On the biology of technostress

A new era for stress research: supporting user performance and experience in the digital age

Stress is both a driver of objective performance impairments and a source of negative user experience of technology. This review addresses future directions for research on stress and ergonomics in the digital age. The review is structured around three levels of analysis. At the individual user level, stress is elicited by novel technologies and tasks including interaction with AI and robots, working in Virtual Reality, and operating autonomous vehicles. At the organisational level, novel, potentially stressful challenges include maintaining cybersecurity, surveillance and monitoring of employees supported by technology, and addressing bias and discrimination in the workplace. At the sociocultural level, technology, values and norms are evolving symbiotically, raising novel demands illustrated with respect to interactions with social media and new ethical challenges. We also briefly review the promise of neuroergonomics and emotional design to support stress mitigation. We conclude with seven high-level principles that may guide future work.

Cross-sectional analysis of the association between information and communication technology and mental health among Korean workers

BACKGROUND

The adoption of information and communication technology (ICT) has been the fastest and most widespread in the South Korean workplace. While ICT has several advantages, it can also cause stress among workers. However, the relationship between the introduction of ICT in the workplace and mental health problems among Korean workers remains unclear.

METHODS

We conducted a cross-sectional analysis of data obtained from the sixth Korean Working Conditions Survey (KWCS). In total, 40,019 participants answered a question about whether ICT had been introduced in their workplace. Among these, we compared the rate of complaints of mental health disorders between those who answered "yes" (n = 3,250) and those who answered "no" (n = 36,769). We analyzed the data using the SAS statistical software and calculated the odds ratios (ORs) and 95% confidence intervals (95% CIs) for anxiety, insomnia, and depression using multiple logistic regression models. We also stratified the data on Korean workers to assess the impact of ICT on subgroups.

RESULTS

In our nationally representative cohort, on experiencing ICT incorporation at work, 384 participants (11.8%) reported anxiety, 138 (4.2%) reported insomnia, and 296 (9.1%) reported depression. In contrast, among participants who did not have access to ICT, 1,929 (5.2%) reported anxiety, 702 (1.9%) reported insomnia, and 4,404 (12.0%) reported depression. The ORs (95% CIs) for anxiety and insomnia complaint rates were 2.47 (2.19-2.79) and 2.55 (2.10-3.10), respectively, among workers who experienced new ICT adaptations in comparison with those who did not. However, no significant relationship was observed between ICT adoption and depression.

CONCLUSIONS

The causes of mental health problems in the workplace should be identified and addressed. We found that the introduction of ICT in the workplace was significantly related to anxiety and insomnia symptoms among Korean workers, after controlling for the selected covariates. This information can be used to identify subgroups in the workplace that are vulnerable to ICT changes and tailor interventions to their social and demographic profiles.

'Ask a hundred people, you get a hundred definitions': A comparison of lay and expert understanding of stress and its associations with health

The understanding an individual holds about stress can influence their appraisal of it and have implications for subsequent health, yet knowledge of such understanding is scarce. This study explored discrepancies between lay and expert understanding of stress and links made between stress and health. Twenty-six lay members of the local community aged 18-62 years, and seven expert stress researchers, participated in individual semi-structured interviews. Thematic analysis of the two datasets was conducted separately, then findings compared to identify similarities and differences between lay and scientific understanding. Whilst many similarities were identified, we found three important discrepancies: (i) Lay participants demonstrated a strong awareness of the indirect effects of stress on health via health behaviours; (ii) compared to experts, lay participants showed less awareness of a direct path between stress and physical health; (iii) lay participants showed less understanding of social determinants of stress and collective measures for stress management that went beyond individual responsibility. Discrepancies identified serve to highlight potential misunderstandings in lay conceptualisation of stress and its links with health. These findings have potential to facilitate the work of practitioners who serve as intermediaries to translate scientific knowledge into therapeutic benefit, through improved awareness and communication surrounding stress understanding.

Does Self-View Mode Generate More Videoconferencing Fatigue in Women than Men? An Experiment Using EEG Signals

The ability to see or hide one's own image is a typical feature of videoconferencing platforms. Previous research, informed primarily by self-reported data, has suggested that enabling self-view mode is associated with videoconferencing fatigue, particularly for women. Our goal in this study is to test this assumption by gathering neurophysiological evidence. We conducted an experiment using electroencephalography (EEG) with 32 volunteers (16 men and 16 women), who each participated in a live video meeting with the self-view mode both on and off. Our findings confirm the effects of self-view on fatigue, with significantly greater alpha activity when self-view was on than when it was off. Alpha activity did not change significantly across a 20-minute session, and was not significantly different for men or women. Thus, our study does not replicate previous findings that women experience greater videoconferencing fatigue because of the increased self-awareness generated when viewing themselves on a screen. We discuss why our EEG findings may diverge from prior self-reported studies.

Role and Status of Biomarkers in Technostress Research: A Systematic Review

The revolution in technology has impacted the work and personal lives of human beings greatly. While it has introduced the mankind to a more comfortable life, it has brought in the stress too in the form of technostress, the situation where a person fails to cope up with the ever-advancing technology and experiences stress symptoms. The increasing intensity of technostress calls for more research on technostress diving deeper into the causes and coping mechanisms. However, technostress research requires successful and reliable assessment of stress. It has been observed in recent years that biomarkers such as cortisol and salivary alpha amylase are reliable indicators of stress. There are several reports where the researchers have used questionnaires and surveys to assess the technostress, but the number of studies using biomarkers for technostress assessment is limited. It has been established that biomarker assessment is an important complement to the surveys to study the technostress. Here, we summarize the important studies done on technostress using the biomarkers along with the rationale of using these biomarkers.

Prospective associations of technostress at work, burnout symptoms, hair cortisol, and chronic low-grade inflammation

BACKGROUND

Working conditions in the age of digitalization harbor risks for chronic stress and burnout. However, real-world investigations into biological effects of technostress, that is stress in the context of digital technology use, are sparse. This study prospectively assessed associations between technostress, general work stress, burnout symptoms, hair cortisol, and chronic low-grade inflammation.

METHODS

Hospital employees (N = 238, 182 females, Mage = 28.5 years) participated in a prospective cohort study with two follow-ups six months apart (T2, T3). Participants answered standardized questionnaires on general job strain (job demand-control ratio), technostressors (work interruptions, multitasking, information overload), burnout symptoms (exhaustion, mental distance), and relevant confounders. Moreover, they provided capillary blood samples for C-reactive protein (CRP) and hair strands for hair cortisol concentration (HCC) analysis. Structural equation modelling was performed.

