of workspace design, environmental psychology and evidence-based design of health-care facilities, a conceptual analysis is done on a proposed understanding of work, health and environmental relations to overview spatial attributes that enhance specific salutogenic and well-being-promoting outcomes needed for a healthy work experience.

The model of analysis, as a theoretical element that helps create methodological tools, combined with the application of a post occupancy evaluation, is thought to assist architects, designers, workspace owners and stakeholders in their new designs or to evaluate existing ones.

Studies on defining spatial attributes and their intended salutogenic outcomes have been formally done in health-care facilities. However, applying this idea to shared workspaces is something new and is expected to contribute to their design and evaluation, especially if the notion of environmental demands and resources is complemented.

This paper aims to examine the evolution of organizational identification (OI) research over the past five decades and its journey through various lenses, such as the collaborative network of authors, organizations and countries. The conceptual and intellectual structure of the construct is analysed via keywords and co-citation pattern mapping.

OI research is rising in popularity, with 118 papers published in 2019, 168 papers in 2020 and 15 publications till February 2021 in the Scopus database. The Scopus database is used to retrieve 55 years of OI studies published between 1965 and 2021. The free bibliometric tools Biblioshiny and VOSviewer are used to analyse 1,034 journal papers.

The result showed that R. Van Dick is the most influential author and the USA is the most involved country in OI research. As per the findings, the Journal of Organizational Behaviour published most of OI research and “corporate social responsibility” and “organizational commitment” seem to be the most used keywords alongside OI.

This study will be highly beneficial to OI researchers making their understanding about the construct better. It will also encourage social psychologists to understand the construct utility in workplace social welfare programmes. The research could also help governments and funding bodies to evaluate grant requests. Furthermore, researchers from countries with the lowest proportion of OI studies would be encouraged to spend more time and effort in this area. It will offer insight into international marketing and how individuals and stakeholders perceive and connect with an organization globally.

To the best of the authors’ knowledge, this study is one of the important research studies carried out in the domain of OI in the international context. This is also one of the few studies which is spread out across different disciplinary areas including international marketing and management. The success of this paper can open avenues and influence future researchers to study in the OI and related cross-disciplinary areas of international management.

The purpose of this study was to explore school principals’ job crafting profiles during the prolonged COVID-19 crisis in 2021, and investigate profile differences regarding principals’ own perceived servant leadership, stress and work meaningfulness.

Using latent profile analysis (LPA), two job crafting profiles were identified: (1) active crafters (55%) and (2) average crafters (45%). By auxiliary measurement-error-weighted-method (BCH), we examined whether and how job crafting profiles differed in terms of servant leadership, stress and work meaningfulness.

Active crafters reported higher than the overall mean level of approach-oriented job crafting (increasing job resources and demands), whereas average crafters reported an overall mean level of approach-oriented job crafting. Avoidance-oriented job crafting by decreasing hindering job demands did not differentiate the two profiles. Active crafters reported significantly higher servant leadership behavior, stress and work meaningfulness than average crafters.

Study findings provide new knowledge and reflect the implications that the unprecedented pandemic had for education. This study contributes to the existing literature within the scholarship of job crafting through empirical research during the prolonged COVID-19 pandemic. For practitioners, these study findings reflect contextual constraints, organizational processes and culture, and leadership in workplaces.

The Covid-19 virus badly affected working patterns in almost every sector. The purpose of this paper is to analytically substantiate how work and life integration impacts the exhaustion and work–life balance among employees of academic institutions and IT companies.

Current study is empirical in nature based on the survey of 500 respondents taken from academic (250) and IT companies (250) from Ahmedabad and Gandhinagar, Gujarat. Structural equation modelling (SEM) was used to test the hypothesis with the application of the software Smart-PLS. Two surveys were conducted to collect the data separately for academic institutions and IT organizations.

Findings revealed the facts that during Covid-19, the employee’s work and life integration affected the work–life balance and exhaustion in academic institutions highly. The relationship was positively significant. But, for IT employees, it was identified as non-significant.

The current study highlighted the issues which employees faced during Covid-19 severe spread while managing work and family; how it varied due to the nature of work performed by the employees, for example, academics being more exposed to transformation from offline to complete online mode posed more challenges to teaching staff. This study also disclosed the scenario created and how it was handled in the deadly phase.

This study presents the social contribution in understanding the importance of work and life balance and problems related to it, especially when everyone everywhere is scared of going out. The study provides insight into how it became difficult for employees to maintain their payroll successfully.

The current study contributes to the existing body of knowledge by testing statistically that the integration between work and life is important for work–life balance and prohibiting emotional exhaustion. The current paper extends the theoretical contribution by offering suggestions to companies on why to synchronize positive balance between work and life while keeping boundaries relatively strict between family and work to gain employee well-being and competitive advantages.

The purpose of this paper is to investigate how perceived organisational support (POS) enhances the well-being of migrant workers in Taiwan by strengthening their resilience. In addition, the moderating role of ethical leadership in this association was investigated based on the conservation of resources (COR) theory.

The data were gathered from migrant workers from Southeast Asian countries, including Vietnam, Indonesia, Thailand and the Philippines with structured questionnaires during the COVID-19 pandemic. A total of 420 samples were analysed by testing the mediation and moderation model.

