Key elements of digital competence in professional sales & service work: Development and evaluation of a self-assessment scale for frontline employees
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References
- Alavi, S., & Habel, J. (2021). The human side of digital transformation in sales: Review & future paths. Journal of Personal Selling & Sales Management, 41(2), 83-86. doi: 10.1080/08853134.2021.1920969
- Arbuckle, J. L. (2005). SPSS Amos 6 User’s Guide. Spring House, USA: Amos Development Corporation.
- Atalay, E., Phongthiengtham, P., Sotelo, S., & Tannenbaum, D. (2018). New technologies and the labor market. Journal of Monetary Economics, 97, 48-67. doi: 10.1016/j.jmoneco.2018.05.008
- Aufreiter, D., Ehrlinger, D., Stadlmann, C., Uberwimmer, M., Biedersberger, A., Korter, C., & Mang, S. (2021). Automatic information retrievement for exporting services: First project findings from the development of an AI based export decision supporting instrument. Marketing Science & Inspirations, 2-11. doi: 10.46286/msi.2021.16.2.1
- Aznar, V., & González, J. (2010). Interactive resources in secondary education: Design and application. International Journal of Learning, 17(2).
- Bartolomé, J., Garaizar, P., & Larrucea, X. (2022). A Pragmatic Approach for Evaluating and Accrediting Digital Competence of Digital Profiles: A Case Study of Entrepreneurs and Remote Workers. Technology, Knowledge and Learning, 27(3), 843-878. doi: 10.1007/s10758-021-09516-3
- Bassellier, G., Reich, B. H., & Benbasat, I. (2001). Information Technology Competence of Business Managers: A Definition and Research Model. Journal of Management Information Systems, 17(4), 159-182. doi: 10.1080/07421222.2001.11045660
- Bentler, P. M., & Bonett, D. G. (1980). Significance tests and goodness of fit in the analysis of covariance structures. Psychological Bulletin, 88(3), 588.
- Bouwmans, M., Lub, X., Orlowski, M., Nguyen, T.-V. (2024). Developing the digital transformation skills framework: A systematic literature review approach. PLoS ONE, 19(7), e0304127. doi: 10.1371/journal.pone.0304127
- Browne, M. W. (1993). Alternative ways of assessing model fit. Sage Journals, 21(2), 136-162.
- Budai, B. B., Csuhai, S., & Tózsa, I. (2023). Digital Competence Development in Public Administration Higher Education. Sustainability, 15(16), 12462. doi: 10.3390/su151612462
- Calvani, A., Cartelli, A., Fini, A., & Ranieri, M. (2008). Models and Instruments for Assessing Digital Competence at School. Journal of E-learning and Knowledge Society, 4(3), 183-193.
- Carretero, G. S., Vuorikari, R., & Punie, Y. (2017). DigComp 2.1: The Digital Competence Framework for Citizens with eight proficiency levels and examples of use. Publications Office of the European Union, 1-48.
- Claro, M., Preiss, D. D., San Martín, E., Jara, I., Hinostroza, J. E., Valenzuela, S., Cortes, F., & Nussbaum, M. (2012). Assessment of 21st century ICT skills in
- Chile: Test design and results from high school level students. Computers & Education, 59(3), 1042-1053. doi: 10.1016/j.compedu.2012.04.004
- Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed). New York, USA: Routledge.
- Cronbach, L. J. (1951). Coefficient alpha and the internal structure of tests. Psychometrika, 16(3), 297-334.
- Dragano, N., & Lunau, T. (2020). Technostress at work and mental health: Concepts and research results. Current Opinion in Psychiatry, 33(4), 407. doi: 10.1097/YCO.0000000000000613
- Elhajjar, S., Yacoub, L., & Ouaida, F. (2024). The present and future of the B2B sales profession. Journal of Personal Selling & Sales Management, 44(2), 128-141. doi: 10.1080/08853134.2023.2183214
- Eshet-Alkalai, Y. (2004). Digital Literacy: A Conceptual Framework for Survival Skills in the Digital Era. Journal of educational multimedia and hypermedia, 13(1), 93-106.