RESULTS

The factorial structure of survey measures was confirmed. Burnout symptoms (MT2 = 2.17, MT3 = 2.33) and HCC (MT2 = 4.79, MT3 = 9.56; pg/mg) increased over time, CRP did not (MT2 = 1.15, MT3 = 1.21; mg/L). Adjusted path models showed that technostress was negatively associated with HCC (β = -0.16, p =.003), but not with burnout and CRP. General work stress in contrast, was not significantly associated with burnout, HCC or CRP. Furthermore, there were reciprocal effects of CRP on HCC (β = 0.28, p =.001) and of HCC on CRP (β = -0.10, p ≤.001). Associations were robust in additional analyses including further confounders.

CONCLUSION

This is the first study on prospective effects of technostress on employees' endocrine and inflammatory systems. Results suggest differential effects of technostress on the hypothalamic-pituitary-adrenocortical axis activity. Given its key role for long-term health, the findings have important implications for occupational health and safety in digitalized work environments.

Videoconference fatigue from a neurophysiological perspective: experimental evidence based on electroencephalography (EEG) and electrocardiography (ECG)

In the recent past, many organizations and people have substituted face-to-face meetings with videoconferences. Among others, tools like Zoom, Teams, and Webex have become the "new normal" of human social interaction in many domains (e.g., business, education). However, this radical adoption and extensive use of videoconferencing tools also has a dark side, referred to as videoconference fatigue (VCF). To date only self-report evidence has shown that VCF is a serious issue. However, based on self-reports alone it is hardly possible to provide a comprehensive understanding of a cognitive phenomenon like VCF. Against this background, we examined VCF also from a neurophysiological perspective. Specifically, we collected and analyzed electroencephalography (continuous and event-related) and electrocardiography (heart rate and heart rate variability) data to investigate whether VCF can also be proven on a neurophysiological level. We conducted a laboratory experiment based on a within-subjects design (N = 35). The study context was a university lecture, which was given in a face-to-face and videoconferencing format. In essence, the neurophysiological data-together with questionnaire data that we also collected-show that 50 min videoconferencing, if compared to a face-to-face condition, results in changes in the human nervous system which, based on existing literature, can undoubtedly be interpreted as fatigue. Thus, individuals and organizations must not ignore the fatigue potential of videoconferencing. A major implication of our study is that videoconferencing should be considered as a possible complement to face-to-face interaction, but not as a substitute.

A new scale to assess technostress levels in an Italian banking context: the Work-Related Technostress Questionnaire

Introduction

Technostress (TS) represents a multidimensional phenomenon closely related to the pervasive use of information and communication technologies. This study aimed to validate a new psychometric tool for assessing TS in an Italian banking context, the Work-Related Technostress - Questionnaire (WRT-Q). Secondly, we analyzed the role of gender and age in modulating TS manifestations.

Methods

A sample of 2,586 bank employees (51% females; age: 47.26  ±  8.6) underwent an online survey. Reliability, exploratory factor analysis (EFA), confirmatory factor analysis (CFA), ANCOVA, independent sample t-test, and correlation analyses were performed.

Results

The WRT-Q consisted of 17 items and a four-factor structure, supported by the following CFA indices: Comparative Fit Index (CFI)  =  0.985; Incremental Fit Index (IFI)  =  0.985; Goodness of Fit (GFI)  =  0.988; Root Mean Squared Error of Approximation (RMSEA)  =  0.071; and SRMR  =  0.062. A significant difference in TS levels between age classes emerged (p < 0.001) with higher levels in the over 55-year-old subgroup, while no statistically significant difference emerged for gender. Moreover, the whole sample found a significant positive association between age and TS (p < 0.001).

Discussion

The WRT-Q is a new instrument to measure TS in the workplace, it can contribute to highlighting adverse outcomes in individuals due to a dysfunctional interaction with ICT.

Development and validation of the AI attitude scale (AIAS-4): a brief measure of general attitude toward artificial intelligence

The rapid advancement of artificial intelligence (AI) has generated an increasing demand for tools that can assess public attitudes toward AI. This study proposes the development and the validation of the AI Attitude Scale (AIAS), a concise self-report instrument designed to evaluate public perceptions of AI technology. The first version of the AIAS that the present manuscript proposes comprises five items, including one reverse-scored item, which aims to gauge individuals' beliefs about AI's influence on their lives, careers, and humanity overall. The scale is designed to capture attitudes toward AI, focusing on the perceived utility and potential impact of technology on society and humanity. The psychometric properties of the scale were investigated using diverse samples in two separate studies. An exploratory factor analysis was initially conducted on a preliminary 5-item version of the scale. Such exploratory validation study revealed the need to divide the scale into two factors. While the results demonstrated satisfactory internal consistency for the overall scale and its correlation with related psychometric measures, separate analyses for each factor showed robust internal consistency for Factor 1 but insufficient internal consistency for Factor 2. As a result, a second version of the scale is developed and validated, omitting the item that displayed weak correlation with the remaining items in the questionnaire. The refined final 1-factor, 4-item AIAS demonstrated superior overall internal consistency compared to the initial 5-item scale and the proposed factors. Further confirmatory factor analyses, performed on a different sample of participants, confirmed that the 1-factor model (4-items) of the AIAS exhibited an adequate fit to the data, providing additional evidence for the scale's structural validity and generalizability across diverse populations. In conclusion, the analyses reported in this article suggest that the developed and validated 4-items AIAS can be a valuable instrument for researchers and professionals working on AI development who seek to understand and study users' general attitudes toward AI.

The impact of teleworking technostress on satisfaction, anxiety and performance

The aim of the research project is to find out how technostress influences the satisfaction, anxiety and performance of teleworkers and university students. The growth of technology and the use of digital platforms has given rise to a phenomenon called teleworking, a modality of work that involves remote work with the use of ICTs. However, the faster the use of ICTs in organisations grows, the more difficult it becomes for teleworkers, leading to anxiety and stress. This feeling is known as technostress, and knowing its impact on workers is of vital importance for organizational success. The study was conducted through a literature review and the dissemination of an online questionnaire using PLS software. The analysis validated the measurement scale and analysed the structural model at different stages, which confirmed its validity and reliability. The research concludes by affirming the high relationship between technostress, satisfaction, anxiety and performance. It is highlighted that the lower the technostress, the higher the satisfaction and performance, and the higher the technostress, the higher the anxiety and the lower the satisfaction. This research brings as an added value the validation of a scale of technostress together with the variables satisfaction, anxiety and performance not previously analysed by other researches. In addition, the research provides a series of measures to mitigate the effects of technostress and suggests future lines of research. Thus, it highlights the importance of understanding the impact of technostress on teleworkers, to provide effective measures to mitigate it and thus increase the satisfaction and performance of workers.

