118
Views
0
CrossRef citations to date
0
Altmetric
Articles

Mental health in organizations from a healthcare analytics framework: taxonomic model, trends, and impact of COVID-19

ORCID Icon, &
Pages 62-86 | Received 16 Sep 2021, Accepted 30 Dec 2023, Published online: 06 Feb 2024

References

  • Aceto, G., Persico, V., & Pescapé, A. (2020). Industry 4.0 and health: Internet of things, big data, and cloud computing for healthcare 4.0. Journal of Industrial Information Integration, 18, 1–14. https://doi.org/10.1016/j.jii.2020.100129
  • Amagasa, T., Nakayama, T., & Takahashi, Y. (2005). Karojisatsu in Japan: Characteristics of 22 cases of work-related suicide. Journal of occupational health, 47(2), 157–164. https://doi.org/10.1539/joh.47.157
  • Atmowardoyo, H., Ja’faruddin, J., & Khaerati, K. (2017). Developing an assesment instrument for Indonesian EFL teachers’ performance based on the students’ perceptions. International Journal of Science and Research, 6(2019), 608–614.
  • Auger, M., Crooks, C., Lapp, A., Tsuruda, S., Caron, C., Rogers, B., & van der Woerd, K. (2019). The essential role of cultural safety in developing culturally-relevant prevention programming in First Nations communities: Lessons learned from a national evaluation of mental health first aid first nations. Evaluation and program planning, 72, 188–196. https://doi.org/10.1016/j.evalprogplan.2018.10.016
  • Baxter, S., Goyder, L., Herrmann, K., Pickvance, S., & Chilcott, J. (2009). Mental well-being through productive and healthy working conditions (Promoting well-being at work). ScHARR. Public Health Evidence Report, 3.
  • Baynton, M., & Fournier, L. (2017). The evolution of workplace mental health in Canada—toward a standard for psychological health and safety. The Great-West Life Assurance Company: Friesens.
  • Bui, V.-H., Hussain, A., & Kim, H.-M. (2016). Optimal microgrid operation considering auto-configuration in islanded mode. In 2016 IEEE International Conference on Sustainable Energy Technologies (ICSET), Hanoi, Vietnam, 147–150. https://doi.org/10.1109/ICSET.2016.7811772
  • Cadbury, A. (1992). Report of the committee on the financial aspects of corporate governance. Gee.
  • Canty, A., & Ripley, B. (2017). boot: Bootstrap R (S-Plus) functions. R package version 1.3-20.
  • Coleman, B., & Noll, W. (1974). The thermodynamics of elastic materials with heat conduction and viscosity. In The foundations of mechanics and thermodynamics (pp. 145–156). Springer.
  • Davis, C. (2020). Pivoting in times of crisis. Lean and Six Sigma Review, 19(3), 28–29.
  • Deole, S. (2019). The global state of mental health: Trends and correlates. SSRN working paper 4325624. Universidad TU Dortmund.
  • Dewa, C., & Nieuwenhuijsen, K. (2019). Evidence for supporting the mental health and wellness of the labor force. Occupational Safety and Health Strategy.
  • Eansor, D. M. (2008). Positioning women, mental health and depression on Canadian health care agendas. Forum on Public Policy: A Journal of the Oxford Round Table. https://link.gale.com/apps/doc/A197721338/AONE?u=anon∼b7187432&sid=googleScholar&xid=2bd897f1
  • Elraz, H. (2018). Identity, mental health and work: How employees with mental health conditions recount stigma and the pejorative discourse of mental illness. Human Relations, 71(5), 722–741.
  • Feringa, A., & Wentzel, N. (2020). Smashing the stigma in mental health–a strategic blueprint for change. The APPEA Journal, 60(1), 10–18. https://doi.org/10.1071/AJ19209
  • Figueroa, C. A., & Aguilera, A. (2020). The need for a mental health technology revolution in the COVID-19 pandemic. Frontiers in Psychiatry, 11, 523.
