Improving Stress and Positive Mental Health at Work via an App-Based Intervention: A Large-Scale Multi-Center Randomized Control Trial

Silvana Weber, Christopher Lorenz, Nicola Hemmings, Silvana Weber, Christopher Lorenz, Nicola Hemmings

Abstract

Mobile health interventions (i.e., "apps") are used to address mental health and are an increasingly popular method available to both individuals and organizations to manage workplace stress. However, at present, there is a lack of research on the effectiveness of mobile health interventions in counteracting or improving stress-related health problems, particularly in naturalistic, non-clinical settings. This project aimed at validating a mobile health intervention (which is theoretically grounded in the Job Demands-Resources Model) in preventing and managing stress at work. Within the mobile health intervention, employees make an evidence-based, personalized, psycho-educational journey to build further resources, and thus, reduce stress. A large-scale longitudinal randomized control trial, conducted with six European companies over 6 weeks using four measurement points, examined indicators of mental health via measures of stress, wellbeing, resilience, and sleep. The data were analyzed by means of hierarchical multilevel models for repeated measures, including both self-report measures and user behavior metrics from the app. The results (n = 532) suggest that using the mobile health intervention (vs. waitlist control group) significantly improved stress and wellbeing over time. Higher engagement in the intervention increased the beneficial effects. Additionally, use of the sleep tracking function led to an improvement in sleeping troubles. The intervention had no effects on measures of physical health or social community at work. Theoretical and practical implications of these findings are discussed, focusing on benefits and challenges of using technological solutions for organizations to support individuals' mental health in the workplace.

Keywords: RCT; digital health; mental health; mobile health intervention; smartphone app; stress; work.

Copyright © 2019 Weber, Lorenz and Hemmings.

Figures

FIGURE 1
FIGURE 1
Development of (A) General Stress (scale 1–5), (B) Cognitive Stress (scale 1–5), (C) Sleeping Troubles (scale 1–5), (D) Wellbeing (scale 1–5), and (E) Resilience (scale 1–7) over time from T1 to T4 (intervention phase from T1 to T3, follow-up from T3 to T4) depending on experimental group (app group vs. waitlist control). Error bars represent 95% confidence limits.

