Silvia Simbula’s research while affiliated with Università degli Studi di Milano-Bicocca and other places

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Publications (47)


Research model of the study.
Interaction effect of daily resilience on the relationship between effort and exhaustion.
Interaction effect of daily resilience on the relationship between effort and work engagement.
Interaction effect of daily resilience on the relationship between WFC and exhaustion.
Interaction effect of daily resilience on the relationship between WFC and work engagement.
Resilience and the Dynamics of Job Demands: A Diary Study on Interactions in Healthcare Professionals During the COVID‐19 Pandemic
  • Article
  • Full-text available

November 2024

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96 Reads

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2 Citations

Journal of Advanced Nursing

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Mehmet Çetin

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Dina Guglielmi

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Silvia Simbula

Aim(s) To explore the day‐level interactions between challenge and hindrance job demands and their effects on work engagement and emotional exhaustion among healthcare professionals, focusing on the moderating role of resilience. Design A longitudinal, diary‐based design was employed. Methods This study utilised a multilevel modelling approach to analyse 351 diary entries from 85 healthcare professionals, collected during the COVID‐19 pandemic (in March–April 2021). Participants recorded their daily experiences, including job demands, work engagement, emotional exhaustion and resilience. Results Challenge demands, such as increased workload, are associated with both higher work engagement and greater emotional exhaustion, highlighting a dual impact. Resilience moderated these effects, reducing the negative impacts of both challenge and hindrance demands on emotional exhaustion. Surprisingly, higher resilience also diminished the positive relationship between effort and engagement. Conclusion The study highlights the critical role of resilience in moderating the effects of job demands on healthcare workers' well‐being, particularly under the stressful conditions of a global pandemic. Implications for the Profession and/or Patient Care Insights from this study can assist healthcare organisations in developing strategies to enhance employee resilience and effectively manage job demands. Improved management of these factors can lead to better employee well‐being and sustained engagement, ultimately benefiting patient care during high‐stress periods. Impact The study addressed the impact of daily job demands on the well‐being and performance of healthcare workers during the COVID‐19 pandemic. The main findings highlighted the dual effects of challenge demands and the protective role of resilience in mitigating the adverse effects of job demands. This research will impact healthcare organisations and policymakers, informing strategies to bolster workforce resilience and well‐being, thereby potentially enhancing patient care during crises. Reporting Method We adhered to the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) guidelines. Patient or Public Contribution Neither patients nor the public were involved in the design, conduct, reporting or dissemination plans of our research. Healthcare professionals participated only as research subjects and did not engage in any aspect of the research process.

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Flow diagram of records identified, screened, and included in the systematic review, according to PRISMA guidelines
Can smartphone applications and wearable technologies improve workplace well-being and help manage stress? A systematic review

August 2024

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101 Reads

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1 Citation

Current Psychology

In recent years, increasing attention has been paid to identifying new approaches to improve workplace well-being and manage stress with the help of m-health solutions. The primary purpose of this review is to provide an overview of the current use of smartphone applications integrated with wearable technologies in stress management and the promotion of well-being in the workplace. A key terms literature search was performed using multiple electronic databases. The review process followed the international PRISMA statement guidelines. A quality assessment was conducted using the Mixed Methods Appraisal Tool. A total of 25 eligible papers published between 2016 and 2023 were included. Interventions proposed were heterogeneous and primarily based on smartphone applications (72%). 84% of the interventions had background theories, with a high preference for Mindfulness. Interventions were reported as generally significant, and the combined use of smartphone applications and wearable technologies increased awareness at the individual and collective levels. In conclusion, the review demonstrates how the interventions developed through the synergy of technologies can effectively promote well-being and reduce stress in the workplace context, decreasing the stigma still related to mental health and increasing peer support strategies. This work opens the doors to several possibilities for future research. It could be interesting to indagate more in-depth the value of integration between technologies and, eventually, the integration with more traditional type of interventions, e.g., face-to-face activities, evaluating if this synergy can amplify and strengthen the results. Protocol registration: The review protocol was registered with PROSPERO: CRD42023423126 (May 2nd, 2023).