  • Frawley, T., Meehan, A., & De Brún, A. (2018). Impact of organisational change for leaders in mental health. Journal of health organization and management, 32(8), 980–1001. https://doi.org/10.1108/JHOM-08-2018-0220
  • Fu, L., Li, L., Li, L., Zhang, W., & Luo, Z. (2022). Impact of hospital size on healthcare information system effectiveness: Evidence from healthcare data analytics. Journal of Management Analytics, 9(2), 1–21.
  • Gabriel, P., & Liimatainen, M. (2000). Mental health in the workplace: Introduction, executive summaries. Paper presented at International Labour Organization 2000. Geneva, Switzerland.
  • Gaftandzhieva, S., Doneva, R., & Pashev, G. (2019). Learning analytics from the teacher’s perspective: A mobile app. INTED2019 Proceedings, 2340–1079.
  • Garten, J., Hoover, J., Johnson, K., Boghrati, R., Iskiwitch, C., & Dehghani, M. (2018). Dictionaries and distributions: Combining expert knowledge and large-scale textual data content analysis. Behavior research methods, 50(1), 344–361. https://doi.org/10.3758/s13428-017-0875-9
  • Gheorghe, M. (2011). Risk management in IT governance framework. Economia. Seria Management, 14, 545–552.
  • Gonthier, P. (2013). L’insertion professionnelle des personnes souffrant de handicap psychique: brève revue critique de la littérature économique récente. Alter, 7(3), 163–175. https://doi.org/10.1016/j.alter.2012.11.006
  • Gray, P., Senabe, S., Naicker, N., Kgalamono, S., Yassi, A., & Spiegel, J. (2019). Workplace-based organizational interventions promoting mental health and happiness among healthcare workers: A realist review. International journal of environmental research and public health, 16(22), 1–22. https://doi.org/10.3390/ijerph16224396
  • Gritzka, S., MacIntyre, T., Dörfel, D., Baker-Blanc, J., & Calogiuri, G. (2020). The effects of workplace nature-based interventions on the mental health and well-being of employees: A systematic review. Frontiers in psychiatry, 11, 1–23. https://doi.org/10.3389/fpsyt.2020.00323
  • Guay, F., Delisle, M., & Fernet, C. (2008). Does task-related identified regulation moderate the sociometer effect? A study of performance feedback, perceived inclusion, and state self-esteem. Social Behavior and Personality: an international journal, 36(2), 239–254. https://doi.org/10.2224/sbp.2008.36.2.239
  • Hagstrom, S., & Maranzan, K. (2019). Bridging the gap between technological advance and professional psychology training: A way forward. Canadian Psychology/Psychologie canadienne, 60(4), 281–289. https://doi.org/10.1037/cap0000186
  • Hamouche, S. (2020). COVID-19 and employees’ mental health: Stressors, moderators and agenda for organizational actions. Emerald Open Research, 2(15), 1–15. https://doi.org/10.35241/emeraldopenres.13550.1
  • Hüllermeier, E. (1998). Approximating cost functions in resource-based configuration. Working paper. University of Paderborn.
  • Huselid, M. A. (2018). The science and practice of workforce analytics: Introduction to the HRM special issue. Human Resource Management, 57(3), 679–684. https://doi.org/10.1002/hrm.21916
  • Jain, P., & Sharma, P. (2014). Behind every good decision: How anyone can use business analytics to turn data into profitable insight. Amacom.
  • Kates, N., Craven, M., Crustolo, A., Nikolaou, L., & Allen, C. (1997). Integrating mental health services within primary care: A Canadian program. General Hospital Psychiatry, 19(5), 324–332. https://doi.org/10.1016/S0163-8343(97)00051-0
  • Keller, G. (1983). Academic strategy. Johns Hopkins University Press.
  • Kelloway, E. (2018). Introduction to the special issue on workplace mental health. Canadian Journal of Administrative Sciences/Revue Canadienne des Sciences de l'Administration, 35(4), 505–508. https://doi.org/10.1002/cjas.1516
  • Khan, I., & Javaid, M. (2020). Big data applications in medical field: A literature review. Journal of Industrial Integration and Management, 6(1), 1–17.
