Renewed talent management: more productive development teams with digitalization supported HR tools

 
 
 
  • Abstract
  • Keywords
  • References
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  • Abstract


    In most companies and organizations, performance is related to talent management and skills to analyze what and why people are working on. However, many companies do fail to implement a long-term strategy for the performance enhancement activities, considering the talents they have recruited. In this article, we propose a tool for HR work, in context of talent management and how to utilize people skills and productivity analytics to improve team performance and related KPIs. A project data-based case study is illustrated, in which a set of devel-oper and content marketers were analyzed as core team members. In practice, the presented framework makes an important contribution to decision-making activities, where people analytics and proper software tools are used to build new novel knowledge into talent pool of the team. With the framework-based analysis, it is possible to analytically compare team members’ performance and enhance the team’s skill and structural development which means that we can employ analytics to find best performers and set their roles for more optimally working teams. Our research supports the concept of using the right framework can make a big positive difference in team analytics.

     

     


  • Keywords


    Company Culture; Competence Visualization; Digitalization; Human Resources; Performance; Skill; Talent Management; Team Analytics; Team Development.

  • References


      [1] Happonen, A., Siljander, V. (2020), Gainsharing in logistics outsourcing: trust leads to success in the digital era, International Journal of Collaborative Enterprise, Vol. 6, No. 2, pp. 150-175, https://doi.org/10.1504/IJCENT.2020.110221.

      [2] Ghoreishi, M., Happonen, A. (2020), New promises AI brings into circular economy accelerated product design: a review on supporting literature, E3S Web Conf., Vol. 158, pp. 1-10, https://doi.org/10.1051/e3sconf/202015806002.

      [3] Younger, J., Small Wood, N., Ulvich, D. (2007). Developing your organizations brand as a talent developer. Human Resource Planning Francisco, CA.

      [4] Wessel, M. (2012). How Big Companies Should Innovate. Harvard Business Review.

      [5] Grove, S. A. (1995). High Output Management. Vintage. ISBN 9780679762881

      [6] Reeves, M., & Deimler, M. (2011). Adaptability: The New Competitive Advantage. Harvard Business Review.

      [7] Ewenstein, B., Hancock, B., & Komm, A. (2016). Ahead of the curve: The future of performance management. McKinsey & Company.

      [8] Keller, S., & Meaney, M., (2017). Attracting and retaining the right talent. McKinsey & Company.

      [9] Andrianova, S., Maor, D., & Schaninger, B. (2018). Winning with your talent-management strategy. McKinsey & Company.

      [10] Carlile, P. (2002). Transferring, Translating, and Transforming: An Integrative Framework for Managing Knowledge Across Boundaries, Organization Science. Iss. 15. pp. 555-568. https://doi.org/10.1287/orsc.1040.0094.

      [11] Campion, M. A., Medsker, G. J., & Higgs, A. C. (1993). Relations between work group characteristics and effectiveness: Implications for designing effective work groups, Personnel Psychology. Vol.46, Iss. 4, pp. 823-850, https://doi.org/10.1111/j.1744-6570.1993.tb01571.x.

      [12] Mathieu, J., Maynard, M., Rapp, T. & Gilson, L. (2008). Team Effectiveness 1997-2007: A Review of Recent Advancements and a Glimpse Into the Future. Journal of Management, Vol. 34, pp. 410-476. https://doi.org/10.1177/0149206308316061.

      [13] Pearce, C. L., Herbik, P.A. (2004). Citizenship behavior at the team level of analysis: the effects of team leadership, team commitment, perceived team support, and team size. J Soc Psychol. Vol. 144, Iss. 3, pp. 293-310. PMID: 15168430. https://doi.org/10.3200/SOCP.144.3.293-310.

      [14] Buckingham, M. (2005). What great managers do. Harvard Business Review. https://doi.org/10.1109/EMR.2005.26742.

      [15] Feser, C., Mayol F., & Srinivasan R. (2015). Decoding leadership what really matters. McKinsey Quarterly.

