High-Performance Work System and Innovation Capabilities: The Mediating Role of Intellectual Capital
Abstract
:1. Introduction
Significance and Scope of the Study
2. Research Model and Theoretical Foundations
2.1. Literature on High-Performance Work System (HPWS) and Intellectual Capital
2.2. Intellectual Capital and Innovation Capabilities
3. Research Methodology
3.1. Survey Measures
3.2. Pilot Testing
3.3. Partial Least Square (PLS) Structural Equation Modeling (SEM)
4. Data Analysis
4.1. Measurement Model
4.2. Structural Model
4.3. The Explanatory Power of the Model (R2) and F2 Statistics
4.4. Importance–Performance Map Analysis
5. Research Findings and Theoretical Implications
Practical Implications
6. Research Limitations and Recommendations
7. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Abbas, F., A. Rasheed, U. Habiba, and I. Shahzad. 2013. Factors Promoting Knowledge Sharing & Knowledge Creation in Banking Sector of Pakistan. Management Science Letters 3: 405–14. Available online: http://growingscience.com/beta/msl/612-factors-promoting-knowledge-sharing-knowledge-creation-in-banking-sector-of-pakistan.html (accessed on 5 December 2022).
- Adner, Ron, and Constance E. Helfat. 2003. Corporate Effects and Dynamic Managerial Capabilities. Strategic Management Journal 24: 1011–25. [Google Scholar] [CrossRef]
- Agostini, Lara, and Anna Nosella. 2017. Enhancing Radical Innovation Performance through Intellectual Capital Components. Journal of Intellectual Capital 18: 789–806. [Google Scholar] [CrossRef]
- Akay, Esin, and Özlem Kunday. 2018. An Empirical Study of HRM Systems, Human and Social Capital Development and Their Influence on Innovation Capabilities. International Journal of Managerial Studies and Research 6: 21–39. [Google Scholar] [CrossRef]
- Al-Ajlouni, Mohammed Iqbal. 2020. Can High-Performance Work Systems (HPWS) Promote Organisational Innovation? Employee Perspective-Taking, Engagement and Creativity in a Moderated Mediation Model. Employee Relations: The International Journal 43: 373–97. [Google Scholar] [CrossRef]
- Alegre, Joaquín, Rafael Lapiedra, and Ricardo Chiva. 2006. A Measurement Scale for Product Innovation Performance. European Journal of Innovation Management 9: 333–46. [Google Scholar] [CrossRef]
- Asiaei, Kaveh, and Nick Bontis. 2019. Translating Knowledge Management into Performance: The Role of Performance Measurement Systems. Management Research Review 43: 113–32. [Google Scholar] [CrossRef]
- Barney, Jay. 1991. Firm Resources and Sustained Competitive Advantage. Journal of Management 17: 99–120. [Google Scholar] [CrossRef]
- Bontis, Nick. 1998. Intellectual Capital: An Exploratory Study that Develops Measures and Models. Management Decision 36: 63–76. [Google Scholar] [CrossRef] [Green Version]
- Buallay, Amina, Allam Mohammed Hamdan, Sameh Reyad, Sherine Badawi, and Araby Madbouly. 2020. The Efficiency of GCC Banks: The Role of Intellectual Capital. European Business Review 32: 383–404. [Google Scholar] [CrossRef]
- Cabello-Medina, Carmen, Álvaro López-Cabrales, and Ramón Valle-Cabrera. 2011. Leveraging the Innovative Performance of Human Capital through HRM and Social Capital in Spanish Firms. The International Journal of Human Resource Management 22: 807–28. [Google Scholar] [CrossRef]
- Chen, Chung-Jen, and Jing-Wen Huang. 2009. Strategic Human Resource Practices and Innovation Performance—The Mediating Role of Knowledge Management Capacity. Journal of Business Research 62: 104–14. [Google Scholar] [CrossRef]
- Chin, Wynne W. 1998. Commentary: Issues and Opinion on Structural Equation Modeling. MIS Quarterly, 22. [Google Scholar]
- Choi, Hyun-Ju, Jong-Chang Ahn, Seung-Hye Jung, and Joon-Ho Kim. 2020. Communities of Practice and Knowledge Management Systems: Effects on Knowledge Management Activities and Innovation Performance. Knowledge Management Research & Practice 18: 53–68. [Google Scholar] [CrossRef]