  • Kubiak, S., Shamrova, D., & Comartin, E. (2019). Enhancing knowledge of adolescent mental health among law enforcement: Implementing youth-focused crisis intervention team training. Evaluation and program planning, 73, 44–52. https://doi.org/10.1016/j.evalprogplan.2018.11.006
  • LaMontagne, A., Shann, C., & Martin, A. (2018). Developing an integrated approach to workplace mental health: A hypothetical conversation with a small business owner. Annals of work exposures and health, 62(Supplement_1), S93–S100. https://doi.org/10.1093/annweh/wxy039
  • Lattie, E., Nicholas, J., Knapp, A., Skerl, J., Kaiser, M., & Mohr, C. (2020). Opportunities for and tensions surrounding the use of technology-enabled mental health services in community mental health care. Administration and Policy in Mental Health and Mental Health Services Research, 47(1), 138–149. https://doi.org/10.1007/s10488-019-00979-2
  • Lendelvo, M., Pinto, M., & Sullivan, S. (2020). A perfect storm? The impact of COVID-19 on community-based conservation in Namibia. Namibian Journal of the Environment, 6(2), 1–15.
  • Li, L. (2021). Editorial: Leveraging emerging technology to fight the COVID-19 pandemic. Journal of Industrial Integration and Management, 6(2), 141–145. https://doi.org/10.1142/S2424862221020012
  • Loper, E., & Bird, S. (2002). NLTK: the natural language toolkit. arXiv preprint cs/0205028.
  • Lorange, P. (2000). Setting strategic direction in academic institutions: The case of the business school. Higher Education Policy, 13(4), 399–413. https://doi.org/10.1016/S0952-8733(00)00020-9
  • Losinski, M., Maag, J. W., & Katsiyannis, A. (2015). Characteristics and attitudes of pre-service teachers toward individuals with mental illness. Journal of Education and Practice, 6(3), 11–16.
  • Lu, Y. (2021). Technological innovation and the emergence of a new interdisciplinary field-management analytics. Nanotekhnologii v Stroitel'stve, 13(3), 181–188A.
  • Lu, Y., & Williams, T. L. (2021). Modeling analytics in COVID-19: Prediction, prevention, control, and evaluation. Journal of Management Analytics, 8(3), 424–442. https://doi.org/10.1080/23270012.2021.1946664
  • Marcus, M., Santorini, B., & Marcinkiewicz, M. A. (1993). Building a large annotated corpus of English: The Penn Treebank. University of Pennsylvania Department of Computer and Information Science Technical Report No. MS-CIS-93-87. https://repository.upenn.edu/handle/20.500.14332/7145
  • Martin, A., Sanderson, K., Scott, J., & Brough, P. (2009). Promoting mental health in small-medium enterprises: An evaluation of the “Business in Mind” program. BMC Public Health, 9, 1–9. https://doi.org/10.1186/1471-2458-9-239
  • Massidda, D., & Massidda, M. (2013). Package ‘retimes’. http://200.128.66.214/mirrors/cran/web/packages/retimes/retimes.pdf
  • McGowan, H. (2019). For there cord: Governance the biggest challenge facing WA mental health. The Medicus, 59(9), https://search.informit.com.au/documentSummary;dn = 716760209740104;res = IELHEA
  • Merritt, C. C. (2019). What makes an organization public? Managers’ perceptions in the mental health and substance abuse treatment system. The American Review of Public Administration, 49(4), 411–424.
  • Miller, D., Wiklund, J., & Yu, W. (2020). Mental health in the family business: A conceptual model and a research agenda. Entrepreneurship Theory and Practice, 44(1), 55–80. https://doi.org/10.1177/1042258719837987
  • Ministry of Social Affairs and Health. (2008). Occupational safety and health strategy: Follow-up report 1998–2007. http://julkaisut.valtioneuvosto.fi/bitstream/handle/10024/71470/URN:NBN:fife201504225710.pdf
  • Muggeo, V. M. (2008). Segmented: An R package to fit regression models with broken-line relationships. R News, 8(1), 20–25.