Associations of technostressors at work with burnout symptoms and chronic low-grade inflammation: a cross-sectional analysis in hospital employees

OBJECTIVE

Despite the increasing scholarly interest in the phenomenon technostress, associated biological effects on employee health are under-researched. Chronic low-grade inflammation is suggested as a central pathway linking stress experience to disease development. The aim of this study was to assess associations of technology-related work stressors (technostressors) with low-grade inflammation and burnout symptoms.

METHODS

N = 173 (74.6% women, M_age = 31.0 years) university hospital employees participated in a cross-sectional study. Self-report questionnaires were used for the assessment of general psychosocial working conditions (work overload, job control, social climate), a range of different technostressors, burnout symptoms, and relevant confounders. Participants provided capillary blood samples, and high-sensitivity C-reactive protein (hs-CRP) as an inflammatory biomarker was analyzed from dried blood spots.

RESULTS

Based on a factor analysis, we identified four underlying dimensions of technostressors: techno- and information overload, techno-complexity, interruptions and multitasking as well as usability and technical support. In multivariate linear regressions, techno-/information overload and techno-complexity were associated with core (exhaustion, mental distance) and secondary (psychosomatic complaints) symptoms of burnout. Techno-/information overload was a significant predictor of burnout core symptoms, even when general work overload was controlled for. The technostressors were not associated with hs-CRP.

CONCLUSION

This is the first study on technology-related stress at work and chronic low-grade inflammation. The results suggest that (information) overload caused by digital technology use is a distinct work stressor with genuine consequences for psychological health. To what extent these effects also manifest on a physiological level needs to be subjected to future studies, ideally with prospective designs.

Physiological adjustment effect of visual stimulation by fresh rose flowers on sympathetic nervous activity

Introduction

As modern societies are often stressful due to urbanization and artificialization, the physiological relaxing effects of natural environments or nature-derived stimuli on humans have attracted attention and scientific data are being accumulated. It is known that there is inter-individual variation in these effects. The study aim was to apply the law of initial values to investigate the physiological adjustment effect of viewing fresh roses on sympathetic nervous activity.

Methods

In this crossover study, a total of 214 high school students, office workers, healthcare workers, and elderly people were analyzed. The participants viewed fresh roses in a vase for 4 min. In the control condition, participants did not view any fresh roses during the period. To offset any order effect, participants received visual stimuli in the order of fresh roses then the control (no fresh roses) or the control and then fresh roses. ln (LF/HF) of heart rate variability (HRV) obtained from a-a interval measurements using an acceleration plethysmograph and used as an index of sympathetic nervous activity. The initial value was ln (LF/HF) of HRV during the control viewing (no fresh roses), and the change value was ln(LF/HF) of HRV during visual stimulation by fresh roses minus the control viewing.

Results and Discussion

The correlation between the two was assessed by determining Pearson's correlation coefficient r, which was significantly negative. A physiological adjustment effect was observed such that participants with high initial sympathetic nervous activity showed a decrease in activity after visual stimulation with fresh roses, whereas participants with low initial activity showed an increase.

[Videoconference Fatigue Coping Strategies]

The COVID-19 pandemic has changed people's professional and private lives globally and has led to an increasing use of digital technologies, especially video conferencing systems (e.g. Zoom, Webex, Teams, Skype). Despite the possible advantages of these systems (e.g. savings in emissions by avoiding travelling), a negative phenomenon has been reported in science and practice: Videoconference Fatigue (VCF) (often synonymously referred to as Zoom Fatigue). This term describes the exhaustion and fatigue that results from the use of videoconferencing systems. In this article we report on an analysis of the academic literature, the aim of which is to document the current state of research on coping strategies. The analysis of coping strategies helps to better understand the phenomenon of VCF and to prevent or reduce fatigue and exhaustion. Furthermore, the results reported here are a basis for future work. Specifically, as of May 2022, we have identified 48 scientific articles on VCF, 37 of which also deal with coping strategies. We divide these strategies into organizational (e.g. taking breaks during and between meetings), personal (e.g. avoiding multitasking) and technological (e.g. use of the "together mode" in Teams). An important finding of our analysis is that with the exception of one paper, the effectiveness of the coping strategies has not yet been empirically examined and thus proven. This opens up enormous future research potential.

How and When May Technostress Impact Workers' Psycho-Physical Health and Work-Family Interface? A Study during the COVID-19 Pandemic in Italy

Although a growing body of research has analyzed the determinants and effects of technostress, it is still unclear how and when technostress would impact workers' psycho-physical health and work-family interface during the pandemic. To fill this gap, this study tests the mediating mechanisms and the boundary conditions associated with the impact of technostress on workers' psycho-physical well-being and work-family conflict. A total of 266 Italian workers completed online questionnaires measuring (traditional vs. remote) working modalities, technostress, fear of COVID-19, working excessively, psycho-physical distress, work-family conflict, loss of a loved one due to COVID-19, and resilience. Structural equation models were performed. Results indicated that technostress was positively related to psycho-physical distress and work-family conflict, as mediated by fear of COVID-19 and working excessively, respectively. The loss of a loved one exacerbated the effects of fear of COVID-19 on psycho-physical health, while resilience buffered the effects of working excessively on work-family conflict. Since numerous organizations intend to maintain remote working also after the COVID-19 emergency, it is crucial to study this phenomenon during its peaks of adoption, to prevent its potential negative outcomes. The implications of these findings for theory and practice are discussed.

On the associations between videoconference fatigue, burnout and depression including personality associations

Videoconference fatigue (hereafter VC fatigue) presents a new psychological construct, which gained momentum in course of the COVID-19 pandemic with the rise of videoconferences taking place in everyday (work-)life. In order to better characterize VC fatigue, it is of importance not only to investigate associations with age, gender and personality (as has been done earlier and will be revisited). Besides, it is crucial to shed light on relevant psychopathological constructs co-occurring with VC fatigue. In the present survey study, based on data from N = 311 participants recruited via the Internet we investigated the associations between VC fatigue, burnout and depression, and we specifically took the personality trait neuroticism as potential predisposing variable into account. These four constructs were robustly positively associated with each other. Moreover, mediation analyses revealed that the positive associations between neuroticism and burnout/depression might in parts be mediated by VC fatigue. However, future studies are needed to disentangle cause and effect between the aforementioned variables. The present study, to our knowledge, is among the first to reveal associations between VC fatigue and psychopathologies. Moreover, in this paper we present a German version of the Zoom Exhaustion & Fatigue scale (ZEF) by Fauville and colleagues.