- Cohen, Jacob. 1988. Set Correlation and Contingency Tables. Applied Psychological Measurement 12: 425–34. [Google Scholar] [CrossRef] [Green Version]
- Collins, Christopher J., and Ken G. Smith. 2006. Knowledge Exchange and Combination: The Role of Human Resource Practices in the Performance of High-Technology Firms. Academy of Management Journal 49: 544–60. [Google Scholar] [CrossRef] [Green Version]
- Crossan, Mary M., Henry W. Lane, and Roderick E. White. 1999. An Organizational Learning Framework: From Intuition to Institution. Academy of Management Review 24: 522–37. [Google Scholar] [CrossRef]
- Danish, Rizwan Qaiser, Affaf Asghar, and Sumera Asghar. 2014. Factors of Knowledge Management in Banking Sector of Pakistan. Journal of Management Information System and E-Commerce 1: 9. [Google Scholar]
- Delgado-Verde, Miriam, Gregorio Martín-de Castro, and Javier Amores-Salvadó. 2016. Intellectual Capital and Radical Innovation: Exploring the Quadratic Effects in Technology-Based Manufacturing Firms. Technovation 54: 35–47. [Google Scholar] [CrossRef]
- Do, Hoa, and Helen Shipton. 2019. High-Performance Work Systems and Innovation in Vietnamese Small Firms. International Small Business Journal 37: 732–53. [Google Scholar] [CrossRef] [Green Version]
- Donate, Mario J., Isidro Peña, and Jesús D. Sánchez de Pablo. 2016. HRM Practices for Human and Social Capital Development: Effects on Innovation Capabilities. The International Journal of Human Resource Management 27: 928–53. [Google Scholar] [CrossRef]
- Easa, Nasser Fathi, and Haitham El Orra. 2020. HRM Practices and Innovation: An Empirical Systematic Review. International Journal of Disruptive Innovation in Government 1: 15–35. [Google Scholar] [CrossRef]
- Engelman, Raquel Machado, Edi Madalena Fracasso, Serje Schmidt, and Aurora Carneiro Zen. 2017. Intellectual Capital, Absorptive Capacity and Product Innovation. Management Decision 55: 474–90. [Google Scholar] [CrossRef]
- Escribá-Carda, Naiara, Francisco Balbastre-Benavent, and M. Teresa Canet-Giner. 2017. Employees’ Perceptions of High-Performance Work Systems and Innovative Behaviour: The Role of Exploratory Learning. European Management Journal 35: 273–81. [Google Scholar] [CrossRef]
- Falk, R. Frank, and Nancy B. Miller. 1992. A Primer for Soft Modeling. Akron: University of Akron Press. [Google Scholar]
- Forés, Beatriz, and César Camisón. 2016. Does Incremental and Radical Innovation Performance Depend on Different Types of Knowledge Accumulation Capabilities and Organizational Size? Journal of Business Research 69: 831–48. [Google Scholar] [CrossRef] [Green Version]
- Foss, Nicolai J., Keld Laursen, and Torben Pedersen. 2011. Linking Customer Interaction and Innovation: The Mediating Role of New Organizational Practices. Organization Science 22: 980–99. [Google Scholar] [CrossRef] [Green Version]
- Guthrie, James P., Patrick C. Flood, Wenchuan Liu, and Sarah MacCurtain. 2009. High Performance Work Systems in Ireland: Human Resource and Organizational Outcomes. The International Journal of Human Resource Management 20: 112–25. [Google Scholar] [CrossRef]
- Haar, Jarrod, Conor O’Kane, and Urs Daellenbach. 2022. High Performance Work Systems and Innovation in New Zealand SMEs: Testing Firm Size and Competitive Environment Effects. The International Journal of Human Resource Management 33: 3324–52. [Google Scholar] [CrossRef]
- Hair, Joe F., Christian M. Ringle, and Marko Sarstedt. 2011a. PLS-SEM: Indeed a Silver Bullet. Journal of Marketing Theory and Practice 19: 139–52. [Google Scholar] [CrossRef]
- Hair, Joseph F., Christian M. Ringle, and Marko Sarstedt. 2011b. The Use of Partial Least Squares (PLS) to Address Marketing Management Topics. SSRN Scholarly Paper. Rochester, NY: SSRN. Available online: https://papers.ssrn.com/abstract=2228902 (accessed on 25 December 2022).