  • Nexo, M., Kristensen, J., Gronvad, M., Kristiansen, J., & Poulsen, O. (2018). Content and quality of workplace guidelines developed to prevent mental health problems: Results from a systematic review. Scandinavian journal of work, environment & health, 44(5), 443–457. https://doi.org/10.5271/sjweh.3731
  • Oxford University Press. (2020). In Oxford Learner’s Dictionaries of Academic English (OLDEA). https://www.oxfordlearnersdictionaries.com/
  • Pellini, A., & Jones, H. (2011). A study of ADB's knowledge taxonomy. ADB. https://www.adb.org/sites/default/files/publication/28884/knowledge-taxonomy.pdf
  • Peruzzini, M., & Stjepandić, J. (2018). Editorial to the special issue “transdisciplinary analytics in supply chain management”. Journal of Management Analytics, 5(2), 75–80. https://doi.org/10.1080/23270012.2018.1443405
  • Pérez Rave, J. I., Fernandez Guerrero, R., & Correa Morales, J. C. (2022). Critical thinking and continuous improvement: a scientific text mining approach. Total Quality Management & Business Excellence, 33(1–2), 1–27.
  • Pomaki, G., Franche, R., Murray, E., Khushrushahi, N., & Lampinen, T. (2012). Workplace-based work disability prevention interventions for workers with common mental health conditions: A review of the literature. Journal of occupational rehabilitation, 22(2), 182–195. https://doi.org/10.1007/s10926-011-9338-9
  • Poon, L., Tay, E., Lee, Y., Lee, H., & Verma, S. (2016). Making in-roads across the youth mental health landscape in Singapore: The community health assessment team (CHAT). Early intervention in psychiatry, 10(2), 171–177. https://doi.org/10.1111/eip.12192
  • Raman, P., & Pashupati, K. (2004). Is CRM really doomed to fail? An exploratory study of the barriers to CRM implementation. Journal of Customer Behaviour, 3(1), 5–26. https://doi.org/10.1362/147539204323074583
  • Rauch, D. A., Collins, M. D., Nale, R. D., & Barr, P. B. (2015). Measuring service quality in mid-scale hotels. International Journal of Contemporary Hospitality Management, 27(1), 87–106.
  • R Core Team. (2020). R: A language and environment for statistical computing. R Foundation for Statistical Computing.
  • Reynolds, S. D., Mathur, A. N., Chiu, Y. E., Brandling-Bennett, H. A., Pope, E., Siegel, M. P., … Cordoro, K. M. (2020). Systemic immunosuppressive therapy for inflammatory skin diseases in children: Expert consensus-based guidance for clinical decision-making during the COVID-19 pandemic. Pediatric Dermatology, 37(3), 424–434.
  • Salvador-Carulla, L., Salinas-Pérez, J., Martín, M., Grané, M., Gibert, K., Roca, M., & Bulbena, A. (2010). A preliminary taxonomy and a standard knowledge base for mental-health system indicators in Spain. International Journal of Mental Health Systems, 4, 29. https://doi.org/10.1186/1752-4458-4-29
  • Sari, S., & Adriani, M. (2019). Applications of tf-idf concept to improve monolingual and cross-language information retrieval based on word embeddings. In AISS ‘19: Proceedings of the International Conference on Advanced Information Science and System, 16, 1–6.
  • Sasaki, D., & Nakahashi, K. (2011). Aerodynamic optimization of an over-the-wing-nacelle-mount configuration. Modelling and Simulation in Engineering, 2011, 1–13. https://doi.org/10.1155/2011/293078
  • Simola, S. (2019). Educating business students to manage for mental health. The Journal of Mental Health Training. Education and Practice, 14(5), 315–326. https://doi.org/10.1108/JMHTEP-01-2019-0005
  • Simonson, E. A., & Jain, A. (2014). Analytics in banking. Everest Group Research. EGR-2014-11-V-1189.
  • Sitton, J. V. (2016). Analytics is for everyone. Information Management Journal, 50(2), 44–46.
  • Spear, S. (2017). Impression management activity in vision, mission, and values statements: A comparison of commercial and charitable organizations. International Studies of Management & Organization, 47(2), 159–175. https://doi.org/10.1080/00208825.2017.1256165
  • Srinivasa, K. G., Anupindi, S., & Kumar, A. (2018). Analytics on medical records collected from a distributed system deployed in the Indian rural demographic. Journal of Management Analytics, 5(1), 54–72. https://doi.org/10.1080/23270012.2018.1433085
  • Stegmann J (2014) Paradigm shifts. Part II. reverse transcriptase. Analysis of reference stability and word frequencies. arXiv preprint arXiv:1412.2416.