      [16] Anderson, N., & West, M. (1998). Measuring Climate for Work Group Innovation: Development and Validation of the Team Climate Inventory. Journal of Organizational Behavior, Vol. 19, Iss. 3, pp. 235-258. Retrieved October 12, 2020, from http://www.jstor.org/stable/3100170. https://doi.org/10.1002/(SICI)1099-1379(199805)19:3<235::AID-JOB837>3.0.CO;2-C.

      [17] Edmondson, A. C. (2011). Strategies for Learning from Failure. Harvard Business Review.

      [18] Castro Laszlo, K., & Laszlo, A. (2002). Evolving knowledge for development: The role of knowledge management in a changing world. Journal of Knowledge Management, Vol. 6, Iss. 4, pp. 400-412. https://doi.org/10.1108/13673270210440893.

      [19] Breslin, D., & Jones, C. (2012). The Evolution of Entrepreneurial Learning. International Journal of Organizational Analysis, Vol. 20, Iss. 3, pp. 294-308. https://doi.org/10.1108/19348831211243811.

      [20] Salmela, E., Happonen, A., & Huiskonen, J. (2011). Best Collaboration Practices in Supply Chain of Technical Wholesale Items. International Journal of Collaborative Enterprise, Vol. 2 Iss. 1, pp. 16-38, https://doi.org/10.1504/IJCENT.2011.040663.

      [21] Schulz, B. (2008). The Importance of Soft Skills: Education beyond academic knowledge. Journal of Language and Communication, Vol. 2, Iss. 1, pp. 146-154.

      [22] George, J. M., & Zhou, J. (2002). Understanding when bad moods foster creativity and good ones do not: The role of context and clarity of feelings. Journal of Applied Psychology, Vol. 87, Iss. 4, pp. 687-697. https://doi.org/10.1037/0021-9010.87.4.687.

      [23] Yuan, F., & Woodman, R. (2010). Innovative Behavior in the Workplace: The Role of Performance and Image Outcome Expectations. Academy of Management Journal, Vol. 53, Iss. 2, pp. 323-342, https://doi.org/10.5465/amj.2010.49388995.

      [24] McDonnell, A., Collings, D.G., Mellahi, K., &bSchuler, R. (2017). Talent management: a systematic review and future prospects, European J. International Management, Vol. 11, No. 1, pp. 86-128. https://doi.org/10.1504/EJIM.2017.081253.

      [25] Kramar, R. (2014). Beyond strategic human resource management: is sustainable human resource management the next approach? The International Journal of Human Resource Management, Vol. 25, Iss. 8, pp. 1069-1089. https://doi.org/10.1080/09585192.2013.816863.

      [26] Klein, G. (2007). Performing a Project Premortem. Harvard Business Review.

      [27] Tarique, I., & Schuler, R.S. (2010). Global talent management: Literature review, integrative framework, and suggestions for further research. Journal of World Business, Vol. 45, Iss. 2, pp. 122-133. https://doi.org/10.1016/j.jwb.2009.09.019.

      [28] Edmondson A. (1999). Psychological Safety and Learning Behavior in Work Teams Author(s). Administrative Science Quarterly,.Vol. 44, No. 2, pp. 350-383. https://doi.org/10.2307/2666999.

      [29] Bouwmans, M., Runhaar, P., Wesselink, R., & Mulder, M. (2019) Stimulating teachers' team performance through team-oriented HR practices: the roles of affective team commitment and information processing. The International Journal of Human Resource Management, Vol. 30, Iss. 5, pp. 856-878. https://doi.org/10.1080/09585192.2017.1322626.

      [30] Salmela, E., & Happonen, A. (2009). Role of Logistics Service Provider in Supply Chain Between Manufacturer and Subcontractor. In proceedings of the 14th International Symposium on Logistics (ISL 2009) - Global supply chains and inter-firm networks, Istanbul, Turkey, 05-08.7.2009, ISBN 978-0-85358-220-5, pp. 531-537, http://doi.org/10.5281/zenodo.3373982

      [31] McDonnell, A., Hickey, C., & Gunnigle, P. (2011). Global talent management: exploring talent identification in the multinational enterprise. European J. International Management. Vol. 5, No. 2, pp.174-193. https://doi.org/10.1504/EJIM.2011.038816.

