Unpacking the Black Box of the Training-Performance Relationship: Evidence from Philippine Call Centers
Abstract
This study analyzes the relationship between training and development (T&D) and individual performance. Drawing insights from human capital theory and social exchange theory, we hypothesize that the relationship between employee T&D perceptions and role performance is mediated by specific role attitudes – namely, employee self-efficacy and employee engagement. Data were collected from 421 agents across 17 companies in the unique context of the Philippine call center industry. The results of the analyses show that the relationship between employees’ perceptions of their organization’s T&D investments and their role performance is fully mediated by employee self-efficacy and engagement, whereas the relationship between employees’ satisfaction with their line managers’ T&D implementation and role performance is partially mediated by employee self-efficacy and engagement. These findings contribute to unpacking the black box of the T&D–performance relationship and have important implications for research and practice.
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Alessandri, G., Vecchione, M. & Caprara, G. V. (2015). Assessment of regulatory emotional self-efficacy beliefs: A review of the status of the art and some suggestions to move the field forward. Journal of Psychoeducational Assessment, 33(1), 24–32. doi: 10.1177/0734282914550382
Andoh, R. P. K., Annan-Prah, E. C., Owusu, E. A. & Agyei, P. M. (2023). Trainees’ aversions of employee training programs. European Journal of Training and Development, 47(7–8), 815–829. doi: 10.1108/EJTD-02-2022-0022
Arrowsmith, J. & Parker, J. (2013). The meaning of ‘employee engagement’ for the values and roles of the HRM function. The International Journal of Human Resource Management, 24(14), 2692–2712. doi: 10.1080/09585192.2013.763842
Azmi, F. T. & Mushtaq, S. (2015). Role of line managers in human resource management: Empirical evidence from India. The International Journal of Human Resource Management, 26(5), 616–639. doi: 10.1080/09585192.2014.934883
Baig, M. U. A. & Naqvi, S. M. M. R. (2023). Why trainees evaluate the same trainer differently? Examining a dual-process model of training effectiveness. European Journal of Training and Development, 47(1–2), 1–23. doi: 10.1108/EJTD-04-2021-0047
Bandura, A. (1977). Self-efficacy: Toward a unifying theory of behavioral change. Psychological Review, 84(2), 191–215. doi: 10.1037/0033-295X.84.2.191
Bandura, A., Caprara, G. V., Barbaranelli, C., Gerbino, M. et al. (2003). Role of affective self-regulatory efficacy in diverse spheres of psychosocial functioning. Child Development, 74(3), 769–782. doi: 10.1111/1467-8624.00567
Bell, B. S., Tannenbaum, S. I., Ford, J. K., Noe, R. A. et al. (2017). 100 Years of training and development research: What we know and where we should go. Journal of Applied Psychology, 102(3), 305–323. doi: 10.1037/apl0000142
Bhatti, M. A., Battour, M. M., Sundram, V. P. K. & Othman, A. A. (2013). Transfer of training: Does it truly happen? An examination of support, instrumentality, retention and learner readiness on the transfer motivation and transfer of training. European Journal of Training and Development, 37(3), 273–297. doi: 10.1108/03090591311312741
Blau, P. M. (1964). Exchange and power in social life (2nd ed.). Wiley.
Boon, C., Den Hartog, D. N. & Lepak, D. P. (2019). A systematic review of human resource management systems and their measurement. Journal of Management, 45(6), 2498–2537. doi: 10.1177/0149206318818718
Borucki, C. C. & Burke, M. J. (1999). An examination of service-related antecedents to retail store performance. Journal of Organizational Behavior, 20(6), 943–962. doi: 10.1002/(SICI)1099-1379(199911)20:6%3C943::AID-JOB976%3E3.0.CO;2-9
Bos-Nehles, A., Van der Heijden, B., Van Riemsdijk, M. & Looise, J. K. (2020). Line management attributions for effective HRM implementation: Towards a valid measurement instrument. Employee Relations, 42(3), 735–760. doi: 10.1108/ER-10-2018-0263
Bos-Nehles, A., Van Riemsdijk, M. & Looise, J. K. (2013). Employee perceptions of line management performance: Applying the AMO theory to explain the effectiveness of line managers’ HRM implementation. Human Resource Management, 52(6), 861–877. doi: 10.1002/hrm.21578
Byrne, B. M. (2006). Structural equation modeling with EQS: Basic concepts, applications, and programming (2nd ed.). Lawrence Erlbaum Associates.