- Evans, K. R., Arnold, T. J., & Grant, J. A. (1999). Combining Service and Sales at the Point of Customer Contact: A Retail Banking Example. Journal of Service Research, 2(1), 34-49. doi: 10.1177/109467059921004
- Fabrigar, L. R., & Wegener, D. T. (2011). Exploratory factor analysis. Oksford, United Kingdom: Oxford University Press. Fabrigar, L. R., Wegener, D. T., MacCallum, R. C., & Strahan, E. J. (1999). Evaluating the use of exploratory factor analysis in psychological research. Psychological Methods, 4, 272-299. doi: 10.1037/1082-989X.4.3.272
- Ferrari, A. (2012). Digital competence in practice: An analysis of frameworks. Luxembourg, Luxembourg: Publications Office of the European Union.
- Fraillon, J., Ainley, J., Schulz, W., Friedman, T., & Gebhardt, E. (2014). Preparing for Life in a Digital Age: The IEA International Computer and Information Literacy Study International Report. London, United Kingdom: SpringerOpen.
- Golz, C., Peter, K. A., Müller, T. J., Mutschler, J., Zwakhalen, S. M. G., & Hahn, S. (2021). Technostress and Digital Competence Among Health Professionals in Swiss Psychiatric Hospitals: Cross-sectional Study. JMIR Mental Health, 8(11), e31408. doi: 10.2196/31408
- González-González, T., & García-Almeida, D. J. (2021). Frontline employee-driven innovation through suggestions in hospitality firms: The role of the employee’s creativity, knowledge, and motivation. International Journal of Hospitality Management, 94, 102877. doi: 10.1016/j.ijhm.2021.102877
- Guenzi, P., & Nijssen, E. J. (2021). The impact of digital transformation on salespeople: An empirical investigation using the JD-R model. Journal of Personal Selling & Sales Management, 41(2), 130-149. doi: 10.1080/08853134.2021.1918005
- Hair, J. F., Black, W. C., Babin, B. J., Anderson, R. E., & Tatham, R. L. (2006). Multivariate data analysis (Vol. 6). Upper Saddle River, USA: Pearson Prentice Hall.
- Hatlevik, I. K. R., & Hatlevik, O. E. (2018). Examining the Relationship Between Teachers’ ICT Self-Efficacy for Educational Purposes, Collegial Collaboration, Lack of Facilitation and the Use of ICT in Teaching Practice. Frontiers in Psychology, 9, 935. doi: 10.3389/fpsyg.2018.00935
- Hoyle, R. H. (2000). Handbook of Applied Multivariate Statistics and Mathematical Modeling. New York, USA: Elsevier.
- Hu, L.-T., & Bentler, P. M. (1995). Evaluating model fit. In R. H. Hoyle (Ed.), Structural equation modeling: Concepts, issues, and applications (pp. 76-99). London, United Kingdom: Sage Publications.
- Ilomäki, L., Paavola, S., Lakkala, M., & Kantosalo, A. (2016). Digital competence - an emergent boundary concept for policy and educational research. Education and Information Technologies, 21(3), 655-679. doi: 10.1007/s10639-014-9346-4
- Jung, J. H., Yoo, J., Arnold, T. J., & Ryu, S. (2023). The interactive influence of frontline employee motivational orientation and service climate/strength upon employee need satisfaction and performance. Journal of Service Research, 27(4), 617–635. doi: 10.1177/10946705231190012
- Jahn, S. (2007). Strukturgleichungsmodellierung mit LISREL, AMOS und SmartPLS: Eine Einffhrung (An Introduction to Structural Equation Modeling with LISREL, AMOS and SmartPLS). SSRN Electronic Journal. doi: 10.2139/ssrn.2729658
- Gudanowska A., Kononiuk A., Dębkowska K. (2020). The Application of Cluster Analysis for the Selection of Key Competences of Future-Oriented Entrepreneurs, Engineering Economics, 31(5), 565-574.