      [32] Collings, D.G., & Mellahi, K. (2009). Strategic Talent Management: A review and research agenda. Human Resource Management Review. Vol. 19, Iss. 4, pp. 304-313. https://doi.org/10.1016/j.hrmr.2009.04.001.

      [33] Lewis, R.E., & Heckman, R.J. (2006). Talent Management: A critical review. Human Resource Management Review, Vol. 16, pp. 139-154. https://doi.org/10.1016/j.hrmr.2006.03.001.

      [34] Grant, A. (2008). The Significance of Task Significance: Job Performance Effects, Relational Mechanisms, and Boundary Conditions. The Journal of applied psychology, Vol. 93, pp. 108-24. https://doi.org/10.1037/0021-9010.93.1.108.

      [35] Harrison, S. & Rouse, Elizabeth. (2014). An Inductive Study of Feedback Interactions over the Course of Creative Projects, Academy of Management Journal, Vol. 58, pp. 375-404. https://doi.org/10.5465/amj.2012.0737.

      [36] Locke E. A., & Latham, G. P. (2002). Building a practically useful theory of goal setting and task motivation. A 35-year odyssey. Am Psychol. 57(9), pp. 705-717. PMID: 12237980. https://doi.org/10.1037//0003-066X.57.9.705.

      [37] Noble, D. (2002). A Cognitive Description of Collaboration and Coordination to Help Teams Identify and Fix Problems. In Proceedings of the 7th International Command and Control Research Technology Symposium, Canada, pp. 1-14. https://doi.org/10.21236/ADA467861.

      [38] Cusumano, M. (1997). How Microsoft Makes Large Teams Work Like Small Teams. Sloan Management Review, Iss. 39.

      [39] Harrison, S., & Sluss, D. (2015). Newcomer idea emergence: An inductive study of sharing outsider ideas while becoming an insider. Academy of Management Proceedings. 12855-12855. https://doi.org/10.5465/ambpp.2015.12855abstract.

      [40] Truss, C., Shantz, A., Soane, E., Alfes, K., & Delbridge, R. (2013). Employee engagement, organisational performance and individual well-being: exploring the evidence, developing the theory. The International Journal of Human Resource Management, Vol. 24, Iss. 14, pp. 2657-2669. https://doi.org/10.1080/09585192.2013.798921.

      [41] Latham, G., & Erez, M. (1988). The Determinants of Goal Commitment. Academy of Management Review. 13. 10.5465/AMR.1988.4306771. https://doi.org/10.2307/258352.

      [42] Cappelli, P. (2013). Talent on demand - The future of workforce flexibility and talent acquisition in an uncertain world, CWS Summit Singapore.

      [43] Burt, R. (2004). Structural Holes and Good Ideas. American Journal of Sociology. Iss. 110, pp. 349-399. https://doi.org/10.1086/421787.

      [44] Moreland R. L., & Levine J.M. (2002). Socialization and Trust in Work Groups. Group Processes & Intergroup Relations, Vol. 5, Iss. 3, pp. 185-201. https://doi.org/10.1177/1368430202005003001.

      [45] Williams Woolley A., Chabris C. F., Pentland A., Hashmi N., & Malone T. W. (2010). Evidence for a Collective Intelligence Factor in the Performance of Human Groups, Science, Vol. 330, Iss. 686, https://doi.org/10.1126/science.1193147.

      [46] Page, S. E. (2007). The difference: How the power of diversity creates better groups, firms, schools, and societies. Princeton University Press. https://doi.org/10.1515/9781400830282.

      [47] Cappelli, P. (2008). Talent Management for the Twenty-First Century. Harvard Business Review March: 74-81.

      [48] de Mol, E. (2019). What Makes a Successful Start Up Team. Harvard Business Review.