Cahiles-Magkilat, B. (2021, November 25). ITBPM 2028 Roadmap completion seen mid 2022. Manila Bulletin. Retrieved from https://mb.com.ph/2021/11/25/itbpm-2028-roadmap-completion-seen-mid-2022/?fbclid=IwAR2G_dnulru7-26vwZXzQyxLVKFrukf91LYpyVQXb3MZzCc7WiMZyszzqQM
Caprara, G., Alessandri, G., Di Giunta, L., Panerai, L. et al. (2010). The contribution of agreeableness and self-efficacy beliefs to prosociality. European Journal of Personality, 24(1), 36–55. doi: 10.1002/per.739
Caprara, G., Vecchione, M., Barbaranelli, C. & Alessandri, G. (2013). Emotional stability and affective self-regulatory efficacy beliefs: Proofs of integration between trait theory and social cognitive theory. European Journal of Personality, 27(2), 145–154. doi: 10.1002/per.1847
Cascón-Pereira, R., Valverde, M. & Ryan, G. (2005). Mapping out devolution: An exploration of the realities of devolution. Journal of European Industrial Training, 30(2), 129–151. doi: 10.1108/03090590610651267
Castellanos, R. M. M. & Martín, M. Y. S. (2011). Training as a source of competitive advantage: Performance impact and the role of firm strategy, the Spanish case. International Journal of Human Resource Management, 22(3), 574–594. doi: 10.1080/09585192.2011.543635
Chambel, M. J. & Castanheira, F. (2012). Training opportunities and employee exhaustion in call centres: Mediation by psychological contract fulfilment. International Journal of Training and Development, 16(2), 107–117. doi: 10.1111/j.1468-2419.2011.00394.x
Choi, M. & Yoon, H. J. (2015). Training investment and organizational outcomes: A moderated mediation model of employee outcomes and strategic orientation of the HR function. The International Journal of Human Resource Management, 26(20), 2632–2651. doi: 10.1080/09585192.2014.1003084
Colquitt, J. A., Baer, M. D., Long, D. M. & Halvorsen-Ganepola, M. D. K. (2014). Scale indicators of social exchange relationships: A comparison of relative content validity. Journal of Applied Psychology, 99(4), 599–618. doi: 10.1037/a0036374
Curado, C. & Martins Teixeira, S. (2014). Training evaluation levels and ROI: The case of a small logistics company. European Journal of Training and Development, 38(9), 845–870. doi: 10.1108/EJTD-05-2014-0037
Danvila-del-Valle, I., Estévez-Mendoza, C. & Lara, F. J. (2019). Human resources training: A bibliometric analysis. Journal of Business Research, 101, 627–636. doi: 10.1016/j.jbusres.2019.02.026
Demortier, A.-L. P., Delobbe, N. & El Akremi, A. (2014). Opening the black box of HR practices–performance relationship: Testing a three pathways AMO model. Academy of Management Proceedings, 2014(1), 14932. doi: 10.5465/ambpp.2014.102
De Winne, S. & Sels, L. (2013). Progress and prospects for HRM-performance research. In J. Paauwe, D. Guest & P. Wright (Eds.), HRM and performance: Achievements and challenges (pp. 173–196). Wiley.
Dysvik, A., Kuvaas, B. & Buch, R. (2016). Perceived investment in employee development and taking charge. Journal of Managerial Psychology, 31(1), 50–60. doi: 10.1108/JMP-04-2013-0117
Egan, T. M., Yang, B. & Bartlett, K. R. (2004). The effects of organizational learning culture and job satisfaction on motivation to transfer learning and turnover intention. Human Resource Development Quarterly, 15(3), 279–301. doi: 10.1002/hrdq.1104
Ellinger, A. D., Ellinger, A. E. & Keller, S. B. (2003). Supervisory coaching behavior, employee satisfaction, and warehouse employee performance: A dyadic perspective in the distribution industry. Human Resource Development Quarterly, 14(4), 435–458. doi: 10.1002/hrdq.1078
Fabros, A. S. (2016). Outsourceable selves: An ethnography of call center work in a global economy of signs and selves. Ateneo de Manila University Press.