- Hair, Joseph F., G. Tomas M. Hult, Christian M. Ringle, Marko Sarstedt, and Kai Oliver Thiele. 2017. Mirror, Mirror on the Wall: A Comparative Evaluation of Composite-Based Structural Equation Modeling Methods. Journal of the Academy of Marketing Science 45: 616–32. [Google Scholar] [CrossRef]
- Hair, Joseph F., Marko Sarstedt, and Christian M. Ringle. 2019. Rethinking Some of the Rethinking of Partial Least Squares. European Journal of Marketing 53: 566–84. [Google Scholar] [CrossRef]
- Hertzog, Melody A. 2008. Considerations in Determining Sample Size for Pilot Studies. Research in Nursing & Health 31: 180–91. [Google Scholar] [CrossRef]
- Hitt, Michael A., Leonard Bierman, Katsuhiko Shimizu, and Rahul Kochhar. 2001. Direct and Moderating Effects of Human Capital on Strategy and Performance in Professional Service Firms: A Resource-Based Perspective. Academy of Management Journal 44: 13–28. [Google Scholar] [CrossRef]
- Holland, John. 2010. Banks, Knowledge and Crisis: A Case of Knowledge and Learning Failure. Edited by Robert Watson. Journal of Financial Regulation and Compliance 18: 87–105. [Google Scholar] [CrossRef]
- Hou, Bojun, Jin Hong, Kejia Zhu, and Yu Zhou. 2019. Paternalistic Leadership and Innovation: The Moderating Effect of Environmental Dynamism. European Journal of Innovation Management 22: 562–82. [Google Scholar] [CrossRef]
- Huselid, Mark A. 1995. The Impact Of Human Resource Management Practices On Turnover, Productivity, and Corporate Financial Performance. Academy of Management Journal 38: 635–72. [Google Scholar] [CrossRef]
- Ju, Teresa L., Chia-Ying Li, and Tien-Shiang Lee. 2006. A Contingency Model for Knowledge Management Capability and Innovation. Industrial Management & Data Systems 106: 855–77. [Google Scholar] [CrossRef]
- Kang, Sung-Choon, and Scott A. Snell. 2009. Intellectual Capital Architectures and Ambidextrous Learning: A Framework for Human Resource Management. Journal of Management Studies 46: 65–92. [Google Scholar] [CrossRef]
- Kaplan, Robert S., Robert S. Autor Kaplan, Robert E. Kaplan, and David P. Norton. 2004. Strategy Maps: Converting Intangible Assets Into Tangible Outcomes. Boston: Harvard Business Press. [Google Scholar]
- Katila, Riitta, and Gautam Ahuja. 2002. Something Old, Something New: A Longitudinal Study of Search Behavior and New Product Introduction. Academy of Management Journal 45: 1183–94. [Google Scholar] [CrossRef]
- Kaushik, Dilip, and Ujjal Mukherjee. 2021. High-Performance Work System: A Systematic Review of Literature. International Journal of Organizational Analysis 30: 1624–43. [Google Scholar] [CrossRef]
- Khan, Naveed Ahmad. 2022. To Win in the Market Place You Must First Win in the Workplace: An Empirical Evidence from Banking Sector. Senftenberg: BTU Cottbus. [Google Scholar] [CrossRef]
- Kianto, Aino, Josune Sáenz, and Nekane Aramburu. 2017. Knowledge-Based Human Resource Management Practices, Intellectual Capital and Innovation. Journal of Business Research 81: 11–20. [Google Scholar] [CrossRef]