      [49] Salas, E., Cooke, N.J., & Rosen, M.A. (2008). On Teams, Teamwork, and Team Performance: Discoveries and Developments". Journal of the Human Factors and Ergonomics Society, Vol. 50, Iss. 3, pp. 540-547 https://doi.org/10.1518/001872008X288457.

      [50] Whitzman, C. (2016). Culture eats strategy for breakfast: the powers and limitations of urban design education. Journal of Urban Design, Vol. 21, Iss. 5, pp. 574-576. https://doi.org/10.1080/13574809.2016.1220157.

      [51] Alfes, K., Shantz, A.D., Truss, C., & Soane, E.C. (2013). The link between perceived human resource management practices, engagement and employee behaviour: a moderated mediation model. The International Journal of Human Resource Management, Vol. 24, Iss. 2, pp. 330-351. https://doi.org/10.1080/09585192.2012.679950.

      [52] Abhinav, G., & Vilmos, M. (2018). Follow the Leader (or Not): The Influence of Peer CEOs' Characteristics on Inter-Organizational Imitation. Strategic Management Journal, Vol. 39, Iss. 5. https://doi.org/10.1002/smj.2765.

      [53] Lieberman, M.B., & Asaba, S. (2006). Why do firms imitate each other? , Academy of Management Review, Vol. 31, Iss. 2, pp. 366-385. https://doi.org/10.5465/amr.2006.20208686.

      [54] Vaiman, V., Collings, D.G., & Scullion, H. (2017). Contextualising talent management. Journal of Organizational Effectiveness: People and Performance, Vol. 4 Iss. 4, pp. 294-297. https://doi.org/10.1108/JOEPP-12-2017-070.

      [55] Scullion, H., Collings, D.G., & Caligiuri, P. (2010). Global Talent Management. Journal of World Business, Vol. 45, Iss. 2, pp. 105-196 https://doi.org/10.1016/j.jwb.2009.09.011.

      [56] Dweck, C. (2016). What Having a "Growth Mindset" Actually Means. Harvard Business Review.

      [57] ATD Research. (2016). Building a Culture of Learning: The Foundation of a Successful Organization, ISBN: 9781562869892

      [58] Hong, L. & Page, S. (2004). Groups of Diverse Problem Solvers Can Outperform Groups of High-Ability Problem Solvers. Proceedings of the National Academy of Sciences of the United States of America, Iss. 101, pp. 16385-16389. https://doi.org/10.1073/pnas.0403723101.

      [59] Jones, G. (1984). Task Visibility, Free Riding, and Shirking: Explaining the Effect of Structure and Technology on Employee Behavior, The Academy of Management Review, Vol. 9, Iss. 4, pp. 684-695. Retrieved October 16, 2020, from http://www.jstor.org/stable/258490. https://doi.org/10.5465/amr.1984.4277404.

      [60] Bennett, N. & Naumann, S. (2005). Withholding effort at work: Understanding and preventing shirking, job neglect, social loafing, and free riding. https://doi.org/10.4135/9781452231105.n5.

      [61] Adom, D., Hussein, E.K., & Agyem, J.A. (2018). Theoretical and Conceptual Framework: Mandatory Ingredients of a Quality Research. International Journal of Scientific Research, Iss. 7, pp. 438-441.

      [62] Duhigg, C. (2016). What Google learned from its quest to build the perfect team. NYTimes

      [63] Singhal, A., & Gupta, A.K. (1993). Managing Human Resources for Innovation and Creativity. Research-Technology Management, Vol. 36, Iss. 3, pp. 41-48. https://doi.org/10.1080/08956308.1993.11670902.

      [64] De Jong, B. A., & Elfring T. (2014). How Does Trust Affect the Performance of Ongoing Teams? The Mediating Role of Reflexivity, Monitoring and Effort. The Academy of Management Journal, Iss. 53, pp. 535-549, https://doi.org/10.5465/amj.2010.51468649.

      [65] Hambrick, D. C., Davison, S. C., Snell, S. A. & Snow, C. C. (1998). When Groups Consist of Multiple Nationalities: Towards a New Understanding of the Implications. Organization Studies, Vol. 19, no. 2, pp. 181-205. https://doi.org/10.1177/017084069801900202.