References

    1. American Counseling Association (2014). Code of Ethics. Available at: (accessed September 14, 2017).
    1. American Psychological Association (2002). Ethical principles of psychologists and code of conduct. Am. Psychol. 57 1060–1073. 10.1037//0003-066X.57.12.1060
    1. Aryana B., Brewster L., Nocera J. A. (2018). Design for mobile mental health: an exploratory review. Health Technol. 9 401–424. 10.1007/s12553-018-0271-1
    1. Bakker A. B., Demerouti E. (2007). The job demands-resources model: state of the art. J. Manag. Psychol. 22 309–328. 10.1108/02683940710733115
    1. Bakker A. B., Demerouti E., Schaufeli W. B. (2003). Dual processes at work in a call centre: an application of the job demands–resources model. Eur. J. Work Organ. Psychol. 12 393–417. 10.1080/13594320344000165
    1. Bakker D., Kazantzis N., Rickwood D., Rickard N. (2016). Mental health smartphone apps: review and evidence-based recommendations for future developments. JMIR Ment. Health 3 1–31. 10.2196/mental.4984
    1. Barak A., Hen L., Boniel-Nissim M., Shapira N. A. (2008). A comprehensive review and a meta-analysis of the effectiveness of internet-based psychotherapeutic interventions. J. Technol. Hum. Serv. 26 109–160. 10.1080/15228830802094429
    1. Birney A. J., Gunn R., Russell J. K., Ary D. V. (2016). MoodHacker mobile web app with email for adults to self-manage mild-to-moderate depression: randomized controlled trial. JMIR Mhealth Uhealth 4 1–19. 10.2196/mhealth.4231
    1. Bolier L., Abello K. M. (2014). “Online positive psychological interventions: state of the art and future directions,” in The Wiley Blackwell Handbook of Positive Psychological Interventions, 1st Edn, eds Schueller S., Parks A. C. (Chichester: Wiley-Blackwell; ), 286–309.
    1. Broughton A. (2010). Work-Related Stress. Available at: (accessed June 10, 2017).
    1. Carlbring P., Andersson G., Cuijpers P., Riper H., Hedman-Lagerlöf E. (2018). Internet-based vs. face-to-face cognitive behavior therapy for psychiatric and somatic disorders: an updated systematic review and meta-analysis. Cogn. Behav. Ther. 47 1–18. 10.1080/16506073.2017.1401115
    1. Carney C. E., Buysse D. J., Ancoli-Israel S., Edinger J. D., Krystal A. D., Lichstein K. L., et al. (2012). The consensus sleep diary: standardizing prospective sleep self-monitoring. Sleep 35 287–302. 10.5665/sleep.1642
    1. Chandola T., Brunner E., Marmot M. (2006). Chronic stress at work and the metabolic syndrome: prospective study. BMJ 332 521–525. 10.1136/bmj.38693.435301.80
    1. Connor K. M., Davidson J. R. T. (2003). Development of a new resilience scale: the connor-davidson resilience scale (CD-RISC). Depress. Anxiety 18 76–82. 10.1002/da.10113
    1. Cuijpers P., Beekman A. T., Reynolds C. F. (2012). Preventing depression: a global priority. JAMA 307 1033–1034. 10.1001/jama.2012.271
    1. Deady M., Johnston D. A., Glozier N., Milne D., Choi I., Mackinnon A., et al. (2018). A smartphone application for treating depressive symptoms: study protocol for a randomised controlled trial. BMC Psychiatry 18:166. 10.1186/s12888-018-1752-5
    1. Deloitte (2017). Mental Health and Employers: The Case for Investment. Supporting Study for the Independent Review. Available at: (accessed September 18, 2018).
    1. Demerouti E., Bakker A. B., Nachreiner F., Schaufeli W. B. (2001). The job demands-resources model of burnout. J. Appl. Psychol. 86 499–512. 10.1037/0021-9010.86.3.499
    1. Donker T., Petrie K., Proudfoot J., Clarke J., Birch M. R., Christensen H. (2013). Smartphones for smarter delivery of mental health programs: a systematic review. J. Med. Internet Res. 15 1–32. 10.2196/jmir.2791
    1. Ebert D. D., Kählke F., Buntrock C., Berking M., Smit F., Heber E., et al. (2016). A health economic outcome evaluation of an internet-based mobile-supported stress management intervention for employees. Scand. J. Work Environ. Health 44 171–182. 10.5271/sjweh.3691