Digitalisation in Craft Enterprises: Perceived Technostress, Readiness for Prevention and Countermeasures-A Qualitative Study

INTRODUCTION

Digital technologies are increasingly used in the craft sector. Innovative technologies have several benefits for businesses but working with them can also induce negative feelings and stress. Data are lacking on perceived stress as well as the resulting strain and effects on health. However, information is needed about the principles of healthy working conditions in the context of digitalisation in the craft sector. To identify targeted starting points for preventive interventions to reduce technostress, we studied the perception of managers and employees of craft enterprises about digitalisation.

METHOD

26 guideline-based interviews were conducted with managers and employees in the craft sector to assess their understanding of digitalisation and the perceived effects on their health. The data analysis was based on a structured qualitative content analysis.

RESULTS

In the administrative area, digitalisation is perceived as simplifying work, as information, for example, becomes more easily accessible. The actual craft work, however, is perceived as more psychologically stressful, e.g., due to technologically more complex heating systems. Likewise, an increased stress experience is described in connection with constant accessibility and workplace surveillance. To reduce the stress experience, clear prevention wishes such as digital breaks or more participation in decisions about digital technologies are stated.

CONCLUSION

Managers and employees in craft enterprises experience increasing psychological strain due to technostress. However, there is a willingness to take preventive interventions and a desire for more support in creating healthy working conditions in the context of digitalisation.

Stress can lead to an increase in smartphone use in the context of texting while walking

Texting while walking (TWW) is a dangerous behavior that can lead to injury and even death. While several studies have examined the relationship between smartphone use and stress, to our knowledge no studies have yet investigated the relationship between stress and TWW. The objective of the present study was to investigate this relationship by examining the effects of stress on TWW, the effects of TWW on subsequent stress, and the effect of stress on multitasking performance. A total of 80 participants completed two sequential tasks in a laboratory while they walked on a treadmill and responded to a biological motion stimulus imitating the movement of another pedestrian. In the unrestricted task, participants were given the choice to use their personal phones. In the controlled task, they carried a text conversation with a research assistant while they walked and responded to the stimulus. Stress was measured via questionnaire and saliva collection for measure of cortisol (a stress hormone) before and after each task. Results show that greater psychological stress and cortisol variations were associated with a greater number of phone uses during the unrestricted task. Greater phone use during the unrestricted task was associated with lower subsequent psychological stress in women and total time of phone use was correlated with subsequent cortisol levels. Stress measured before the controlled task had no effect on multitasking performance, but participants with moderate performance were those with the highest cortisol levels. Our results suggest that stress could be a precursor to TWW and that it could affect a pedestrian’s ability to stay safe when using their smartphone.

Technostress During COVID-19: Action Regulation Hindrances and the Mediating Role of Basic Human Needs among Psychology Students

The COVID-19 pandemic led to an abrupt change from in-person to online teaching in higher education, resulting in increased use of information and communication technology (ICT) and students' stress and uncertainty. Integrating theories of human motivation, stress, and humane work design, we investigated whether different types of action regulation hindrances (ARH) pertaining to human (ICT competence deficits), technology (technical problems), interaction (coordination difficulties), and task aspects (work overload) related to technostress (H1). Furthermore, we examined if this relationship was mediated by satisfaction of the basic human needs for competence, autonomy, and relatedness (H2). Our analysis of causes and mechanisms of technostress is based on cross-sectional survey data (self-report) from 205 psychology students attending an organizational psychology class that was switched from an in-person to an online format due to the COVID-19 pandemic. Structural equation modeling revealed that different types of ARH (i.e., ICT competence deficits, technical problems, coordination difficulties, work overload) positively predicted technostress (β  =  .17 to β  =  .42, p < .05). The effects were (partially) mediated by satisfaction of the need for autonomy (β  =  .11 to β  =  .15, p < .05), for all ARH except technical problems (β  =  .01, p  =  .86). We discuss implications for online course planning, technostress prevention as well as potential interventions beyond pandemic times.

Using digital interventions to reduce digitalisation-related stress-does it work?

Digitalisation entails positive and negative consequences for employees. In a longitudinal, randomized control group design over 14 days (N = 95 participants), we piloted and expected each of three app-based interventions to positively influence general well-being, well-being related to information and communication technology (ICT), and recovery compared to the control group with no intervention. The meditation intervention significantly increased general well-being (satisfaction) and recovery (detachment) compared to the control group but did not reduce general stress. The cognitive-behavioural intervention significantly increased general well-being (less stress). The informational intervention however increased the general stress level. No intervention changed the level of ICT-specific well-being. Thus, classic stress interventions conveyed via ICTs (app-based) may be effective for addressing classic stress symptoms, but not yet for new forms of stress. Future research should investigate structural differences between classic stressors and new kinds of ICT-related stressors to identify starting points for new types of interventions.

Perceived software usability and usability-related stress in German craft enterprises

BACKGROUND

Digitalisation is reaching German craft enterprises which must increasingly deal with complex software. The usability of the software is crucial for the effective use in everyday work and insufficient usability is associated with increased stress and strain. It thus seems necessary to identify possible usability-related stressors in craft-enterprise software.

OBJECTIVE

Here we examine how users evaluate the usability of craft-enterprise software and whether usability is associated with perceived work-related stress.

METHODS

To assess the perceived usability of German craft-enterprise software, an online survey was conducted with 161 participants from craft enterprises using a validated usability questionnaire based on ISO 9241-110. In addition, 26 guideline-based interviews were conducted to identify the experience of managers and employees with craft-enterprise software, possible usability-related stress and strain.

RESULTS

Both studies show that craft enterprises use software but only to a limited extend. While back-office administrative processes are routinely supported by software, mobile software support to manage customer service is used less frequently. Increasing complexity of craft-enterprise software is posing growing demands on the users. Software usability was rated to be crucial in the online survey, but the available software is only rated to be acceptable. This was also reflected in the interviews. Participants described usability problems and their relevance as stressors during software use. In consequence, the users experience strain such as feeling overwhelmed and frustrated.