- Kurniawati, Meta Ayu. 2020. The Role of ICT Infrastructure, Innovation and Globalization on Economic Growth in OECD Countries, 1996–2017. Journal of Science and Technology Policy Management 11: 193–215. [Google Scholar] [CrossRef]
- Lau, Chung-Ming, and Hang-Yue Ngo. 2004. The HR System, Organizational Culture, and Product Innovation. International Business Review 13: 685–703. [Google Scholar] [CrossRef]
- Le, Phong Ba, Hui Lei, Thanh Trung Le, Jiexi Gong, and Anh ThiLan Ha. 2020. Developing a Collaborative Culture for Radical and Incremental Innovation: The Mediating Roles of Tacit and Explicit Knowledge Sharing. Chinese Management Studies 14: 957–75. [Google Scholar] [CrossRef]
- Lei, Hui, Linnan Gui, and Phong Ba Le. 2021. Linking Transformational Leadership and Frugal Innovation: The Mediating Role of Tacit and Explicit Knowledge Sharing. Journal of Knowledge Management 25: 1832–52. [Google Scholar] [CrossRef]
- Lei, Hui, Lathong Leaungkhamma, and Phong Ba Le. 2020. How Transformational Leadership Facilitates Innovation Capability: The Mediating Role of Employees’ Psychological Capital. Leadership & Organization Development Journal 41: 481–99. [Google Scholar] [CrossRef]
- Liao, Shu-hsien, Wu-Chen Fei, and Chih-Chiang Chen. 2007. Knowledge Sharing, Absorptive Capacity, and Innovation Capability: An Empirical Study of Taiwan’s Knowledge-Intensive Industries. Journal of Information Science 33: 340–59. [Google Scholar] [CrossRef]
- Lowik, Sandor, Jeroen Kraaijenbrink, and Aard J. Groen. 2017. Antecedents and Effects of Individual Absorptive Capacity: A Micro-Foundational Perspective on Open Innovation. Journal of Knowledge Management 21: 1319–41. [Google Scholar] [CrossRef]
- Malik, Muhammad, Muhammad Ghafoor, and Salman Naseer. 2011. Organizational Effectiveness: A Case Study Of Telecommunication And Banking Sector Of Pakistan. Far East Journal of Psychology and Business 2: 37–48. [Google Scholar]
- Manu, Franklyn A. 1992. Innovation Orientation, Environment and Performance: A Comparison of U.S. and European Markets. Journal of International Business Studies 23: 333–59. [Google Scholar] [CrossRef]
- Marcoulides, George A., Wynne W. Chin, and Carol Saunders. 2009. A Critical Look at Partial Least Squares Modeling. MIS Quarterly 33: 171–75. [Google Scholar] [CrossRef] [Green Version]
- Memon, Mumtaz, Cheah Hwa, T. Ramayah, Hiram Ting, and Francis Chuah. 2018. Mediation Analysis: Issues and Recommendations. Journal of Applied Structural Equation Modeling, 2. [Google Scholar] [CrossRef] [PubMed]
- Messersmith, Jake G., and James P. Guthrie. 2010. High Performance Work Systems in Emergent Organizations: Implications for Firm Performance. Human Resource Management 49: 241–64. [Google Scholar] [CrossRef]
- Miao, Rentao, Nikos Bozionelos, Wenxia Zhou, and Alexander Newman. 2021. High-Performance Work Systems and Key Employee Attitudes: The Roles of Psychological Capital and an Interactional Justice Climate. The International Journal of Human Resource Management 32: 443–77. [Google Scholar] [CrossRef]
- Muduli, Ashutosh, and Gary N. McLean. 2020. Training Transfer Climate: Examining the Role of High Performance Work System and Organizational Performance in the Power Sector of India. Benchmarking: An International Journal 28: 291–306. [Google Scholar] [CrossRef]