    1. Ebert D. D., Lehr D., Smit F., Zarski A. C., Riper H., Heber E., et al. (2014). Efficacy and cost-effectiveness of minimal guided and unguided internet-based mobile supported stress-management in employees with occupational stress: a three-armed randomised controlled trial. BMC Public Health 14:807 10.1186/1471-2458-14-807
    1. European Agency for Safety and Health at Work (2014). Calculating the cost of work-related stress and psychosocial risks: European Risk Observatory Literature Review. Available at: (accessed September 18, 2018).
    1. European Commission (2018). Horizon 2020 Ethics Appraisal Procedure. Available at: (accessed January 12, 2018).
    1. Faul F., Erdfelder E., Lang A.-G., Buchner A. (2007). G∗Power 3: a flexible statistical power analysis program for the social, behavioral, and biomedical sciences. Behav. Res. Methods 39 175–191. 10.3758/BF03193146
    1. Fergus S., Zimmerman M. A. (2005). Adolescent resilience: a framework for understanding healthy development in the face of risk. Annu. Rev. Public Health 26 399–419. 10.1146/annurev.publhealth.26.021304.144357
    1. Firth J., Torous J., Nicholas J., Carney R., Pratap A., Rosenbaum S., et al. (2017). The efficacy of smartphone-based mental health interventions for depressive symptoms: a meta-analysis of randomized controlled trials. World Psychiatry 16 287–298. 10.1002/wps.20472
    1. Gaggioli A., Riva G. (2013). From mobile mental health to mobile wellbeing: opportunities and challenges. Stud. Health Technol. Inform. 184 141–147. 10.3233/978-1-61499-209-7-141
    1. Goldstein N. J., Cialdini R. B., Griskevicius V. (2008). A room with a viewpoint: using social norms to motivate environmental conservation in hotels. J. Consum. Res. 35 472–482. 10.1086/586910
    1. Hakanen J. J., Schaufeli W. B., Ahola K. (2008). The job demands-resources model: a three-year cross-lagged study of burnout, depression, commitment, and work engagement. Work Stress 22 224–241. 10.1080/02678370802379432
    1. Hammen C. (2005). Stress and depression. Annu. Rev. Clin. Psychol. 1 293–319. 10.1146/annurev.clinpsy.1.102803.143938
    1. Harvey S. B., Modini M., Joyce S., Milligan-Saville J. S., Tan L., Mykletun A., et al. (2017). Can work make you mentally ill? A systematic meta-review of work-related risk factors for common mental health problems. Occup. Environ. Med. 74 301–310. 10.1136/oemed2016-104015
    1. He Y., Li Y. (2013). Physical activity recognition utilizing the built-in kinematic sensors of a smartphone. Int. J. Distrib. Sens. Netw. 9 1–11. 10.1155/2013/481580
    1. Health and Safety Executive (2017). Tackling Work-Related Stress Using the Management Standards Approach: A Step-by-Step Workbook. Available at: (accessed September 18, 2018).
    1. Heber E., Lehr D., Ebert D. D., Berking M., Riper H. (2016). Web-based and mobile stress management intervention for employees: a randomized controlled trial. J. Med. Internet Res. 18:e21 10.2196/jmir.5112
    1. Howarth A., Quesada J., Silva J., Judycki S., Mills P. R. (2018). The impact of digital health interventions on health-related outcomes in the workplace: a systematic review. Digital Health 4 1–18. 10.1177/2055207618770861
    1. Howells A., Ivtzan I., Eiroa-Orosa F. J. (2016). Putting the “app” in happiness: a randomised controlled trial of a smartphone-based mindfulness intervention to enhance wellbeing. J. Happiness Stud. 17 163–185. 10.1007/s10902-014-9589-1
    1. Hox J. J. (2010). Multilevel Analysis: Techniques and Applications, 2nd Edn, New York, NY: Routledge.
    1. Jenkinson C., Stewart-Brown S., Petersen S., Paice C. (1999). Assessment of the SF-36 version 2 in the United Kingdom. J. Epidemiol. Commun. Health 53 46–50. 10.1136/jech.53.1.46
    1. Joyce S., Modini M., Christensen H., Mykletun A., Bryant R., Mitchell P. B., et al. (2016). Workplace interventions for common mental disorders: a systematic meta-review. Psychol. Med. 46 683–697. 10.1017/S0033291715002408
    1. Kompier M. (2002). The psychosocial work environment and health - what do we know and where should we go? Scand. J. Work Environ. Health 28 1–4. 10.5271/sjweh.639