Farrell, A. M. (2010). Insufficient discriminant validity: A comment on Bove, Pervan, Beatty, and Shiu (2009). Journal of Business Research, 63(3), 324–327. doi: 10.1016/j.jbusres.2009.05.003
Felstead, A., Gallie, D., Green, F. & Zhou, Y. (2010). Employee involvement, the quality of training and the learning environment: An individual level analysis. International Journal of Human Resource Management, 21, 1667–1688. doi: 10.1080/09585192.2010.500489
Fida, R., Paciello, M., Tramontano, C., Barbaranelli, C. et al. (2015). ‘Yes, I can’: The protective role of personal self-efficacy in hindering counterproductive work behavior under stressful conditions. Anxiety, Stress, & Coping, 28(5), 479–499. doi: 10.1080/10615806.2014.969718
Fletcher, L., Alfes, K. & Robinson, D. (2018). The relationship between perceived training and development and employee retention: The mediating role of work attitudes. The International Journal of Human Resource Management, 29(18), 2701–2728. doi: 10.1080/09585192.2016.1262888
Garavan, T., McCarthy, A., Lai, Y., Murphy, K. et al. (2021). Training and organisational performance: A meta-analysis of temporal, institutional and organisational context moderators. Human Resource Management Journal, 31(1), 93–119. doi: 10.1111/1748-8583.12284
Gilbert, C., De Winne, S. & Sels, L. (2015). Strong HRM processes and line managers’ effective HRM implementation: A balanced view. Human Resource Management Journal, 25(4), 600–616. doi: 10.1111/1748-8583.12088
Govaerts, N. (2017). Transfer of training in corporate settings: Toward an understanding of the multidimensional role of the supervisor [Doctoral dissertation]. KU Leuven.
Grossman, R. & Salas, E. (2011). The transfer of training: What really matters. International Journal of Training and Development, 15(2), 103–120. doi: 10.1111/j.1468-2419.2011.00373.x
Guan, X. & Frenkel, S. (2019). How perceptions of training impact employee performance: Evidence from two Chinese manufacturing firms. Personnel Review, 48(1), 163–183. doi: 10.1108/PR-05-2017-0141
Guest, D. & Conway, N. (2011). The impact of HR practices, HR effectiveness and a ‘strong HR system’ on organisational outcomes: A stakeholder perspective. International Journal of Human Resource Management, 22(8), 1686–1702. doi: 10.1080/09585192.2011.565657
Hair, J., Black, B., Babin, B., Anderson, R. et al. (2005). Multivariate data analysis (6th ed.). Prentice Hall.
Hall, L. & Torrington, D. (1998). Letting go or holding on – The devolution of operational personnel activities. Human Resource Management Journal, 8(1), 41–55. doi: 10.1111/j.1748-8583.1998.tb00158.x
Heraty, N. & Morley, M. (1995). Line managers and human resource development. Journal of European Industrial Training, 19(10), 31–37. doi: 10.1108/03090599510095861
Hoogendoorn, J. & Brewster, C. (1992). Human resource aspects: Decentralization and devolution. Personnel Review, 21(1), 4–11. doi: 10.1108/00483489210009075
Hu, L. & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling: A Multidisciplinary Journal, 6(1), 1–55. doi: 10.1080/10705519909540118
Huang, X., Chan, S. C. H., Lam, W. & Nan, X. (2010). The joint effect of leader–member exchange and emotional intelligence on burnout and work performance in call centers in China. International Journal of Human Resource Management, 21(7), 1124–1144. doi: 10.1080/09585191003783553
Hudson, S., González-Gómez, H. V. & Rychalski, A. (2017). Call centers: Is there an upside to the dissatisfied customer experience? Journal of Business Strategy, 38(1), 39–46. doi: 10.1108/JBS-01-2016-0008