- Krempkow, R. (2022). DigKomp2.2 de: Erhebung digitaler Kompetenzen gemäß DigComp2.1-Referenzrahmen der EU [DigKomp2.2 de: Digital skills assessment according to the EU DigComp 2.1 reference framework]. Open Test Archive. Trier: ZPID. https://doi.org/10.23668/psycharchives.6599
- Lages, C. R., & Piercy, N. F. (2012). Key Drivers of Frontline Employee Generation of Ideas for Customer Service Improvement. Journal of Service Research, 15(2), 215-230. doi: 10.1177/1094670511436005
- Mahlamäki, T., Storbacka, K., Pylkkönen, S., & Ojala, M. (2020). Adoption of digital sales force automation tools in supply chain: Customers’ acceptance of sales configurators. Industrial Marketing Management, 91, 162-173. doi: 10.1016/j.indmarman.2020.08.024
- Miltuze, A., & Litiņa, S. (2021). Students’ digital competence: A scoping review of measuring instruments. Human, Technologies and Quality of Education, 288-308. doi: 10.22364/htqe.2021.21
- Motamarri, S., Akter, S., & Yanamandram, V. (2017). Does big data analytics influence frontline employees in services marketing? Business Process Management Journal, 23(3), 623-644. doi: 10.1108/BPMJ-12-2015-0182
- Murawski, M., & Bick, M. (2017). Digital competences of the workforce - a research topic? Business Process Management Journal, 23. doi: 10.1108/BPMJ-06-2016-0126
- Oberländer, M., Beinicke, A., & Bipp, T. (2020). Digital competencies: A review of the literature and applications in the workplace. Computers & Education, 146, 103752. doi: 10.1016/j.compedu.2019.103752
- Oggero, N., Rossi, M. C., & Ughetto, E. (2020). Entrepreneurial spirits in women and men. The role of financial literacy and digital skills. Small Business Economics, 55(2), 313-327. doi: 10.1007/s11187-019-00299-7
- Okada, K. (2013). Is Omega Squared Less Biased? A Comparison of Three Major Effect Size Indices in One-Way Anova. Behaviormetrika, 40(2), 129-147. doi: 10.2333/bhmk.40.129
- Paluch, S., Tuzovic, S., Holz, H. F., Kies, A., & Jörling, M. (2022). “My colleague is a robot” - exploring frontline employees’ willingness to work with collaborative service robots. Journal of Service Management, 33(2), 363-388. doi: 10.1108/JOSM-11-2020-0406
- Parra-Camacho, D., Fernández-Piqueras, R., & Ballester-Esteve, I. (2023). Influence of Teaching Digital Competence and Professional Competencies on the Professional Performance of the Soccer Coach: Physical Culture & Sport. Studies & Research. Physical Culture & Sport. Studies & Research, 99(1), 43-54. doi: 10.2478/pcssr-2023-0012
- Pemer, F. (2021). Enacting Professional Service Work in Times of Digitalization and Potential Disruption. Journal of Service Research, 24(2), 249-268. doi: 10.1177/1094670520916801
- Pettersson, F. (2018). On the issues of digital competence in educational contexts - a review of literature. Education and Information Technologies, 23(3), 1005-1021. doi: 10.1007/s10639-017-9649-3
- Piwowar-Sulej, K., Blštáková, J., Ližbetinová, L., & Zagorsek, B. (2024). The impact of digitalization on employees’ future competencies: Has human resource development a conditional role here? Journal of Organizational Change Management, 37(8), 36–52. doi: 10.1108/JOCM-10-2023-0426
- Poethke, U., Klasmeier, K. N., Diebig, M., Hartmann, N., & Rowold, J. (2019). Entwicklung eines Fragebogens zur Erfassung zentraler Merkmale der Arbeit 4.0 [Development of a questionnaire to capture key characteristics of Work 4.0]. Zeitschrift für Arbeits- und Organisationspsychologie A&O, 63(3), 129-151. doi: 10.1026/0932-4089/a000298
- Ragu-Nathan, T. S., Tarafdar, M., Ragu-Nathan, B. S., & Tu, Q. (2008). The Consequences of Technostress for End Users in Organizations: Conceptual Development and Empirical Validation. Information Systems Research, 19(4), 417-433. doi: 10.1287/isre.1070.0165
- Reisoğlu, İ. (2022). How Does Digital Competence Training Affect Teachers’ Professional Development and Activities? Technology, Knowledge and Learning, 27(3), 721-748. doi: 10.1007/s10758-021-09501-w
- Rollnik-Sadowska, E., Bartkutė-Norkūnienė, V., & Grabińska, V. (2024). Digital competencies in EU countries - adaptability to the “the future of work” paradigm. Zeszyty Naukowe Politechniki Śląskiej. Organizacja I Zarządzanie, 201. doi: 10.29119/1641-3466.2024.201.23
- Salanova, M., Llorens, S., & Ventura, M. (2014). Technostress: The Dark Side of Technologies. In C. Korunka & P. Hoonakker (Eds.), The Impact of ICT on Quality of Working Life (pp. 87-103). Amsterdam, Netherlands: Springer.