CONCLUSION

It can be concluded that improving the usability of craft-enterprise software should reduce work-related stress and support craft enterprises to master the digitalisation process.

Attentional and Behavioral Disengagement as Coping Responses to Technostress and Financial Stress: An Experiment Based on Psychophysiological, Perceptual, and Behavioral Data

Discontinuance of information systems (IS) is a common phenomenon. It is thus critical to understand the decision process and psychophysiological mechanisms that underlie the intention and corresponding behaviors to discontinue IS use, particularly within the digital financial technology usage context, where continuance rates remain low despite increased adoption. Discontinuance has been identified as one coping behavior to avoid stressful situations. However, research has not yet explored this phenomenon toward digital financial technologies. This manuscript builds upon a pilot study that investigated the combined influence of technostress and financial stress on users’ responses toward digital financial decision-making tasks and aims to disentangle the specific impacts of unexpected technology behaviors and perceived financial loss on attentional and behavioral disengagement as coping responses, which may lead to discontinuance from digital financial technology usage. A two-factor within-subject design was developed, where perceived techno-unreliability as variable system response time delays under time pressure and perceived financial loss as negative financial outcomes were manipulated in a 3 × 2 design. Psychophysiological, perceptual, and behavioral data were collected from N = 15 participants while performing an adapted version of the Iowa Gambling Task. The results indicate that unexpected technology behaviors have a far greater impact than perceived financial loss on (1) physiological arousal and emotional valence, demonstrated by decreased skin conductance levels and curvilinear emotional valence responses, (2) feedback processing and decision-making, corroborated by curvilinear negative heart rate (BPM) and positive heart rate variability (HRV) responses, decreased skin conductance level (SCL), increased perceptions of system unresponsiveness and techno-unreliability, and mental workload, (3) attentional disengagement supported by curvilinear HRV and decreased SCL, and (4) behavioral disengagement as coping response, represented by curvilinear decision time and increasingly poor financial decision quality. Overall, these results suggest a feedforward and feedback loop of cognitive and affective mechanisms toward attentional and behavioral disengagement, which may lead to a decision of disengagement-discontinuance as a coping outcome in stressful human-computer interaction situations.

Physiological stress in response to multitasking and work interruptions: Study protocol

BACKGROUND

The biopsychological response patterns to digital stress have been sparsely investigated so far. Important potential stressors in modern working environments due to increased digitalization are multitasking and work interruptions. In this study protocol, we present a protocol for a laboratory experiment, in which we will investigate the biopsychological stress response patterns to multitasking and work interruptions.

METHODS

In total, N = 192 healthy, adult participants will be assigned to six experimental conditions in a randomized order (one single-task, three dual-task (two in parallel and one as interruption), one multitasking, and one passive control condition). Salivary alpha-amylase as well as heart rate as markers for Sympathetic Nervous System Activity, heart rate variability as measure for Parasympathetic Nervous System (PNS) activity, and cortisol as measure for activity of the hypothalamic-pituitary adrenal (HPA) axis will be assessed at six time points throughout the experimental session. Furthermore, inflammatory markers (i.e., IL-6, C-reactive protein (CRP), and secretory immunoglobulin-A) will be assessed before and after the task as well as 24 hours after it (IL-6 and CRP only). Main outcomes will be the time course of these physiological stress markers. Reactivity of these measures will be compared between the experimental conditions (dual-tasking, work interruptions, and multitasking) with the control conditions (single-tasking and passive control).

DISCUSSION

With this study protocol, we present a comprehensive experiment, which will enable an extensive investigation of physiological stress-responses to multitasking and work interruptions. Our planned study will contribute to a better understanding of physiological response patterns to modern (digital) stressors. Potential risks and limitations are discussed. The findings will have important implications, especially in the context of digital health in modern working and living environments.

Privacy Personas for IoT-Based Health Research: A Privacy Calculus Approach

The reliance on data donation from citizens as a driver for research, known as citizen science, has accelerated during the Sars-Cov-2 pandemic. An important enabler of this is Internet of Things (IoT) devices, such as mobile phones and wearable devices, that allow continuous data collection and convenient sharing. However, potentially sensitive health data raises privacy and security concerns for citizens, which research institutions and industries must consider. In e-commerce or social network studies of citizen science, a privacy calculus related to user perceptions is commonly developed, capturing the information disclosure intent of the participants. In this study, we develop a privacy calculus model adapted for IoT-based health research using citizen science for user engagement and data collection. Based on an online survey with 85 participants, we make use of the privacy calculus to analyse the respondents' perceptions. The emerging privacy personas are clustered and compared with previous research, resulting in three distinct personas which can be used by designers and technologists who are responsible for developing suitable forms of data collection. These are the 1) Citizen Science Optimist, the 2) Selective Data Donor, and the 3) Health Data Controller. Together with our privacy calculus for citizen science based digital health research, the three privacy personas are the main contributions of this study.

Technology characteristics as predictors of psychological strain

Drawing on the work system misfit model, the present research developed and tested a model consisting of three technology characteristics (usefulness, presenteeism, and responsiveness) as antecedents, five techno-stressors (techno-overload, techno-complexity, techno-uncertainty, techno-invasion, and techno-insecurity) as mediators, and psychological strain as an outcome. A web-based survey questionnaire was utilized by surveying 163 employees from different financial and technological organizations. Two contributions with practical and theoretical significance were offered by the current research. First, this research delivered new insights for organizations to develop their technological environments and consequently, improve their employees’ mental health. Second, this research developed a short measure of a new dynamic technology feature (i.e., responsiveness) that may be used by scholars and practitioners in the broad Information Systems discipline.

When technology use causes stress: Challenges for contemporary research

The current immense impact of ICT on individuals can be particularly strong in areas such as work and education. Both internet and computer systems have become an indispensable component of working or learning assignments. When ICT is missing, team cooperation and performance of certain tasks may be significantly limited. This has become especially clear recently, in the face of COVID-19 pandemic and all the challenges it has brought into our professional lives. Much of the workload had to be done virtually, forcing some employees and students to master new technologies enabling them to communicate through virtual platforms (e.g., Zoom or MS Teams) and to grasp the principles of digital and cyber safety at the same time.

