Incidences of variables in labor absenteeism: an analysis of neural networks

• Autorzy: Pérez-Campdesuñer Reyner , De Miguel-Guzmán Margarita , García-Vidal Gelmar , Sánchez-Rodríguez Alexander , Martínez-Vivar Rodobaldo

Identyfikatory

DOI

10.24425/mper.2020.132938

• Języki publikacji: EN

Abstrakty

EN

Labor absenteeism is a factor that affects the good performance of organizations in any part of the world, from the instability that is generated in the functioning of the system. This is evident in the effects on quality, productivity, reaction time, among other aspects. The direct causes by which it occurs are generally known and with greater reinforcement the diseases are located, without distinguishing possible classifications. However, behind these or other causes can be found other possible factors of incidence, such as age or sex. This research seeks to explore, through the application of neural networks, the possible relationship between different variables and their incidence in the levels of absenteeism. To this end, a neural networks model is constructed from the use of a population of more than 12,000 employees, representative of various classification categories. The study allowed the characterization of the influence of the different variables studied, supported in addition to the performance of an ANOVA analysis that allowed to corroborate and clarify the results of the neural network analysis.

Słowa kluczowe

EN

labor absenteeism; neural networks model; human resource management; ANOVA analysis

• Wydawca: Production Engineering Committee of the Polish Academy of Sciences ; Polish Association for Production Management
• Czasopismo: Management and Production Engineering Review
• Rocznik: 2020
• Tom: Vol. 11, No. 1
• Strony: 3–--12
• Opis fizyczny: Bibliogr. 47 poz., rys., tab., wykr.

Twórcy

autor

Pérez-Campdesuñer Reyner

• Universidad UTE, Faculty of Administrative Science, Ecuador

autor

De Miguel-Guzmán Margarita

• Universidad UTE, Faculty of Administrative Science, Ecuador

autor

García-Vidal Gelmar

• Universidad UTE, Faculty of Administrative Science, Ecuador

autor

Sánchez-Rodríguez Alexander

• Universidad UTE, Faculty of Administrative Science, V´ıa Chone 4 1/2 y Ave. Italia, Santo Domingo, Ecuador