    1. Landsbergis P. A. (2003). The changing organization of work and the safety and health of working people: a commentary. J. Occup. Environ. Med. 45 61–72. 10.1097/00043764-200301000-00014
    1. Larsen M. E., Huckvale K., Nicholas J., Torous J., Birrell L., Li E., et al. (2019). Using science to sell apps: evaluation of mental health app store quality claims. NPJ Digit. Med. 2:18. 10.1038/s41746-019-0093-1
    1. Leppert K., Koch B., Brähler E., Strauß B. (2008). Die Resilienzskala (RS) – Überprüfung der Langform RS-25 und einer Kurzform RS-13. Klin. Diagn. Eval. 1 226–243.
    1. Lorenz C. P., Williams A. J. (2017). Sleep apps: what role do they play in clinical medicine? Curr. Opin. Pulm. Med. 23 512–516. 10.1097/MCP.0000000000000425
    1. Luthar S. S., Cicchetti D. (2000). The construct of resilience: implications for interventions and social policies. Dev. Psychopathol. 12 857–885. 10.1017/S0954579400004156
    1. Ly K. H., Asplund K., Andersson G. (2014). Stress management for middle managers via an acceptance and commitment-based smartphone application: a randomized controlled trial. Internet Interv. 1 95–101. 10.1016/j.invent.2014.06.003
    1. Martinez R., Williams C. (2010). “Matching clients to CBT self-help resources,” in Oxford Guide to Low intensity CBT Interventions, eds Bennet-Levy J., Richards D. A., Farrand P., Christensen H., Griffiths K. M., Kavanaugh D. J., et al. (Oxford: Oxford University Press; ), 113–121. 10.1093/med:psych/9780199590117.003.0009
    1. McKay F. H., Cheng C., Wright A., Shill J., Stephens H., Uccellini M. (2018). Evaluating mobile phone applications for health behaviour change: a systematic review. J. Telemed. Telecare 24 22–30. 10.1177/1357633X16673538
    1. Meyer M., Wenzel J., Schenkel A. (2018). Krankheitsbedingte Fehlzeiten in der Deutschen Wirtschaft im Jahr 2017. Available at: (accessed January 15, 2019).
    1. Mistretta E. G., Davis M. C., Temkit M. H., Lorenz C., Darby B., Stonnington C. M. (2018). Resilience training for work-related stress among health care workers: results of a randomized clinical trial comparing in-person and smartphone-delivered interventions. J. Occup. Environ. Med. 60 559–568. 10.1097/JOM.0000000000001285
    1. Muaremi A., Arnrich B., Tröster G. (2013). Towards measuring stress with smartphones and wearable devices during workday and sleep. BioNanoScience 3 172–183. 10.1007/s12668-013-0089-2
    1. Nicholas J., Larsen M. E. E., Christensen H., Proudfoot J. (2015). Mobile apps for bipolar disorder: a systematic review of features and content validity. J. Med. Internet Res. 17 198–205. 10.2196/jmir.4581
    1. Ong A. D., Bergeman C. S., Bisconti T. L., Wallace K. A. (2006). Psychological resilience, positive emotions, and successful adaptation to stress in later life. J. Personal. Soc. Psychol. 91 730–749. 10.1037/0022-3514.91.4.730
    1. Payne H. E., Lister C., West J. H., Bernhardt J. M. (2015). Behavioral functionality of mobile apps in health interventions: a systematic review of the literature. JMIR Mhealth Uhealth 3:e20. 10.2196/mhealth.3335
    1. Pejtersen J. H., Kristensen T. S., Borg V., Bjorner J. B. (2010). The second version of the copenhagen psychosocial questionnaire. Scand. J. Public Health 38(3 Suppl.), 8–24. 10.1177/1403494809349858
    1. Pinheiro J., Bates D., DebRoy S., Sarkar D. R Core Team, (2018). nlme: Linear and Nonlinear Mixed Effects Models R package (Version 3.1-137) [Computer Software]. Available from (accessed August 24, 2018).
    1. R Core Team (2018). R: A Language and Environment for Statistical Computing [Computer Software]. Vienna: R Foundation for Statistical Computing.
    1. Ranjbartabar H., Maddah A., Kavakli M. (2016). An eMental-health application and customised questionnaires for stress measurement. Int. J. Comput. Inform. Sci. 17 42–48.
    1. Raudenbush S. W., Bryk A. S., Cheong Y. F., Congdon R. T., du Toit M. (2011). HLM 7 for Windows [Computer Software]. Lincolnwood, IL: Scientific Software International Inc.
    1. Reilly M. C., Zbrozek A. S., Dukes E. (1993). The validity and reproducibility of a work productivity and activity impairment measure. Pharmacoeconomics 4 353–365. 10.2165/00019053-199304050-00006