On the stress potential of videoconferencing: definition and root causes of Zoom fatigue

As a consequence of lockdowns due to the coronavirus disease (COVID-19) and the resulting restricted social mobility, several billion people worldwide have recently had to replace physical face-to-face communication with computer-mediated interaction. Notably, the adoption rates of videoconferencing increased significantly in 2020, predominantly because videoconferencing resembles face-to-face interaction. Tools such as Zoom, Microsoft Teams, and Cisco Webex are used by hundreds of millions of people today. Videoconferencing may bring benefits (e.g., saving of travel costs, preservation of environment). However, prolonged and inappropriate use of videoconferencing may also have an enormous stress potential. A new phenomenon and term emerged, Zoom fatigue, a synonym for videoconference fatigue. This paper develops a definition for Zoom fatigue and presents a conceptual framework that explores the major root causes of videoconferencing fatigue and stress. The development of the framework draws upon media naturalness theory and its underlying theorizing is based on research published across various scientific fields, including the disciplines of both behavioral science and neuroscience. Based on this theoretical foundation, hypotheses are outlined. Moreover, implications for research and practice are discussed.

[Do digital technologies at work impact mental health of employees?]

Hintergrund

Die traditionelle Arbeitsstressforschung identifizierte eine große Zahl von Stressoren. Die Technik als Stressquelle stand dagegen lange nicht im Fokus des Interesses.

Fragestellung

Dieser Artikel beschreibt das Konzept des Technostresses und diskutiert mögliche Risiken und Chancen digitaler Technologien bei der Arbeit und deren Auswirkungen auf die psychische Gesundheit.

Material und Methode

Übersicht zur Konzeptualisierung von Technostress, potenzieller Wirkmechanismen und Zusammenfassung empirischer Ergebnisse zum Einfluss auf die psychische Gesundheit.

Ergebnisse

Bisher wurden mehrere Domänen von Technostress definiert. Obgleich die Evidenzbasis schmal ist und Studien mit methodischen Einschränkungen behaftet sind, so legen erste Ergebnisse zumindest nahe, dass sich bestimmte Arten von technischem Stress bei der Arbeit ungünstig auf die psychische Gesundheit auswirken können. Zugleich können digitale Technologien auch positive Auswirkungen auf das psychische Wohlbefinden von Arbeitnehmern haben, wenn sie z. B. eine bessere Arbeitsorganisation ermöglichen.

Schlussfolgerung

Die Digitalisierung der Arbeit scheint sowohl Chancen als auch Risiken für die psychische Gesundheit der Beschäftigten zu haben. Implikationen für weitere Forschung in diesem sich entwickelnden Feld werden herausgearbeitet.

Effects of remote virtual work environment during COVID-19 pandemic on technostress among Menoufia University Staff, Egypt: a cross-sectional study

Technostress during the COVID-19 pandemic has become more prevalent as a result of the global preventive measures applied to limit the spread of infection. These measures included remote working from home in both public and private organizations. The objective of this study is to study technostress and challenges of remote virtual work environment among university staff members at Menoufia University, Egypt. A cross-sectional study was conducted over Menoufia University academic staff members in Egypt. The participants were chosen from both practical and theoretical colleges in Menoufia University using a multistage random sample. Tarfadar technostress questionnaire was used. Cortisol blood level was measured for all participants. This study included 142 participants. The mean age of the group was 36.32±6.41 years. 52.1 percent worked in practical colleges, and 60.6% were lecturers or higher. Their mean cortisol level was 15.61±7.07mcg/dl. Participants who were females, reside in rural areas, held a lecturer or higher position, had poor work-environment WiFi, and lacked technical training had significantly higher levels of technostress subscales. Most of the technostress subscales were significantly correlated with age and blood cortisol levels. The predictors of work overload in multivariate regression were female gender and a work environment with poor WiFi. Female gender, theoretical colleges, being lecturer or higher, and poor WiFi were the predictors for invasion. Among university staff members, technostress was found to be evident. High levels of technostress were significantly influenced by age, higher professions, female gender, and a bad workplace environment.

How Are Techno-Stressors Associated with Mental Health and Work Outcomes? A Systematic Review of Occupational Exposure to Information and Communication Technologies within the Technostress Model

The technostress model has introduced different factors to consider when assessing how information and communication technologies impact individuals in different work settings. This systematic review gathers evidence regarding associations between occupational exposure to technostress and health or work outcomes. In addition, we highlight typical methodological constraints of the technostress model. We conducted electronic literature searches in June 2020 (PubMed, PubMed Central, Web of Science, Scopus, PsycInfo, PsycArticles) and independently screened 321 articles. We report on 21 articles meeting eligibility criteria (working population, technostress exposure, health or work outcome, quantitative design). The most frequently examined techno-stressors, i.e., factors of technostress, were techno-overload and techno-invasion. Techno-stressors were consistently associated with adverse health and work outcomes, apart from a positive impact on work engagement. However, studies may be subject to considerable conceptual overlap between exposure and outcome measures. Future technostress research would benefit from reducing heterogeneity in technostress measures, assessing their external validity and focussing on specific techno-stressors.

Electronic Performance Monitoring in the Digital Workplace: Conceptualization, Review of Effects and Moderators, and Future Research Opportunities

The rise of digital and interconnected technology within the workplace, including programs that facilitate monitoring and surveillance of employees is unstoppable. The COVID-19-induced lockdowns and the resulting increase in home office adoption even increased this trend. Apart from major benefits that may come along with such information and communication technologies (e.g., productivity increases, better resource planning, and increased worker safety), they also enable comprehensive Electronic Performance Monitoring (EPM) which may also have negative effects (e.g., increased stress and a reduction in job satisfaction). This conceptual article investigates EPM to better understand the development, adoption, and impact of EPM systems in organizations. The EPM literature published since the 1980s constitutes the basis for this conceptual article. We present a framework which is intended to serve as foundation for future studies. Moreover, we reviewed more than three decades of empirical EPM research and identified six major outcomes that are influenced by the use of an EPM system, as well as a large number of moderator variables. Based on our conceptual analyses and the resulting insights, which also include privacy, ethical, and cultural considerations, we discuss future research opportunities where we also refer to design implications for EPM systems.

Analyzing the evolution of technostress: A science mapping approach

This paper analyzes the scientific map of technostress and the scientific production on this topic between 1982 and 2017, highlighting its structure, evolution, and trends in this field. A literature review based on bibliometric analysis of 246 records indexed in Scopus database was conducted. These publications were analyzed according to bibliometric indicators and through science maps with SciMAT. Co-occurrence of terms by grouping techniques was implemented. In addition, elaboration of maps of science and performance analysis for periods was executed. The main contribution of this work is to provide the first scientific map of technostress and a detailed understanding of the scientific production that predicts the directions of future research. The bibliometric analyses permit an overview of the growth, extent and distribution of the scientific literature related to the technostress and the study of the scientific production of an institution, country, author or research group.