      [66] Cummings, J. N. (2004). Work Groups, Structural Diversity and Knowledge Sharing in a Global Organization. Management Science 50, Iss. 3, pp. 352-364; and D. van Knippenberg and Schippers, M. C. (2007). Work Group Diversity, Annual Review of Psychology, Iss. 58, pp. 515-541. https://doi.org/10.1287/mnsc.1030.0134.

      [67] Cummings, J. N. (2004). Work Groups. Management Science 50, Vol. 3, pp. 352-364. https://doi.org/10.1146/annurev.psych.58.110405.085546.

      [68] Hülsheger, U. R., Anderson, N., & Salgado, J. F. (2009), Team-level predictors of innovation at work: A comprehensive meta-analysis spanning three decades of research. Journal of Applied Psychology, Vol. 94, Iss. 5, pp. 1128-1145. https://doi.org/10.1037/a0015978.

      [69] Walker, A. (2011). Creativity loves constraints': The paradox of Google's twenty percent time. Source: Ephemera: Theory & Politics in Organization, Vol. 11, Iss. 4, pp. 369-386.

      [70] Amberg, J.J., McGaughey, S.L. (2019). Strategic human resource management and inertia in the corporate entrepreneurship of a multinational enterprise. The International Journal of Human Resource Management, Vol. 30, Iss. 5, pp. 759-793. https://doi.org/10.1080/09585192.2016.1192051.

      [71] Eskelinen, T., Räsänen, T., Santti, U., Happonen, A., & Kajanus, M. (2017). Designing a Business Model for Environmental Monitoring Services Using Fast MCDS Innovation Support Tools. Technology Innovation Management Review, Vol. 7, Iss. 11, pp. 36-46, https://doi.org/10.22215/timreview/1119.

      [72] Seibert, S. E., Wang, G., & Courtright, S. H. (2011). Antecedents and consequences of psychological and team empowerment in organizations: A meta-analytic review. Journal of Applied Psychology, Vol. 96, Iss. 5, pp. 981-1003. https://doi.org/10.1037/a0022676.

      [73] Minor, D., Brook, P., & Bernoff, J. (2017). Are Innovative Companies More Profitable ?, MIT Sloan Management Review.

      [74] Porras, J., Khakurel, J., Ikonen, J., Happonen, A., Knutas, A., Herala, A., & Drögehorn, O. (2018). Hackathons in software engineering education - lessons learned from a decade of events. International Conference on Software Engineering 2018 (ICSE), Gothenburg, Sweden, pp. 40-47, https://doi.org/110.1145/3194779.3194783[AH1]

      [75] Porras, J., Knutas, A., Ikonen, J., Happonen, A., Khakurel, J., & Herala, A. (2019). Code camps and hackathons in education - literature review and lessons learned, In proceedings of the 52nd Hawaii International Conference on System Sciences (HICSS), Hawaii, USA, pp. 7750-7759, https://doi.org/10.24251/HICSS.2019.933.

      [76] Levine, J. M., & Moreland, R. L. (1992). Small groups and mental health. In D. N. Ruble, P. R. Costanzo, & M. E. Oliveri (Eds.), The social psychology of mental health: Basic mechanisms and applications, pp. 126-165, Guilford Press.

      [77] Daubner-Siva, D., Ybema, S., Vinkenburg, C. & Beech, N. (2018) The talent paradox: talent management as a mixed blessing. Journal of Organizational Ethnography, Vol. 7, No. 1, pp. 74-86. https://doi.org/10.1108/JOE-01-2017-0002.

      [78] Latham, G., & Erez, M. (1988). The Determinants of Goal Commitment. Academy of Management Review. 13. https://doi.org/10.2307/258352.

      [79] Bezuijen, X. M., van Dam, K., van den Berg, P. & Thierry, H. (2010). How leaders stimulate employee learning: A leader-member exchange approach. Journal of Occupational and Organizational Psychology, Vol. 83, pp. 673-692. https://doi.org/10.1348/096317909X468099.