    1. Research 2 Guidance (2017). Mhealth app Economics 2017/2018: Current Status and Future Trends in Mobile Health. Available at: (accessed January 15, 2019).
    1. Schaufeli W. B., Bakker A. B. (2004). Job demands, job resources, and their relationship with burnout and engagement: a multi-sample study. J. Organ. Behav. 25 293–315. 10.1002/job.248
    1. Schaufeli W. B., Taris T. W. (2014). “A critical review of the job demands-resources model: implications for improving work and health,” in Bridging Occupational, Organizational and Public Health: A Transdisciplinary Approach, eds Bauer G. F., Hämmig O. (Dordrecht: Springer; ), 43–68. 10.1007/978-94-007-5640-3_4
    1. Schumacher J., Leppert K., Gunzelmann T., Strauß B., Brähler E. (2005). Die Resilienzskala – Ein Fragebogen zur Erfassung der psychischen Widerstandsfähigkeit als Personmerkmal. Z. Klin. Psychol. Psychiatr. Psychother. 53 16–39.
    1. Sheldon K. M., Boehm J., Lyubomirsky S. (2013). “Variety is the spice of happiness: the hedonic adaptation prevention model,” in Oxford Handbook of Happiness, eds Boniwell I., David S., Conley Ayers A. (Oxford: Oxford University Press; ), 901–914.
    1. Statista (2018). Number of mHealth apps Available in the Apple App Store from 2nd Quarter 2015 to 3rd Quarter 2018. Available at: (accessed January 15, 2019).
    1. Stevenson D., Farmer P. (2017). Thriving at Work. The Stevenson/Farmer Review of Mental Health and Employers. Available at: (accessed September 18, 2018).
    1. Stratton E., Lampit A., Choi I., Calvo R. A., Harvey S. B., Glozier N. (2017). Effectiveness of eHealth interventions for reducing mental health conditions in employees: a systematic review and meta-analysis. PLoS One 12:e0189904. 10.1371/journal.pone.0189904
    1. Tan L., Wang M. J., Modini M., Joyce S., Mykletun A., Christensen H., et al. (2014). Preventing the development of depression at work: a systematic review and meta-analysis of universal interventions in the workplace. BMC Med. 12:74. 10.1186/1741-7015-12-74
    1. Tennant R., Hiller L., Fishwick R., Platt S., Joseph S., Weich S., et al. (2007). The Warwick-Edinburgh mental well-being scale (WEMWBS): development and UK validation. Health Qual. Life Outcomes 5:63. 10.1186/1477-7525-5-63
    1. van Dick R., Haslam S. A. (2012). “Stress and well-being in the workplace: support for key propositions from the social identity approach,” in The Social Cure: Identity, Health and Well-Being, eds Jetten J., Haslam C., Haslam S. A. (New York, NY: Psychology Press; ), 175–194.
    1. Wagnild G. M., Young H. M. (1993). Development and psychometric evaluation of the Resilience scale. J. Nurs. Meas. 1 165–178.
    1. Watts S., Mackenzie A., Thomas C., Griskaitis A., Mewton L., Williams A., et al. (2013). CBT for depression: a pilot RCT comparing mobile phone vs. computer. BMC Psychiatry 13:49. 10.1186/1471-244X-13-49
    1. Webb T. L., Joseph J., Yardley L., Michie S. (2010). Using the internet to promote health behavior change: a meta-analytic review of the impact of theoretical basis, use of behavior change techniques, and mode of delivery on efficacy. J. Med. Internet Res. 12 4–23. 10.2196/jmir.1376
    1. Windle G. (2010). What is resilience? A review and concept analysis. Rev. Clin. Gerontol. 21 152–169. 10.1017/S0959259810000420
    1. World Health Organization [WHO] (2011). mHealth: New Horizons for Health Through Mobile Technologies. Global Observatory for eHealth series - Volume 3. Geneva: WHO.
    1. World Health Organization [WHO] (2018). Mental Health: Strengthening Our Response. Geneva: WHO.
    1. Xanthopoulou D., Bakker A. B., Demerouti E., Schaufeli W. B. (2007). The role of personal resources in the job demands-resources model. Int. J. Stress Manag. 14 121–141. 10.1037/1072-5245.14.2.121
    1. Zhao J., Freeman B., Li M. (2016). Can mobile phone apps influence people’s health behavior change? An evidence review. J. Med. Internet Res. 18 71–82. 10.2196/jmir.5692

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