Cognitive-affective appraisal of technostressors by ICT-based mobile workers and their impacts on technostrain

BACKGROUND: ICT based mobile working gives organizational flexibility, productivity and performance but at the same time it can lead to techno-stress and technostrain perceptions. A high level of technostrain amongst ICT-based mobile workers would impact their well-being, leading to lesser than expected gains from such organizational ICT investments. Given this paradox, we examine the actual transactional and relational stressor-strain coping response processes in this novel context. OBJECTIVE: The broad research aim of this paper is to explain the relative importance of the cognitive and affective processes used amongst ICT-based mobile workers when coping with technostressors. METHODS: Specifically, based on technology frames literature, we develop dual-path serial mediation models, showing the relationships between technostress-technostrain via two processes: (a) the primary cognitive appraisal process mobilization (threat/opportunity technology frame) and (b) the secondary affective resource process mobilization (affect towards ICT use) to account for technostrain perceptions. We use survey data from 165 ICT-based mobile managers from diverse work settings to empirically confirm the theorized models. RESULTS/CONCLUSIONS: A predominant cognitive ‘threat frames’ leads to increase in technostrain, which decreases if ‘affective resource’ is available for coping. This relationship is inverse in the case of ‘opportunity frames’ path, as technostrain perceptions decreases with and without affective resource mobilization. Implications to theory, practice and methods are also discussed.

Does the End Justify the Means? The Role of Organizational Communication among Work-from-Home Employees during the COVID-19 Pandemic

During the first months of 2020, the world, and Italy at an early stage, went through the COVID-19 emergency that had a great impact on individual and collective health, but also on working processes. The mandatory remote working and the constant use of technology for employees raised different implications related to technostress and psycho-physical disorders. This study aimed to detect, in such a period of crisis and changes, the role of organizational communication considering the mediating role of both technostress and self-efficacy, with psycho-physical disorders as outcome. The research involved 530 workers working from home. A Structural Equations Model was estimated, revealing that organizational communication is positively associated with self-efficacy and negatively with technostress and psycho-physical disorders. As mediators, technostress is positively associated with psycho-physical disorders, whereas self-efficacy is negatively associated. As regards mediated effects, results showed negative associations between organizational communication and psycho-physical disorders through both technostress and self-efficacy. This study highlighted the potential protective role of organizational communication that could buffer the effect of technostress and enhance a personal resource, self-efficacy, which is functional to the reduction of psycho-physical disorders. This study contributed to literature underlying the role of communication in the current crisis and consequent reorganization of the working processes.

The Digital Stressors Scale: Development and Validation of a New Survey Instrument to Measure Digital Stress Perceptions in the Workplace Context

This article reports on the development of an instrument to measure the perceived stress that results from the use and ubiquity of digital technology in the workplace. Based upon a contemporary understanding of stress and a set of stressors that is a substantial update to existing scales, the Digital Stressors Scale (DSS) advances the measurement of digital stress. Initially, 138 items were constructed for the instrument and grouped into a set of 15 digital stressors. Based on a sample of N = 1,998 online questionnaires completed by individuals representative of the US employed population, the scale was refined using exploratory factor analyses (EFA) and PLS-SEM. The resulting and final scale consists of ten stressor categories reflective of one higher-order construct and a total of 50 items. Through a nomological network that includes important outcome variables of digital stress (emotional exhaustion, innovation climate, job satisfaction, user satisfaction) it was then demonstrated that the DSS provides substantial explanatory power, particularly related to emotional exhaustion and user satisfaction. Thus, the DSS constitutes a state-of-the-art self-report instrument to measure the extent of distress appraisal related to digital technologies in the workplace and helps to explain further how and why information and communication technologies can lead to adverse outcomes in individuals, thereby providing the starting point for job related organizational interventions.

Is There a Sampling Bias in Research on Work-Related Technostress? A Systematic Review of Occupational Exposure to Technostress and the Role of Socioeconomic Position

Technostress is a widespread model used to study negative effects of using information communication technologies at work. The aim of this review is to assess the role of socioeconomic position (SEP) in research on work-related technostress. We conducted systematic searches in multidisciplinary databases (PubMed, PubMed Central, Web of Science, Scopus, PsycInfo, PsycArticles) in June 2020 and independently screened 321 articles against eligibility criteria (working population, technostress exposure, health or work outcome, quantitative design). Of the 21 studies included in the narrative synthesis, three studies did not collect data on SEP, while 18 studies operationalised SEP as education (eight), job position (five), SEP itself (two) or both education as well as job position (three). Findings regarding differences by SEP are inconclusive, with evidence of high SEP reporting more frequent exposure to overall technostress. In a subsample of 11 studies reporting data on educational attainment, we compared the percentage of university graduates to World Bank national statistics and found that workers with high SEP are overrepresented in nine of 11 studies. The resulting socioeconomic sampling bias limits the scope of the technostress model to high SEP occupations. The lack of findings regarding differences by SEP in technostress can partly be attributed to limitations in study designs. Studies should aim to reduce the heterogeneity of technostress and SEP measures to improve external validity and generalisability across socioeconomic groups. Future research on technostress would benefit from developing context-sensitive SEP measures and quality appraisal tools that identify socioeconomic sampling biases by comparing data to national statistics.

Tecnoestrés. Evolución del concepto y sus principales consecuencias

El uso de las Tecnologías de la Información y Comunicación puede generar estrés tecnológico. El tecnoestrés comenzó a estudiarse en 1982 y dada la naturaleza dinámica de las tecnologías, cobra importancia evaluar la evolución del concepto y sus consecuencias. El objetivo de este artículo es explorar la estructura intelectual y social de la producción científica sobre el tecnoestrés y analizar la evolución del concepto, detectando las características que influyen en los niveles de tecnoestrés en los individuos. Los resultados indican que las investigaciones más relevantes provienen del área de sistemas de información. El concepto ha evolucionado con el tiempo y sus consecuencias también pueden experimentarlo personas que no trabajan. Concluimos que los programas de prevención deben considerar diferencias individuales, organizacionales y tecnológicas.