autor

Martínez-Vivar Rodobaldo

• Universidad UTE, Faculty of Administrative Science, Ecuador

Bibliografia

• [1] Bulcão Santi D., Barbieri A.R., Meinberg Cheade M.F., Sickness absenteeism within the Brazilian public service: Integrative literature review, Rev. Bras. Med. Trab., 16, 1, 71–81, 2018, doi: 10.5327/Z1679443520180084.
• [2] Zhang W., McLeod C.B., Koehoorn M., The relationship between chronic conditions and absenteeism and associated costs in Canada, Scand. J. Work, Environ. Health, 42, 5, 413–422, 2016.
• [3] Antai D., Oke A., Braithwaite P., Anthony D.S., A ‘balanced’ life: Work-life balance and sickness absence in four Nordic countries, Int. J. Occup. Environ. Med., 6, 4, 205–222, 2015.
• [4] Loganathan S., Kalidindi S.N., Absenteeism and Turnover of Migrant Construction Workers in Indian Projects – A Survey-Based Study, Construction Research Congress 2016: Old and New Construction Technologies Converge in Historic San Juan – Proceedings of the 2016 Construction Research Congress, CRC 2016.
• [5] Bankert B., Coberley C., Pope J.E., Wells A., Regional economic activity and absenteeism: A new approach to estimating the indirect costs of employee productivity loss, Popul. Health Manag., 18, 1, 47–53, 2015.
• [6] Bukchin Y., Cohen Y., Minimising throughput loss in assembly lines due to absenteeism and turnover via work-sharing, Int. J. Prod. Res., 51, 20, 6140– 6151, 2013.
• [7] Wada K., Arakida M., Watanabe R., Negishi M., Sato J., Tsutsumi A., The economic impact of loss of performance due to absenteeism and presenteeism caused by depressive symptoms and comorbid health conditions among Japanese workers, Ind. Health, 51, 5, 482–489, 2013.
• [8] De Lucca S.R., Dutra Rodrigues M.S., Absenteeism of professional nursing in a public hospital in the state of São Paulo, Rev. Bras. Med. Trab., 13, 2, 76–82, 2015.
• [9] Srour F.J., Srour I., Ghayth Lattouf M., A survey of absenteeism on construction sites, Int. J. Manpower, 38, 4, 533–547, 2017, doi: /10.1108/IJM-08- 015-0135.
• [10] Ceccato A.D. et al., Absenteeism due to occupational diseases among sugarcane workers, Cadernos Saude Publica, 30, 10, 2169–2176, 2014.
• [11] Coffeng J.K., Hendriksen I.J., Duijts S.F., Twisk J.W., van Mechelen W., Boot C.R., Effectiveness of a combined social and physical environmental intervention on presenteeism, absenteeism, work performance, and work engagement in office employees, J. Occup. Environ. Med., 56, 3, 258–265, 2014.
• [12] Alves Falk P.R., Kanan L.A., Banking & Absenteeism: Characteristic aspects of this relationship, Espacios, 37, 24, 23, 2016.
• [13] Dewa C.S., Loong D., Bonato S., Work outcomes of sickness absence related to mental disorders: A systematic literature review, BMJ Open, 4, 7, 2014.
• [14] Sundstrup E. et al., Retrospectively assessed physical work environment during working life and risk of sickness absence and labour market exit among older workers, J. Occup. Environ. Med., 75, 2, 114–123, 2018, doi: 10.1136/oemed-2016-104279.
• [15] Sundstrup E. et al., Retrospectively assessed psychosocial working conditions as predictors of prospectively assessed sickness absence and disability pension among older workers, BMC Public Health, 18, 1, 2018.
• [16] Kröger H., The stratifying role of job level for sickness absence and the moderating role of gender and occupational gender composition, Soc. Sci. Med., 186, 1–9, 2017.
• [17] Dos Santos Baima C.T., Lopes Barroso F.A., Juliana Lucena J., Silva Costa de Almeida C., Silva de Azevedo dos Santos A.P., A pregnant employee absence: The main causes of absenteeism, Rev. Brasileira Med. Trabalho, 14, 1, 13–18, 2016.
• [18] Silva T., Monteiro I., Quality of life at work, absenteeism and job satisfaction: A case study in manufacturing industry, Qual. Life Pub. Health: Assess. Interv., pp. 85–106, 2015.
• [19] Mahy B. et al., Does wage dispersion increase absenteeism among firms?, Reflets Perspec. Vie Econ., 55, 4, 71–80, 2017.
• [20] Nielsen K., Daniels K., The relationship between transformational leadership and follower sickness absence: the role of presenteeism, Work Stress, 30, 2, 193–208, 2016.
• [21] Murcia López G. et al., Has the Spanish economic crisis affected the duration of sickness absence episodes?, Soc.Sci. Med., 160, 29–34, 2016.
• [22] Janssens H. et al., The indirect association of job strain with long-term sickness absence through bullying: A mediation analysis using structural equation modeling, BMC Public Health, 16, 1, 2016.