Hutchinson, S. & Purcell, J. (2010). Managing ward managers for roles in HRM in the NHS: Overworked and under-resourced. Human Resource Management Journal, 20(4), 357–374. doi: 10.1111/j.1748-8583.2010.00141.x
Intindola, M., Weisinger, J. Y., Benson, P. & Pittz, T. (2017). The evolution of devolution in HR. Personnel Review, 46(8), 1796–1815. doi: 10.1108/PR-01-2016-0010
IT & Business Process Association of the Philippines [IBPAP]. (2020). Key industry milestones. Retrieved from https://www.ibpap.org/investors#milestone
Jabutay, F. A. & Rungruang, P. (2021). Turnover intent of new workers: Social exchange perspectives. Asia-Pacific Journal of Business Administration, 13(1), 60–79. doi: 10.1108/APJBA-10-2019-0216
Jabutay, F. A., Suwandee, S. & Jabutay, J. A. (2023). Testing the stress-strain-outcome model in Philippines-based call centers. Journal of Asia Business Studies, 17(2), 404–423. doi: 10.1108/JABS-06-2021-0240
Johnson, K. R., Park, S. & Bartlett, K. R. (2018). Perceptions of customer service orientation, training, and employee engagement in Jamaica’s hospitality sector. European Journal of Training and Development, 42(3–4), 191–209. doi: 10.1108/EJTD-11-2017-0094
Kahn, W. A. (1990). Psychological conditions of personal engagement and disengagement at work. Academy of Management Journal, 33, 692–724. doi: 10.5465/256287
Kumar, P. & Padhi, N. (2022). Development and validation of multi-factor employee engagement measuring instrument: A formative measurement model. Personnel Review, 51(9), 2261–2276. doi: 10.1108/PR-01-2021-0014
Kuvaas, B. & Dysvik, A. (2009). Perceived investment in employee development, intrinsic motivation and work performance. Human Resource Management Journal, 19(3), 217–236. doi: 10.1111/j.1748-8583.2009.00103.x
Kwon, K. (2019). The long-term effect of training and development investment on financial performance in Korean companies. International Journal of Manpower, 40(6), 1092–1109. doi: 10.1108/IJM-10-2017-0286
Lee, C. H. & Bruvold, N. (2003). Creating value for employees: Investment in employee development. International Journal of Human Resource Management, 14(6), 981–1000. doi: 10.1080/0958519032000106173
Lepak, D. P. & Snell, S. A. (1999). The human resource architecture: Toward a theory of human capital allocation and development. Academy of Management Review, 24(1), 31–48. doi: 10.5465/amr.1999.1580439
Liao, H. & Chuang, A. (2004). A multilevel investigation of factors influencing employee service performance and customer outcomes. Academy of Management Journal, 47(1), 41–58. doi: 10.5465/20159559
Liao, H., Toya, K., Lepak, D. P. & Hong, Y. (2009). Do they see eye to eye? Management and employee perspectives of high-performance work systems and influence processes on service quality. Journal of Applied Psychology, 94(2), 371–391. doi: 10.1037/a0013504
Liu, X. & Batt, R. (2010). How supervisors influence performance: A multilevel study of coaching and group management in technology-mediated services. Personnel Psychology, 63(2), 265–298. doi: 10.1111/j.1744-6570.2010.01170.x
Luo, W., Sun, Y., Gao, F. & Liu, Y. (2023). Linking self-efficacy and organizational identification: A moderated mediation model based on a self-verification perspective. Journal of Managerial Psychology, 38(2), 89–103. doi: 10.1108/JMP-01-2021-0008