- Nahapiet, Janine, and Sumantra Ghoshal. 1998. Social Capital, Intellectual Capital, and the Organizational Advantage. Academy of Management Review 23: 242–66. [Google Scholar] [CrossRef]
- Ni, Yensen, Yi-Rung Cheng, and Paoyu Huang. 2020. Do Intellectual Capitals Matter to Firm Value Enhancement? Evidences from Taiwan. Journal of Intellectual Capital 22: 725–43. [Google Scholar] [CrossRef]
- Nunnally, Jum C. 1994. Psychometric Theory 3E. New York: Tata McGraw-Hill Education. [Google Scholar]
- Obeidat, Shatha M. 2016. The Link between E-HRM Use and HRM Effectiveness: An Empirical Study. Personnel Review 45: 1281–1301. [Google Scholar] [CrossRef]
- Pfeffer, Jeffrey. 1996. Competitive Advantage Through People: Unleashing the Power of the Workforce. Boston: Harvard Business Review Press. [Google Scholar]
- Preacher, Kristopher J., and Andrew F. Hayes. 2004. SPSS and SAS Procedures for Estimating Indirect Effects in Simple Mediation Models. Behavior Research Methods, Instruments, & Computers 36: 717–31. [Google Scholar] [CrossRef] [Green Version]
- Preacher, Kristopher J., and Andrew F. Hayes. 2008. Asymptotic and Resampling Strategies for Assessing and Comparing Indirect Effects in Multiple Mediator Models. Behavior Research Methods 40: 879–91. [Google Scholar] [CrossRef] [PubMed]
- Prince, Nicholas Ryan. 2019. Competition, Market Commonality, and Resource Similarity: Precursors to HPWS. Personnel Review 48: 1830–47. [Google Scholar] [CrossRef]
- Ramsey, Jase R., Amine Abi Aad, Chuandi Jiang, Livia Barakat, and Virginia Drummond. 2016. Emergence of Cultural Intelligence and Global Mindset Capital: A Multilevel Model. Multinational Business Review 24: 106–22. [Google Scholar] [CrossRef] [Green Version]
- Rasheed, Muhammad Athar, Khuram Shahzad, Christopher Conroy, Sajid Nadeem, and Muhammad Usman Siddique. 2017. Exploring the Role of Employee Voice between High-Performance Work System and Organizational Innovation in Small and Medium Enterprises. Journal of Small Business and Enterprise Development 24: 670–88. [Google Scholar] [CrossRef]
- Romijn, Henny, and Manuel Albaladejo. 2002. Determinants of Innovation Capability in Small Electronics and Software Firms in Southeast England. Research Policy 31: 1053–67. [Google Scholar] [CrossRef]
- Rutherford, Matthew W., Paul F. Buller, and Patrick R. McMullen. 2003. Human Resource Management Problems over the Life Cycle of Small to Medium-Sized Firms. Human Resource Management 42: 321–35. [Google Scholar] [CrossRef]
- Sarstedt, Marko, and Erik Mooi. 2019. A Concise Guide to Market Research: The Process, Data, and Methods Using IBM SPSS Statistics. Springer Texts in Business and Economics. [CrossRef]
- Sciulli, Lisa M. 1998. How Organizational Structure Influences Success in Various Types of Innovation. Journal of Retail Banking Services 20: 13–19. Available online: https://go.gale.com/ps/i.do?p=AONE&sw=w&issn=01952064&v=2.1&it=r&id=GALE%7CA20507536&sid=googleScholar&linkaccess=abs (accessed on 12 September 2022).