      [80] Happonen, A., & Minashkina, D. (2019). Professionalism in Esport: Benefits in Skills and Health & Possible Downsides, ISBN 978-952-335-374-9, ISSN 2243-3384, pp. 1-36, https://doi.org/10.13140/RG.2.2.28958.59208/2[AH2]

      [81] Cabrera, E.F., & Cabrera, A. (2005). Fostering knowledge sharing through people management practices. The International Journal of Human Resource Management, Vol. 16, Iss. 5, pp. 720-735. https://doi.org/10.1080/09585190500083020.

      [82] Salmela, E., Santos, C., & Happonen, A. (2013). Formalization of Front-End Innovation in Supply Network Collaboration. International Journal of Innovation and Regional Development, Vol. 5, No. 1, pp. 91-111, https://doi.org/10.1504/IJIRD.2013.052510.

      [83] Noe, R.A, Hollenbeck, J.R., Gerhart, B., & Wright, P.M. (2017). Human resource management: Gaining a competitive advantage. McGraw-Hill/Irwin

      [84] Wright, P.M., McMahan, G.C., McWilliams, A., (1994). Human resources and sustained competitive advantage: a resource-based perspective. The International Journal of Human Resource Management, Vol. 5, Iss. 2, pp. 301-326. https://doi.org/10.1080/09585199400000020.

      [85] Salmela, E., & Happonen, A. (2007). Applicability of CPFR on Inventory Replenishment Operation Model of Low-value Items. Finnish Machinery Industry - Case Study, In proceedings of the 12th International Symposium on Logistics (ISL 2007), 8-10.7.2007, Budapest, Hungary, ISBN: 978-0-85358-218-2, pp. 441-448, http://doi.org/10.5281/zenodo.3376593

      [86] Griffin, T. (2018). Lessons from Phil Knight about Business and Being an Entrepreneur, From : 25iq.com/2018/01/27/lessons-from-phil-knight-about-business-and-being-an-entrepreneur/

      [87] Tan, S. K, & Rajah, S. (2019). Evoking Work Motivation in Industry 4.0, SAGE Open, Vol. 9, Iss. 4, https://doi.org/10.1177/2158244019885132.

      [88] Hecker, S., Bonney, R., & Haklay, M. et al. (2018). Innovation in Citizen Science - Perspectives on Science-Policy Advances. Citizen Science: Theory and Practice. Iss. 3, No. 1, Art. 4, https://doi.org/10.5334/cstp.114.

      [89] Santos, J., Doz, Y. & Williamson, P. (2004). Is Your Innovation Process Global ?, MIT Sloan Management Review, Iss. 45, pp. 31-37.

      [90] Hoegl, M. & Proserpio, L. (2004). Team Member Proximity and Teamwork in Innovative Projects. Research Policy, Vol. 33, Iss. 8, pp. 1153-1165. https://doi.org/10.1016/j.respol.2004.06.005.

      [91] Allen, T. J. (1977). Managing the Flow of Technology. MIT Press.

      [92] Eppinger, S. D. & Chitkara, A. R. (2006). The New Practice of Global Product Development. MIT Sloan Management Review, Iss. 47, pp. 22-30.

      [93] Cascio, W. & Shurygailo, S. (2008). E-Leadership and Virtual Teams. Engineering Management Review, IEEE. 31. 79 - 79. https://doi.org/10.1109/EMR.2008.4490142.

      [94] Gladden, M. (2014). Leveraging the Cross-Cultural Capacities of Artificial Agents as Leaders of Human Virtual Teams.

      [95] Frankiewicz, B., & Chamorro-Premuzic, T. (2020) The Post-Pandemic Rules of Talent Management. Harvard Business Review.

      [96] Santti, U., Eskelinen, T., Rajahonka, M., Villman, R., & Happonen, A. (2017). Effects of Business Model Development Projects on Organizational Culture: A Multiple Case Study of SMEs. Technology Innovation Management Review, Vol 7, Iss. 8, pp. 15-26, https://doi.org/10.22215/timreview/1096.