MacKinnon, D. P., Fairchild, A. J. & Fritz, M. S. (2007). Mediation analysis. Annual Review of Psychology, 58(1), 593–614. doi: 10.1146/annurev.psych.58.110405.085542
MacKinnon, D. P., Krull, J. L. & Lockwood, C. M. (2000). Equivalence of the mediation, confounding and suppression effect. Prevention Science, 1(4), 173–181. doi: 10.1023/A:1026595011371
Martins, P. S. (2021). Employee training and firm performance: Evidence from ESF grant applications. Labour Economics, 72, 102056. doi: 10.1016/j.labeco.2021.102056
Maurer, T. J., Pierce, H. R. & Shore, L. M. (2002). Perceived beneficiary of employee development activity: A three-dimensional social exchange model. Academy of Management Review, 27(3), 432–444. doi: 10.5465/amr.2002.7389930
Mayrhofer, W., Müller-Camen, M., Ledolter, J., Strunk, G. et al. (2004). Devolving responsibilities for human resources to line management? An empirical study about convergence in Europe. Journal of East European Management Studies, 9(2), 123–146. doi: 10.5771/0949-6181-2004-2-123
Menguc, B., Auh, S., Fisher, M. & Haddad, A. (2013). To be engaged or not to be engaged: The antecedents and consequences of service employee engagement. Journal of Business Research, 66(11), 2163–2170. doi: 10.1016/j.jbusres.2012.01.007
Muhumuza, B. & Nangoli, S. (2019). Revisiting the potential of human capital development to predict commitment: An empirical approach. Industrial and Commercial Training, 51(5), 289–298. doi: 10.1108/ICT-11-2018-0094
Nikandrou, I., Apospori, E., Panayotopoulou, L., Stavrou, E. T. et al. (2008). Training and firm performance in Europe: The impact of national and organizational characteristics. International Journal of Human Resource Management, 19(11), 2057–2078. doi: 10.1080/09585190802404304
Nunnally, J. C. & Bernstein, I. H. (1994). Psychometric theory (3rd ed.). McGraw-Hill.
Ojha, A. K. & Kasturi, A. (2005). ‘Successful’ call centre employees: Understanding employee attributes and performance evaluation processes. IIMB Management Review, 17(2), 93–102.
Outsourcing Journal. (2021, October 12). 2021/22 Philippines IT & BPO industry performance and outlook. Retrieved from https://outsourcing-journal.org/philippines-it-bpo-industry-performance-and-outlook/?cookie-state-change=1652431857372
Percival, J. C., Cozzarin, B. P. & Formaneck, S. D. (2013). Return on investment for workplace training: The Canadian experience. International Journal of Training and Development, 17(1), 20–32. doi: 10.1111/ijtd.12002
Pfeffer, J. (1994). Competitive advantage through people: Unleashing the power of the work force. Harvard Business School Press.
Podsakoff, P. M., MacKenzie, S. B., Lee, J.-Y. & Podsakoff, N. P. (2003). Common method biases in behavioral research: A critical review of the literature and recommended remedies. Journal of Applied Psychology, 88(5), 879–903. doi: 10.1037/0021-9010.88.5.879
Presbitero, A., Roxas, B. & Chadee, D. (2016). Looking beyond HRM practices in enhancing employee retention in BPOs: Focus on employee-organisation value fit. International Journal of Human Resource Management, 27(6), 635–652. doi: 10.1080/09585192.2015.1035306
Purcell, J. & Hutchinson, S. (2007). Front-line managers as agents in the HRM-performance causal chain: Theory, analysis and evidence. Human Resource Management Journal, 17(1), 3–20. doi: 10.1111/j.1748-8583.2007.00022.x
Purcell, J., Kinnie, N., Hutchinson, S., Rayton, B. et al. (2003). Understanding the people and performance link: Unlocking the black box. Chartered Institute of Personnel and Development.