Editorial: Current status of and future directions for assessing technology acceptance for digital (mental) health interventions

August 2024

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32 Reads

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1 Citation



Health, Stress and Technologies: Integrating Technology Acceptance and Health Belief Models for Smartphone-Based Stress Intervention

November 2023

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172 Reads

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3 Citations

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[...]

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Work-related stress significantly jeopardizes employees' physical and mental health due to the considerable time they spend at work. Smartphone-based interventions provide a promising solution, eliminating traditional face-to-face interventions' barriers. However, the elements that influence workers' intentions to use this still remain unexplored. This study explores the link between health belief model (HBM) and technology acceptance model (TAM) factors. In this study, 336 Italian workers (64% female) answered an online questionnaire. We employed a structural equation model (SEM) to analyze the data. The results unveiled an indirect relationship: individuals perceiving health risks were more inclined to use stress-management apps, mediated by perceived utility (PU). This study underscores the significant potential of integrating the HBM with the TAM in predicting users' preparedness for smartphone-based health interventions. These findings not only hold substantial value but also illuminate a path forward for professionals and organizations, offering insights to tailor and optimize smartphone tools for stress management and the promotion of workplace well-being. Ultimately, this research paves the way for the cultivation of healthier work environments, marking a noteworthy contribution to the field.


Fig. 1. Theoretical hypothesized model.
Fig. 2. The tested model M1 (ML estimation; standardized path coefficients; N = 463). Dashed gray lines indicate nonsignificant relationships. Solid black lines indicate significant relationships. Note. ***p < .001;**p < .01.*p < .05.
Tests for competitive models. *** = p<.001.
Teaching after the pandemic: The role of technostress and organizational support on intentions to adopt remote teaching technologies

May 2023

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46 Reads

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23 Citations

Acta Psychologica

The ongoing COVID-19 pandemic has led to several changes in academic teaching practices. Although educational digital technologies have been crucial during the initial phases of the pandemic, their forced adoption has led to negative consequences. In the present study, we aimed to integrate the Technology Acceptance Model theoretical framework (Davis, 1989) by exploring the effects of some possible factors that influence the willingness to adopt digital learning tools in the future when the pandemic is over. Among them, technostress was considered one of the external factors that could have adversely affected digital teaching technology adoption in the future. In contrast, the perception of technical support offered by the university was considered a potential protective factor. A total of 463 Italian university faculty completed an online questionnaire at the end of the first semester (a.y. 2020-21). The frequency of distance teaching technologies usage behavior was measured objectively by extracting teachers' activities from the University's e-learning databases. Key findings indicated that distance teaching technologies' frequency of use increased technostress, which in turn negatively impacted the perception of ease of use. The latter influences - both directly and indirectly through perceived usefulness - the intentions to adopt distance learning tools after the pandemic. Organizational support negatively predicted technostress. Implications to help public institutions develop functional strategies to cope with the technological changes brought by the pandemic are discussed.


Simple slopes of the direct effect of T1 social support (SS) on T2 work engagement at high, medium, and low levels of T1 organizational identification (ID).
Building Work Engagement in Organizations: A Longitudinal Study Combining Social Exchange and Social Identity Theories

January 2023

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374 Reads

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32 Citations

Starting from the insights of social identity theory and social exchange theory, the present study aimed to understand how social support and organizational identification relate to work engagement. Moreover, it sought to verify if social support and organizational identification interact with each other to explain work engagement three months later. A longitudinal study was conducted on a sample of 150 employees, in which organizational identification, social support, and work engagement were measured through a questionnaire. The results show that when employees can count on their supervisors’ and colleagues’ support, they will be more engaged in their work. In addition, when an employee strongly identifies with their organization, the employee’s evaluation of the social support received from colleagues and supervisors becomes less critical in determining their work engagement. These results confirm our hypotheses and extend the findings of previous research on withdrawal behaviors. From a practical point of view, it seems important for organizations to invest in increasing identification, as well as in building a high-quality social exchange relationship, especially when levels of organizational identification are low or decreasing.