  • Szcześniak, D., Gładka, A., Misiak, B., Cyran, A., & Rymaszewska, J. (2021). The SARS-CoV-2 and mental health: From biological mechanisms to social consequences. Progress in Neuro-Psychopharmacology and Biological Psychiatry, 104, 110046. https://www.sciencedirect.com/science/article/pii/S0278584620303626
  • Upadhaya, N., Jordans, M., Pokhrel, R., Gurung, D., Adhikari, R., Petersen, I., & Komproe, I. (2017). Current situations and future directions for mental health system governance in Nepal: Findings from a qualitative study. International journal of mental health systems, 11(1), 1–12. https://doi.org/10.1186/s13033-017-0145-3
  • Valdez, D., Ten Thij, M., Bathina, K., Rutter, L. A., & Bollen, J. (2020). Social media insights into US mental health during the COVID-19 pandemic: Longitudinal analysis of Twitter data. Journal of Medical Internet Research, 22(12), e21418.
  • Voss, D., & Voss, D. (2020). The Alchemy of high-performing arts organizations. https://culturaldata.org/media/2120/datadocwallace-report-live-20.pdf
  • Wagner, S., Koehn, C., White, M., Harder, H., Schultz, I., Williams-Whitt, K., Wärje, O., Dionne, C. E., Koehoorn, M., Pasca, R., Hsu, V., McGuire, L., Schulz, W., Kube, D., & Wright, M. D. (2016). Mental health interventions in the workplace and work outcomes: A best-evidence synthesis of systematic reviews. The International Journal of Occupational and Environmental Medicine, 7(1), 1–14. https://doi.org/10.15171/ijoem.2016.607
  • Wenzel, M., Stanske, S., & Lieberman, M. B. (2020). Strategic responses to crisis. Strategic Management Journal, 41(7/18), 3161.
  • World Health Organization. (2004). Development of environment and health indicators for European Union countries: Results of a pilot study. Report presented at a WHO working group meeting, Bonn, Germany.
  • World Health Organization. (2013). Mental health action plan 2013-2020. https://www.who.int/mental_health/publications/action_plan/en/
  • Xu, B., Li, L., Hu, D., Wu, B., Ye, C., & Cai, H. (2018). Healthcare data analysis system for regional medical union in smart city. Journal of Management Analytics, 5(4), 334–349. https://doi.org/10.1080/23270012.2018.1490211
  • Xu, B., Xu, K., Fu, L., Li, L., Xin, W., & Cai, H. (2016). Healthcare data analytics: Using a metadata annotation approach for integrating electronic hospital records. Journal of Management Analytics, 3(2), 136–151. https://doi.org/10.1080/23270012.2016.1141331
  • Xu, L. (2020). Editorial — industrial innovation in the intervention and prevention of COVID-19. Journal of Industrial Integration and Management, 5(4), 409–412. https://doi.org/10.1142/S2424862220010010
  • Yamada, D., Yoshiura, V., Miyoshi, N., de Lima, I., Shinoda, G., Rijo, R., de Azevedo Marques, J. M., Cruz-Cunha, M. M., & Alves, D. (2018). Proposal of an ontology for mental health management in Brazil. Procedia computer science, 138, 137–142. https://doi.org/10.1016/j.procs.2018.10.020
  • Yin, S., Zhang, N., & Dong, H. (2020). Preventing COVID-19 from the perspective of industrial information integration: Evaluation and continuous improvement of information networks for sustainable epidemic prevention. Journal of Industrial Information Integration, 19, 100157. https://doi.org/10.1016/j.jii.2020.100157
  • Yin, S., Zhang, N., & Xu, J. (2021). Information fusion for future COVID-19 prevention: Continuous mechanism of big data intelligent innovation for the emergency management of a public epidemic outbreak. Journal of Management Analytics, 8(3), 391–423. https://doi.org/10.1080/23270012.2021.1945499

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.