Rai, A. & Chawla, G. (2022). Exploring the interrelationship among job resources, job demands, work and organizational engagement. International Journal of Productivity and Performance Management, 71(5), 1916–1934. doi: 10.1108/IJPPM-05-2020-0246
Reyes, J. (2015). Loób and Kapwa: An introduction to a Filipino virtue ethics. Asian Philosophy, 25(2), 148–171. doi: 10.1080/09552367.2015.1043173
Ruppel, C., Sims, R. & Zeidler, P. (2013). Emotional labour and its outcomes: A study of a Philippine call centre. Asia-Pacific Journal of Business Administration, 5(3), 246–261. doi: 10.1108/APJBA-02-2013-0008
Saks, A. M. (2006). Antecedents and consequences of employee engagement. Journal of Managerial Psychology, 21(7), 600–619. doi: 10.1108/02683940610690169
Schaufeli, W. B., Bakker, A. B. & Salanova, M. (2006). The measurement of work engagement with a short questionnaire: A cross-national study. Educational and Psychological Measurement, 66(4), 701–716. doi: 10.1177/0013164405282471
Scully-Russ, E. & Torraco, R. (2020). The changing nature and organization of work: An integrative review of the literature. Human Resource Development Review, 19(1), 66–93. doi: 10.1177/1534484319886394
Sendawula, K., Nakyejwe Kimuli, S., Bananuka, J. & Najjemba Muganga, G. (2018). Training, employee engagement and employee performance: Evidence from Uganda’s health sector. Cogent Business and Management, 5(1), 1–12. doi: 10.1080/23311975.2018.1470891
Sesen, H. & Ertan, S. S. (2022). The effect of the employee perceived training on job satisfaction: The mediating role of workplace stress. European Journal of Training and Development, 46(9), 953–973. doi: 10.1108/EJTD-01-2021-0014
Sikora, D. M., Ferris, G. R. & Van Iddekinge, C. H. (2015). Line manager implementation perceptions as a mediator of relations between high-performance work practices and employee outcomes. Journal of Applied Psychology, 100(6), 1908–1918. doi: 10.1037/apl0000024
Sitzmann, T. & Weinhardt, J. M. (2019). Approaching evaluation from a multilevel perspective: A comprehensive analysis of the indicators of training effectiveness. Human Resource Management Review, 29(2), 253–269. doi: 10.1016/j.hrmr.2017.04.001
Soane, E., Truss, C., Alfes, K., Shantz, A. et al. (2012). Development and application of a new measure of employee engagement: The ISA engagement scale. Human Resource Development International, 15(5), 529–547. doi: 10.1080/13678868.2012.726542
Storey, J., Ulrich, D. & Wright, P. M. (2019). Strategic human resource management: A research overview (1st ed.). Routledge. doi: 10.4324/9780429490217
Subramanian, D. & Zimmermann, B. (2013). Training and capabilities in French firms: How work and organisational governance matter. International Journal of Manpower, 34(4), 326–344. doi: 10.1108/IJM-05-2013-0093
Truss, C., Shantz, A., Soane, E., Alfes, K. et al. (2013). Employee engagement, organisational performance and individual well-being: Exploring the evidence, developing the theory. The International Journal of Human Resource Management, 24(14), 2657–2669. doi: 10.1080/09585192.2013.798921
Tyskbo, D. (2020). Line management involvement in performance appraisal work: Toward a practice-based understanding. Employee Relations, 42(3), 818–844. doi: 10.1108/ER-06-2019-0236
Uslu, D., Marcus, J. & Kisbu-Sakarya, Y. (2022). Toward optimized effectiveness of employee training programs: A meta-analysis. Journal of Personnel Psychology, 21(2), 49–65. doi: 10.1027/1866-5888/a000290
Witt, L. A., Andrews, M. C. & Carlson, D. S. (2004). When conscientiousness isn’t enough: Emotional exhaustion and performance among call center customer service representatives. Journal of Management, 30(1), 149–160. doi: 10.1016/j.jm.2003.01.007
Wright, P. M. & McMahan, G. C. (2011). Exploring human capital: Putting ‘human’ back into strategic human resource management. Human Resource Management Journal, 21(2), 93–104. doi: 10.1111/j.1748-8583.2010.00165.x
Xanthopoulou, D., Bakker, A. B., Demerouti, E. & Schaufeli, W. B. (2009). Reciprocal relationships between job resources, personal resources, and work engagement. Journal of Vocational Behavior, 74(3), 235–244. doi: 10.1016/j.jvb.2008.11.003
Yalabik, Z., Popaitoon, P., Chowne, J. A. & Rayton, B. A. (2013). Work engagement as a mediator between employee attitudes and outcomes. International Journal of Human Resource Management, 24(14), 2799–2823. doi: 10.1080/09585192.2013.763844
Yang, J. & Bentein, K. (2023). Entrepreneurial leadership and employee creativity: A multilevel mediation model of entrepreneurial self-efficacy. Management Decision, 61(9), 2645–2669. doi: 10.1108/MD-04-2022-0449
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