Telework quality and employee well‐being: Lessons learned from the COVID‐19 pandemic in Italy

December 2022

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122 Reads

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21 Citations

New Technology Work and Employment

The coronavirus disease 2019 (COVID‐19) forced organisations to implement intensive telework for many of their workers overnight. This scenario was completely new, and the emergency caused by COVID‐19 created the possibility of experimenting with new ways of working with an unknown impact on employee well‐being. Drawing on previous literature, we defined a model of telework quality consisting of the following four core domains: agile offices within organisations, functional remote workstations, flex‐time and engaging management. We identified two high‐quality and low‐quality telework profiles using latent profile analysis on a data sample of 2295 insurance and financial sector employees. Demographic, occupational and procedural characteristics were associated with the probability of being in the positive or negative profiles. Our results showed that employees' emotional exhaustion and work engagement levels were related to telework quality. This study suggests that organisations need to consider the quality of telework to effectively adopt new ways of working that foster employee well‐being.


Technology acceptance structural model
Introducing mobile apps to promote the well-being of German and Italian university students. A cross-national application of the Technology Acceptance Model

October 2022

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153 Reads

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17 Citations

Current Psychology

Stress represents a significant risk factor for several psychophysical diseases among college students, such as depression and anxiety, which may undermine their academic functioning, resulting in high drop rates from college. Nevertheless, university services for mental health promotion are typically underutilized. As a result, professionals and authorities strive to find new ways to address students' mental health needs. In this view, mobile apps seem appropriate for well-being promotion interventions. Drawing on the Technology Acceptance Model (TAM), which is the most widely used theory on users' intention to use technologies, we assumed that perceived usefulness (PU) and perceived ease of use (PEOU) would be positively related to intention to use (INT), and PEOU would be positively related to PU among both Italian and German university students. To test our hypotheses, we replicated the same cross-sectional study in Italy ( n = 255) and Germany ( n = 228) with university students. Although we found partial scalar invariance of the TAM dimensions across the two nations, our predictions were only partially confirmed: PEOU was positively related to PU in the Italian sample only. Overall, this study is one of the first empirical attempts to compare TAM cross-nationally within the European context and it contributes to the small but increasing body of research investigating students’ acceptance of smartphone-based interventions for stress management and well-being promotion. Understanding mobile health acceptance could help universities increase students’ chances of adopting the proposed services, considering the factors influencing this choice.


A Cluster Analysis of the Acceptance of a Contact Tracing App—The Identification of Profiles for the Italian Immuni Contact Tracing App

May 2022

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68 Reads

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4 Citations

Digital contact tracing apps have been introduced by governments as a strategy to limit the spread of the COVID-19 pandemic. Digital contact tracking is an alternative to traditional contact tracing performed by human tracers who have to reconstruct each contact an infected person had in the recent past by means of interviews. The Italian government proposed the Immuni digital contact tracking app as a solution. Immuni uses Bluetooth technology to anonymously register all close contacts a person had: if she tests positive for COVID-19 then all registered contacts are notified. The main aim of the paper is to propose a cluster analysis of some factors concerning the possible acceptance of the Immuni app to build behaviour profiles that explain and predict the possible behaviours of the respondents. The factors considered referred to three different pillars: the technological pillar, investigated by considering factors from the technology acceptance models family; the health pillar, where variables of the health belief model were used; and the sociopolitical pillar, where some values of the respondents were considered as possible barriers to or facilitators of the acceptance of this technology. As a result of the cluster analysis, three behavioural profiles were built: the ProApp profile, the Hesitant profile, and the AntiApp profile. The first is the profile grouping the respondents who intend to use the contact tracing app; the second is more about people who are favourable of the use of the app, but some issues such as privacy reduce the strength of their intention; the last profile is about people who are less favourable to use the app. We are confident that the behaviour profiles found would be useful to build more tailored communication campaigns to help promote the use of the app by managing factors that could either be facilitators or barriers.


Citations (38)


... Resilient behavior describes various strategies for self-regulation and includes both emotion-and problem-oriented coping strategies [19]. Some studies suggest that resilience acts as a stress buffer, mitigating the detrimental effects of high work demands on health outcomes [20][21][22]. For example, resilience enables healthcare professionals to cope with high levels of effort and reduces emotional exhaustion [21], or resilience buffers the relationship between verbal mental demands and work overload [22]. ...