• [23] Ighravwe D.E. et al., Maintenance workload optimisation with accident occurrence considerations and absenteeism from work using a genetic algorithm, Int. J. Manag. Sci. Engin. Manag., 11, 4, 294–302, 2016.
• [24] Desmeules F. et al., Determinants and predictors of absenteeism and return-to-work in workers with shoulder disorders, Work, 55, 1, 101–113, 2016.
• [25] Watanabe S. et al. Factors associated with the prevalence of back pain and work absence in shipyard workers, BMC Musculoskeletal Disorders, 19, 1, 2018.
• [26] Castillo Rascón M.S. et al., Workplace absenteeism and cardiovascular risk factors in hospital public health workers, Acta Bioquím. Clín. Latinoam., 50, 1, 37–44, 2016.
• [27] Gianino M.M. et al., Estimation of sickness absenteeism among Italian healthcare workers during seasonal influenza epidemics, PloS one, 12, 8, e0182510, 2017.
• [28] Kausto J. et al., Length of sickness absence and sustained return-to-work in mental disorders and musculoskeletal diseases: A cohort study of public sector employees, Scandin. J. Work, Environ. Health, 43, 4, 358–366, 2017.
• [29] de Vries H. et al., Determinants of Sickness Absence and Return to Work Among Employees with Common Mental Disorders: A Scoping Review, J. Occup. Rehab., 28, 3, 393–417, 2018.
• [30] Vaquero-Alvarez M. et al., ´ Influence of the working conditions on sickness absence due to common diseases, Aten. Prim., 50, 4, 238–246, 2018.
• [31] Queiroz-Lima M.E., Serranheira F., Absenteeism and presenteeism costs from occupational accidents with WRMSDS in a Portuguese hospital, DYNA (Colombia), 83, 196, 27–30, 2016.
• [32] Alali H. et al., Shift work and occupational accident absence in Belgium: Findings from the sixth European working condition survey, Int. J. Environ. Res. Public Health, 15, 9, 2018.
• [33] Van Hasselt M. et al., Prescription Drug Abuse and Workplace Absenteeism: Evidence from the 2008– 2012 National Survey on Drug Use and Health, J. Workplace Behav. Health, 30, 4, 379–392, 2015.
• [34] Bernstrøm V.H., Houkes I., A systematic literature review of the relationship between work hours and sickness absence, Work Stress, 32, 1, 84–104, 2018.
• [35] Deery S. et al., Exploring the relationship between compressed work hours satisfaction and absenteeism in front-line service work, Euro. J. Work Org. Psych., 26, 1, 42–52, 2017.
• [36] García Mainar I. et al., The Effect of Permanent Employment on Absenteeism: Evidence from Labor Reform in Spain, ILR Rev., 71, 2, 525–549, 2018.
• [37] Godøy A., Dale-Olsen H., Spillovers from gatekeeping – Peer effects in absenteeism, J. Public Econ., 167, 190–204, 2018.
• [38] Zaballa E. et al., Incidence of sickness absence by type of employment contract: One year follow-up study in Spanish salaried workers, Archives of Public Health, 74, 1, 2016.
• [39] Mendoza Llanos R., Job satisfaction and organizational culture as predictors of absenteeism, Rev. Med. Chile, 143, 8, 1028–1033, 2015.
• [40] Pekkala J. et al., Occupational class differences in long sickness absence: A register-based study of 2.1 million Finnish women and men in 1996-2013, BMJ Open, 7, 7, 2017.
• [41] Campanini P. et al. Workplace bullying and sickness absenteeism, Epidem. Preven., 37, 1, 8–16, 2013.
• [42] Allisey A. et al., An application of an extended effort-reward imbalance model to police absenteeism behavior, Person. Rev., 45, 4, 663–680, 2016.
• [43] Rabacow F.M. et al., The influence of lifestyle and gender on sickness absence in Brazilian workers, BMC Public Health, 14, 1, 2014.
• [44] Sumanen H. et al., Self-certified sickness absence among young municipal employees-changes from 2002 to 2016 and occupational class differences, Int. J. Environ. Res. Public Health, 14, 10, 2017.
• [45] Angelini E., di Tollo G., Roli A., A neural network approach for credit risk evaluation, The Quart. Rev. Econ. Fin., 48, 4, 733–755, 2008.
• [46] Avila Rondon R.L., Silva da Carvalho A., Infante Hernández, G., Neural Network Modelling and Simulation Of The Scheduling, [in:] Azevedo A. [Ed.] Innovation in Manufacturing Networks, BASYS 2008, IFIP – The Int. Fed. Inf. Proc., vol. 266, 2008, doi: /10.1007/978-0-387-09492-225.
• [47] Zekić-Sušac M., Scitovski R., Has A., Cluster analysis and artificial neural networks in predicting energy efficiency of public buildings as a cost-saving approach, Croatian Review of Economic, Business and Social Statistics, 4, 2, 57–66, 2018.

Uwagi

Opracowanie rekordu ze środków MNiSW, umowa Nr 461252 w ramach programu "Społeczna odpowiedzialność nauki" - moduł: Popularyzacja nauki i promocja sportu (2020).