      [97] Zhou, J. & Hoever, I. (2014). Research on Workplace Creativity: A Review and Redirection. Annual Review of Organizational Psychology and Organizational Behavior. 1. 333-359. 10.1146/annurev-orgpsych-031413-091226. https://doi.org/10.1146/annurev-orgpsych-031413-091226.

      [98] Salmela, E., Santos, C., & Happonen, A. (2013), Formalization of Front End Innovation in Supply Network Collaboration, International Journal of Innovation and Regional Development, Vol. 5, Iss. 1, pp. 91-111, https://doi.org/10.1504/IJIRD.2013.052510.

      [99] Vatousios, A., Happonen, A. (2022), Transforming HR and Improving Talent Profiling with Qualitative Analysis Digitalization on Candidates for Career and Team Development Efforts, In book: Intelligent Computing, Lecture Notes in Networks and Systems, Vol. 283, Chapter 78, Springer, pp. 1149-1166, https://doi.org/10.1007/978-3-030-80119-9_78[AH3]

      [100] Minashkina, D., Happonen, A. (2018), Operations automatization and digitalization – a research and innovation collaboration in physical warehousing, AS/RS and 3PL logistics context, LUT Research Reports series report 86, ISBN 978-952-335-293-3, ISSN 2243-3376, pp. 1-66, https://doi.org/10.5281/zenodo.4171437

      [101] Happonen, A., Minashkina, D. (2019), Operations automatization and digitalization – a research and innovation collaboration in physical warehousing, improvement ideas in AS/RS and 3PL logistics context, LUT Research Reports series report 104, ISBN 978-952-335-452-4, ISSN 2243-3376, pp. 1-41, doi: 10.5281/zenodo.3813774

      [102] Kortelainen, H., Happonen, A., Hanski, J. (2019), From Asset Provider to Knowledge Company—Transformation in the Digital Era, In Lecture Notes in Mechanical Engineering, ISSN: 2195-4356, pp. 333-341, https://doi.org/10.1007/978-3-319-95711-1_33.

      [103] Metso, L., Happonen, A., Ojanen, V., Rissanen, M., Kärri, T. (2019), Business model design elements for electric car service based on digital data enabled sharing platform, Cambridge International Manufacturing Symposium, 26-27.09.2019: Cambridge, UK, pp. 1-6, https://doi.org/10.17863/CAM.45886[AH4]

      [104] Metso, L., Happonen, A., Rissanen, M., Efvengren, K., Ojanen, V., Kärri, T., 2020, Data Openness Based Data Sharing Concept for Future Electric Car Maintenance Services, In Advances in Asset Management and Condition Monitoring. Smart Innovation, Systems and Technologies, Vol 166, pp. 429-436, https://doi.org/10.1007/978-3-030-57745-2_36.

      [105] Minashkina, D., Happonen, A. (2018), Operations automatization and digitalization – a research and innovation collaboration in physical warehousing, AS/RS and 3PL logistics context, LUT Research Reports series report 86, ISBN 978-952-335-293-3, ISSN 2243-3376, pp. 1-66, https://doi.org/10.5281/zenodo.4171437

      [106] Merchant, N. (2012). Innovation Isn't Tied to Size, but to Operating Rules. Harvard Business Review.

      [107] Shermer, M. (2014). How the Survivor Bias Distorts Reality. Scientific American.

      [108] Ghoreishi, M., Happonen, A. (2020), Key enablers for deploying artificial intelligence for circular economy embracing sustainable product design: Three case studies, AIP Conference Proceedings, Vol. 2233, Iss. 1, p. 1-19, https://doi.org/10.1063/5.0001339.

      [109] Happonen, A., Santti, U., Auvinen, H., Räsänen, T., Eskelinen, T. (2020), Digital age business model innovation for sustainability in University Industry Collaboration Model, E3S Web of Conferences, Vol. 211, Article 04005, pp. 1-11, https://doi.org/10.1051/e3sconf/202021104005.


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Article ID: 31705
 
DOI: 10.14419/ijet.v10i2.31705




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