Reference:

The Differentiated Roles of Resilient Behavior and Job Crafting in Interaction with Work Intensity and Their Impact on Employee Health and Performance
Resilience and the Dynamics of Job Demands: A Diary Study on Interactions in Healthcare Professionals During the COVID‐19 Pandemic

Journal of Advanced Nursing

... Second, more research is needed on the acceptance of digital interventions (Apolinário-Hagen et al., 2024), particularly by investigating activities such as communication strategies that target users' expectations and potential reservations towards digital interventions (Philippi et al., 2021). ...

Editorial: Current status of and future directions for assessing technology acceptance for digital (mental) health interventions

... Smartwatch users can more quickly recognize stress-inducing situations and build their self-efficacy in effectively regulating emotions [51, 65,67]. Research indicates that continuous and non-invasive health monitoring supports the development of new coping strategies [78]. Despite the potential inherent in monitoring information generated by smartwatches regarding our physiological parameters and its increasing popularity in health-related research, it has not yet been investigated whether it can help enhance body awareness and self-regulation in MBSR participants. ...

Can smartphone applications and wearable technologies improve workplace well-being and help manage stress? A systematic review

Current Psychology

... Other populations where the scale have been used as a measure of VF include teenagers and nursing students (Oducado et al., 2022). The popularity of the ZEF scale has also led to translations in various languages such as Bahasa Indonesia (Salim et al., 2022), Italian (Simbula et al., 2024), and Thai (Charoenporn & Charernboon, 2023). ...

Videoconference fatigue: validation of the Italian translated Zoom Exhaustion and Fatigue Scale (ZEFS)
  • Citing Article
  • December 2023

Fatigue Biomedicine Health & Behavior

... Only a few studies have used both the HBM and TAM as guidance quantitatively, but not yet on adolescents and CVD. [46][47][48] Our dual approach of both determining adolescents' CVD perceptions and perceptions and preparedness for digital cardiovascular health education through mobile games, using both models qualitatively for our research and data analysis process, was useful. To our knowledge, this is the first qualitative study to use both the HBM and TAM as guiding theoretical models for such an intent. ...

Health, Stress and Technologies: Integrating Technology Acceptance and Health Belief Models for Smartphone-Based Stress Intervention

... This result may be due to teachers who have become accustomed to using technology, especially post-covid 19 (Nuutinen & Bordi, 2024). The Covid-19 pandemic has accelerated the use of technology in learning (Gabbiadini et al., 2023). Another factor that has an influence is the number of training in the use of technology that the government and the private sector have carried out. ...

Teaching after the pandemic: The role of technostress and organizational support on intentions to adopt remote teaching technologies

Acta Psychologica

... As a result, employees often view their supervisors as the embodiment of the organization's values and mission [37]. Employees who receive supportive supervisory assistance often feel obligated to reciprocate to the organization by increasing their involvement at work from a social exchange perspective [38]. A study by Odai et al. [39] further supports this, showing that substantial supervisory support fosters a high-quality relationship between supervisors and employees, enhancing employee engagement. ...

Building Work Engagement in Organizations: A Longitudinal Study Combining Social Exchange and Social Identity Theories

... Our findings highlight the importance of CT use in relation to employee well-being. Supported by affordance theory, we found that each CT had unique associations with job resources and demands when CTs served as key communication channels during organizational transitions. of using CTs in work settings [7,8]. Excessive CT use while working remotely increases workers' burnout levels through information overload [9], work interruptions [10], pressure to work after hours or be constantly available [11,12], and technostress, which occurs when individuals experience psychological distress related to technology adaptations [12,13]. ...

Telework quality and employee well‐being: Lessons learned from the COVID‐19 pandemic in Italy
  • Citing Article
  • December 2022

New Technology Work and Employment

... Technology with a low learning curve and minimal effort boosts perceived ease of adoption (Q. Davis, 1989;Kamal et al., 2020;Paganin et al., 2023). These findings suggest that banks and FinTech providers focusing on user-friendly, sustainable technology will likely see higher adoption rates and enhanced financial inclusion in rural India. ...

Introducing mobile apps to promote the well-being of German and Italian university students. A cross-national application of the Technology Acceptance Model

Current Psychology

... This observation was consistent with the higher number of downloads than anticipated. It seemed that individuals in this cluster had more trust in using technology and smartphone apps [124]. ...

A Cluster Analysis of the Acceptance of a Contact Tracing App—The Identification of Profiles for the Italian Immuni Contact Tracing App