- Seeck, Hannele, and Marjo-Riitta Diehl. 2017. A Literature Review on HRM and Innovation—Taking Stock and Future Directions. The International Journal of Human Resource Management 28: 913–44. [Google Scholar] [CrossRef]
- Sekaran, Uma, and Roger Bougie. 2016. Research Methods For Business: A Skill Building Approach. Hoboken: John Wiley & Sons. [Google Scholar]
- Shahzad, Khuram, Pia Arenius, Alan Muller, Muhammad Athar Rasheed, and Sami Ullah Bajwa. 2019a. Unpacking the Relationship between High-Performance Work Systems and Innovation Performance in SMEs. Personnel Review 48: 977–1000. [Google Scholar] [CrossRef] [Green Version]
- Shaw, Jason D., Tae-Youn Park, and Eugene Kim. 2013. A Resource-Based Perspective on Human Capital Losses, HRM Investments, and Organizational Performance. Strategic Management Journal 34: 572–89. [Google Scholar] [CrossRef]
- Sheng, Margaret L., and Iting Chien. 2016. Rethinking Organizational Learning Orientation on Radical and Incremental Innovation in High-Tech Firms. Journal of Business Research 69: 2302–8. [Google Scholar] [CrossRef]
- Shin, Shung Jae, Inseong Jeong, and Johngseok Bae. 2018. Do High-Involvement HRM Practices Matter for Worker Creativity? A Cross-Level Approach. The International Journal of Human Resource Management 29: 260–85. [Google Scholar] [CrossRef]
- Shipton, Helen, Paul Sparrow, Pawan Budhwar, and Alan Brown. 2017. HRM and Innovation: Looking across Levels. Human Resource Management Journal 27: 246–63. [Google Scholar] [CrossRef] [Green Version]
- Smith, Mickey B., J. Craig Wallace, Robert J. Vandenberg, and Scott Mondore. 2018. Employee Involvement Climate, Task and Citizenship Performance, and Instability as a Moderator. The International Journal of Human Resource Management 29: 615–36. [Google Scholar] [CrossRef]
- Sokolov, Dmitri, and Elena Zavyalova. 2020. Human Resource Management Systems and Intellectual Capital: Is the Relationship Universal in Knowledge-Intensive Firms? International Journal of Manpower 42: 683–701. [Google Scholar] [CrossRef]
- Subramaniam, Mohan, and Mark A. Youndt. 2005. The Influence of Intellectual Capital on the Types of Innovative Capabilities. Academy of Management Journal 48: 450–63. [Google Scholar] [CrossRef] [Green Version]
- Takeuchi, Riki, David P. Lepak, Heli Wang, and Kazuo Takeuchi. 2007. An Empirical Examination of the Mechanisms Mediating between High-Performance Work Systems and the Performance of Japanese Organizations. Journal of Applied Psychology 92: 1069–83. [Google Scholar] [CrossRef] [Green Version]
- Tashakkori, Abbas, Charles Teddlie, and Charles B. Teddlie. 1998. Mixed Methodology: Combining Qualitative and Quantitative Approaches. Thousand Oaks: SAGE. [Google Scholar]
- Vidyarthi, Harishankar. 2019. Dynamics of Intellectual Capitals and Bank Efficiency in India. The Service Industries Journal 39: 1–24. [Google Scholar] [CrossRef]
- Viedma Marti, Jose Maria. 2007. In Search of an Intellectual Capital Comprehensive Theory. Electronic Journal of Knowledge Management 5: 245–56. [Google Scholar]
- Vo, Duc Hong, and Ngoc Phu Tran. 2021. Intellectual Capital and Bank Performance in Vietnam. Managerial Finance 47: 1094–1106. [Google Scholar] [CrossRef]
- Wang, Duanxu, and Shuai Chen. 2013. Does Intellectual Capital Matter? High-Performance Work Systems and Bilateral Innovative Capabilities. Edited by Professor Jose-Luis Hervas-Oliver. International Journal of Manpower 34: 861–79. [Google Scholar] [CrossRef]
- Wei, Yinghong (Susan), Gary L. Frankwick, and Binh H. Nguyen. 2012. Should Firms Consider Employee Input in Reward System Design? The Effect of Participation on Market Orientation and New Product Performance. Journal of Product Innovation Management 29: 546–58. [Google Scholar] [CrossRef]
- Yamane, T. 1973. Statistics: An Introductory Analysis, 3rd ed. New York: Harper and Row. Available online: https://scholar.google.com/scholar_lookup?title=Statistics%3A+an+introductory+analysis+-+3.+ed.&author=Yamane%2C+T.&publication_year=1973 (accessed on 23 November 2022).