Association of working conditions including digital technology use and systemic inflammation among employees: study protocol for a systematic review

BACKGROUND

With the dynamic advancement of digitalization, working environments are changing and risk for employee stress may be increasing. Work stress has been associated with a dysregulation of inflammatory processes as a component of immune function. Systemic low-grade inflammation is discussed as a key player in the relation between stress exposure and chronic illness, such as cardiovascular diseases. The objective of this investigation will be to evaluate the association of working conditions including digital technology use and systemic inflammation among employees.

METHODS

We designed and registered a study protocol for a systematic review of randomized controlled trials and prospective non-randomized studies (e.g., cohort, interrupted time series, or before-after studies). We will include studies conducted among adult workers reporting associations of working conditions and inflammatory activity. The outcome will be biomarkers of systemic low-grade inflammation on cell, plasma molecule and intracellular level, such as C-reactive protein, or different types of leukocytes, cytokines, etc. Literature searches will be conducted in several electronic databases (from January 1982 onwards), including PubMed/MEDLINE, Embase, PsycINFO, Web of Science, and CENTRAL. Two reviewers will independently screen all retrieved records, full-text articles, and extract data. The study methodological quality (or bias) will be appraised using appropriate tools. Our results will be described qualitatively. Random effects meta-analysis will be conducted, if feasible and appropriate. Additional analyses will be performed to explore potential sources of heterogeneity.

DISCUSSION

This systematic review and meta-analysis will provide a synthesis of studies evaluating the association of working conditions and systemic inflammation. We anticipate our findings to identify knowledge gaps in the literature that future research should address. Moreover, results of our review may provide implications for corporate and public policy action for employee health promotion and prevention of occupational stress.

SYSTEMATIC REVIEW REGISTRATION

PROSPERO ID: CRD42020166887.

Healthcare managers' experiences of technostress and the actions they take to handle it - a critical incident analysis

Background

Healthcare managers, in comparison with other healthcare professionals, have an increased likelihood of experiencing technostress at work. Since knowledge about the causes and severity of technostress and about the strategies healthcare managers use to handle it is limited, the aim of this study was to describe their experience of technostress and the actions they employ to address it.

Methods

An explorative design based on the critical incident technique was used. In total, 20 healthcare managers (10 women, 10 men) from four hospitals in two county councils in Sweden were purposively selected according to professional background, hierarchical management position, control span, time in the management position, and sex. Semi-structured interviews with regard to critical incidents and actions taken to handle technostress were conducted.

Results

Healthcare managers’ experiences of technostress (n = 279) were categorised related to three main areas. These involved ‘negative aspects of digital communication’ (e.g. high workload, invasion of private life, and negative feelings related to digital communication), ‘poor user experience of ICT systems (such as illogicality of the ICT system, time-consuming ICT system, or malfunctioning ICT system) and ‘needs to improve organisational resources’ (e.g. needs associated with digital literacy, user influence and distribution of work and ICT systems). Actions taken to handle technostress (n=196) were described relating to three main areas involving ‘culture, norms and social support’ (such as good email culture, and co-worker support), ‘individual resources’ (e.g. individual strategies and competence) and ‘organisational resources’ (such as IT-related assistance and support).

Conclusions

Healthcare managers described negative aspects of digital communication, poor user experience of ICT systems, and lack of organisational resources as potential technostress creators. These problems were handled by taking action related to culture, norms and social support, and individual as well as organisational resources. All these features, along with consideration of healthcare managers’ job demands and resources in general, should be incorporated into actions monitored by healthcare organisations to improve or maintain a sustainable digitalised environment for healthcare managers.

Trial registration

Regional Ethics Board in Linköping #2017/597–31. Registered 20 March 2018. URL not available.

A Decade of NeuroIS Research

NeuroIS is a field in Information Systems (IS) that makes use of neuroscience and neurophysiological tools and knowledge to better understand the development, adoption, and impact of information and communication technologies. The fact that NeuroIS now exists for more than a decade motivated us to comprehensively review the academic literature. Investigation of the field's development provides insights into the status of NeuroIS, thereby contributing to identity development in the NeuroIS field. Based on a review of N=200 papers published in 55 journals and 13 conference proceedings in the period 2008-2017, we addressed the following four research questions: Which NeuroIS topics were investigated? What kind of NeuroIS research was published? How was the empirical NeuroIS research conducted? Who published NeuroIS research? Based on a discussion of the findings and their implications for future research, which considers results of a recent NeuroIS survey (N=60 NeuroIS scholars), we conclude that today NeuroIS can be considered an established research field in the IS discipline. However, our review also indicates that further efforts are necessary to advance the field, both from a theoretical and methodological perspective.

Technostress at work and mental health: concepts and research results

PURPOSE OF REVIEW

The ongoing digitalization has profound consequences for work in modern economies. It is, therefore, important to investigate if digital technologies increase stress at work (i.e. 'technostress') and lead to impaired mental health. This article describes the concept of technostress and discusses possible risks and opportunities of digital technologies at work and their effect on mental health.

RECENT FINDINGS

Studies report that the use of digital technologies is associated with specific psychosocial demands (e.g. higher workload, complexity, conflicts between work and other life domains) and resulting psychobiological stress reactions. It is, however, still unclear if this kind of technostress causes mental disorders because epidemiological studies are missing. Yet, an increasing number of studies suggests that well designed digital work may promote good health if it optimizes work organization or enables greater flexibility, and increases control and autonomy at work.

SUMMARY

Digitalization of work seems to have both opportunities and risks for the mental health of employees. The number of studies is currently limited and further research is necessary to describe the advantages and disadvantages more precisely.

Remote heart rate monitoring - Assessment of the Facereader rPPg by Noldus

Remote photoplethysmography (rPPG) allows contactless monitoring of human cardiac activity through a video camera. In this study, we assessed the accuracy and precision for heart rate measurements of the only consumer product available on the market, namely the FacereaderTM rPPG by Noldus, with respect to a gold standard electrocardiograph. Twenty-four healthy participants were asked to sit in front of a computer screen and alternate two periods of rest with two stress tests (i.e. Go/No-Go task), while their heart rate was simultaneously acquired for 20 minutes using the ECG criterion measure and the FacereaderTM rPPG. Results show that the FacereaderTM rPPG tends to overestimate lower heart rates and underestimate higher heart rates compared to the ECG. The Facereader™ rPPG revealed a mean bias of 9.8 bpm, the 95% limits of agreement (LoA) ranged from almost -30 up to +50 bpm. These results suggest that whilst the rPPG FacereaderTM technology has potential for contactless heart rate monitoring, its predictions are inaccurate for higher heart rates, with unacceptable precision across the entire range, rendering its estimates unreliable for monitoring individuals.