- Sarstedt, M., & Wilczynski, P. (2009). More for Less? A Comparison of Single-item and Multi-item Measures. Die Betriebswirtschaft, 69, 211-227.
- Schauffel, N., Schmidt, I., Peiffer, H., & Ellwart, T. (2021). Data and Code: ICT-SC25g and ICT-SC25e - Scale development and validation (Version 1.0.0) [Dataset]. GESIS Data Archive. doi: 10.7802/2343
- Singh, J., Flaherty, K., Sohi, R. S., Deeter-Schmelz, D., Habel, J., Le Meunier-FitzHugh, K., Malshe, A., Mullins, R., & Onyemah, V. (2019). Sales profession and professionals in the age of digitization and artificial intelligence technologies: Concepts, priorities, and questions. Journal of Personal Selling & Sales Management, 39(1), 2-22. doi: 10.1080/08853134.2018.1557525
- Spearman, C. (1904). ‘General intelligence,’ objectively determined and measured. The American Journal of Psychology, 15(2), 201-293. https://doi.org/10.2307/1412107
- Taber, K. S. (2018). The Use of Cronbach’s Alpha When Developing and Reporting Research Instruments in Science Education. Research in Science Education, 48(6), 1273-1296. doi: 10.1007/s11165-016-9602-2
- Temerak, M. S., Micevski, M., Kadić-Maglajlić, S., & Latinovic, Z. (2024). Nuances of Sales-Service Ambidexterity across Varied Sales Job Types. British Journal of Management, 35(4), 1994-2010. doi: 10.1111/1467-8551.12807
- van Laar, E., van Deursen, A. J. A. M., van Dijk, J. A. G. M., & de Haan, J. (2018). 21st-century digital skills instrument aimed at working professionals: Conceptual development and empirical validation. Telematics and Informatics, 35(8), 2184-2200. doi: 10.1016/j.tele.2018.08.006
- van Laar, E., van Deursen, A. J. A. M., van Dijk, J. A. G. M., & de Haan, J. (2020). Determinants of 21st-Century Skills and 21st-Century Digital Skills for Workers: A Systematic Literature Review. SAGE Open, 10(1), 2158244019900176. doi: 10.1177/2158244019900176
- Vuorikari, R., Kluzer, S., & Punie, Y. (2022). DigComp 2.2, The Digital Competence framework for citizens: With new examples of knowledge, skills and attitudes. Luxembourg, Luxembourg: Publications Office of the European Union.
- Wang, H., Ding, H., & Kong, X. (2022). Understanding technostress and employee well-being in digital work: The roles of work exhaustion and workplace knowledge diversity. International Journal of Manpower, 44(2), 334-353. doi: 10.1108/IJM-08-2021-0480
- Wanous, J. P., Reichers, A. E., & Hudy, M. J. (1997). Overall job satisfaction: How good are single-item measures? Journal of Applied Psychology, 82(2), 247-252. doi: 10.1037/0021-9010.82.2.247
- Westermann, T. (2017). User Acceptance of Mobile Notifications. Singapore, Asia: Springer.
- Xie, J. (A.), Olajuwon-Ige, O., Ranaweera, C., Lee, S. (A.), & Kumari, V. (2025). Frontline employee competencies for technologically complex service environments: A conceptual model of mindfulness orientation. Journal of Service Management, 36(3), 311–334. doi: 10.1108/JOSM-07-2024-0309
- Zhao, Y., Pinto Llorente, A. M., & Sánchez Gómez, M. C. (2021). Digital competence in higher education research: A systematic literature review. Computers & Education, 168, 104212. doi: 10.1016/j.compedu.2021.104212
Language: English
Page range: 51 - 67
Submitted on: May 10, 2025
Accepted on: Jul 30, 2025
Published on: Oct 8, 2025
Published by: Bialystok University of Technology
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© 2025 Thomas Süße, Maria Kobert, Julia Siderska, published by Bialystok University of Technology
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