The results showed a significant effect of POS on migrant workers' well-being in Taiwan through the mediating role of resilience. Moreover, ethical leadership moderated the effect of POS on employee resilience and work well-being.

The sample was restricted to Southeast Asian migrant workers who were employed in industrial sectors in Taiwan. The study considered several demographic variables, including language proficiency, nationality and marital status, which could result in cultural and language biases. A cross-sectional design and self-reported data were utilised, which could potentially create common method variance biases and inflated correlations across the research variables.

The present study may be helpful to organisational leaders in the process of designing approaches for promoting a people-oriented and harmonious workplace. Employee well-being can be strengthened through employee resilience (individual factors), as well as POS and ethical leadership (organisational factors).

This study supports the use of COR theory in confirming POS as a resource that strengthens employees' resilience capabilities and work well-being. Employee resilience serves as a mediator of the relationship between POS and employee well-being. Ethical leadership serves as a moderator in strengthening the relationships between POS and employee resilience, as well as between POS and work well-being of migrant workers.

Autistic individuals are at increased risk of trauma exposure and post-traumatic stress disorder (PTSD). Diagnostic overshadowing, however, often results in PTSD symptoms being mislabelled as autistic traits. This study aims to develop professional consensus on the identification and assessment of co-occurring PTSD in autistic adults.

An online modified Delphi design was used to gather professionals’ perspectives on key aspects of the identification and assessment of PTSD in autistic adults. Data were gathered qualitatively in Round 1 and then synthesised using content analysis into a list of statements that were rated in Round 2. Statements reaching 60–79% consensus and additional suggestions were sent out for rating in Round 3. Consensus for the final statement list was set at 80% agreement.

Overall, 108 statements reached consensus. These form the basis of professional-informed recommendations to facilitate the identification and assessment of PTSD symptoms in autistic adults.

The final Delphi statements provide a framework to assist with the assessment and recognition of traumatic stress reactions in autistic adults presenting to mental health, diagnostic or social services.

To the best of the authors’ knowledge, this is the first study to explore the presentation and identification of PTSD in autistic adults (with and without intellectual disability), using a bottom-up approach informed by professional consensus.

Present study investigated the influence of female descendent entrepreneur's self-compassion on the perceived succession success of small-family businesses (S-FB) with the mediating mechanism of financial literacy.

The primary data was collected from 319 female descendent entrepreneurs who were designated as chairwomen, and managing director positions in their retails sector S-FBs. The purposive sampling technique was used to collect the data. The provided hypotheses are tested using the partial least square structural equation modeling (PLS-SEM) technique. This study followed multiple regression analyses to see the influence of self-compassion (mindfulness, self-isolation, self-judgment and over-identification) on financial literacy and perceived succession success.

The results reveal that female descendent entrepreneurs mindfulness and over-identification significantly increase but self-isolation decreases the likelihood of successful succession transition. Moreover, female descendent entrepreneur's financial literacy increases mindfulness and overidentification while it decreases self-isolation and improves the likelihood of succession success. However, financial literacy does not influence self-judgmental traits and perceived succession success.

This study highlights a vital issue, how the financial literacy of female descendent entrepreneurs manages their self-compassion and increases the likelihood of succession success. In addition, it covers a research gap and helps the S-FBs to improve their survival rate by focusing on the descendent entrepreneur's self-compassion and financial literacy.

This study contributes to the body of knowledge by emphasizing predictors that influence the successful succession transition to subsequent generations. This study determines the influence of self-compassion of female descendent entrepreneurs on perceived succession success and financial literacy as a mediator by using the self-control theory. The study can be useful to family business consultants, policymakers and family businesses.

In the purview of stress–turnover relationship, the present study aims to explore the endogenous and exogenous aspects of stress and employees' turnover intentions. Further, it also intends to evaluate the mediating role of perceived employee's exploitation between stressors and employee turnover intentions. For that matter, antecedents of stressors were identified and classified into endogenous and exogenous stressors: endogenous stressors relate to the employees' negative psychological contact within an organization and exogenous stressors are various macro-economic factors which have a considerable influence on employees' workplace behavior.

For the purpose of this study, this study choses private school teachers as respondents working in the economically depressed state of India. Thus, data for the present study has been collected from 628 private school teachers of J&K (India) which were randomly selected. In order to ensure valid and reliable statistical inferences from the study, data collected has been validated using confirmatory factor analysis and hypothesis testing has been carried out through structural equation modeling.

It was found that both types of stressors were contributing negatively toward employee's psychological state resulting in undesirable employee organizational relationships manifested as turnover intentions among employees. Moreover, perceived employee's exploitation was found to intensify the relationship of employee turnover as a dependent variable regressed on endogenous, exogenous and occupational stress by fully mediating the stress–turnover intricacies.

The implications of the study include the identification of employees' stressor needs in order to gauge the understanding of the mechanism by which employees react to their environment and develop attitudes toward their jobs. The present study includes a small sample size obtained from private educational institutions only. Therefore, there is a need to take a geographically diverse sample that is inevitable for universal inferences and validity.

Very little research has been conducted to explore endogenous, exogenous and unique stressors such as economic stress and perceived external opportunities which constitute the overall stress. Moreover, to the best of the authors’ knowledge, this is the first study which tests the model empirically that examines the effect of stress–turnover relationship through perceived employee's exploitation in the teaching and educational sector.