- Yang, Chien-Chang, and Carol Yeh-Yun Lin. 2009. Does Intellectual Capital Mediate the Relationship between HRM and Organizational Performance? Perspective of a Healthcare Industry in Taiwan. The International Journal of Human Resource Management 20: 1965–84. [Google Scholar] [CrossRef]
- Yang, Zhi, Van Thithuy Nguyen, and Phong Ba Le. 2018. Knowledge Sharing Serves as a Mediator between Collaborative Culture and Innovation Capability: An Empirical Research. Journal of Business & Industrial Marketing 33: 958–69. [Google Scholar] [CrossRef]
- Yin, Jielin, Zhenzhong Ma, Haiyun Yu, Muxiao Jia, and Ganli Liao. 2019. Transformational Leadership and Employee Knowledge Sharing: Explore the Mediating Roles of Psychological Safety and Team Efficacy. Journal of Knowledge Management 24: 150–71. [Google Scholar] [CrossRef]
- Youndt, Mark A., and Scott A. Snell. 2004. Human Resource Configurations, Intellectual Capital, and Organizational Performance. Journal of Managerial Issues 16: 337–60. [Google Scholar]
- Yousaf, Amna, Qasim Nisar, Shahzad Ali, Muhammad Sajjad Hussain, and Aamir Zamir Kamboh. 2019. Do High-Performance Work Practices Influence Organizational Innovation? Mediating Role of Human Capital. SSRN Scholarly Paper. Rochester, NY: SSRN. Available online: https://papers.ssrn.com/abstract=3431817 (accessed on 5 December 2022).
- Zacharatos, Anthea, Julian Barling, and Roderick D. Iverson. 2005. High-Performance Work Systems and Occupational Safety. Journal of Applied Psychology 90: 77–93. [Google Scholar] [CrossRef]
- Zahra, Shaker A., and Gerard George. 2002. Absorptive Capacity: A Review, Reconceptualization, and Extension. Academy of Management Review 27: 185–203. [Google Scholar] [CrossRef]
- Zheng, Yanfeng, Jing Liu, and Gerard George. 2010. The Dynamic Impact of Innovative Capability and Inter-Firm Network on Firm Valuation: A Longitudinal Study of Biotechnology Start-Ups. Journal of Business Venturing 25: 593–609. [Google Scholar] [CrossRef]
- Zotoo, Isidore Komla, Zhangping Lu, and Guifeng Liu. 2021. Big Data Management Capabilities and Librarians’ Innovative Performance: The Role of Value Perception Using the Theory of Knowledge-Based Dynamic Capability. The Journal of Academic Librarianship 47: 102272. [Google Scholar] [CrossRef]
Demographic Variables | Frequency | Percentage | |
---|---|---|---|
Gender | Male | 191 | 82 |
Female | 42 | 18 | |
Age | 41–45 | 41 | 17.6 |
46 and above | 192 | 82.4 | |
Marital Status | Married | 233 | 100 |
Education | Bachelor | 150 | 64.4 |
Masters | 83 | 35.6 | |
Experience | 16–20 years | 88 | 37.8 |
More than 20 years | 145 | 62.2 | |
Employees under Control | More than 20 | 233 | 100 |
Constructs | Items | Loadings | Composite Reliability (CR) | Average Variance Extracted (AVE) |
---|---|---|---|---|
High-Performance Work System | HPWS1 | 0.785 | 0.939 | 0.608 |
HPWS2 | 0.725 | |||
HPWS3 | 0.755 | |||
HPWS4 | 0.797 | |||
HPWS5 | 0.781 | |||
HPWS6 | 0.768 | |||
HPWS7 | 0.793 | |||
HPWS8 | 0.816 | |||
HPWS9 | 0.807 | |||
HPWS10 | 0.765 | |||
Human Capital | HC1 | 0.916 | 0.932 | 0.819 |
HC2 | 0.906 | |||
HC3 | 0.894 | |||
Structural Capital | SC1 | 0.872 | 0.912 | 0.775 |
SC2 | 0.880 | |||
SC3 | 0.889 | |||
Organizational Capital | OC1 | 0.873 | 0.841 | 0.640 |
OC2 | 0.718 | |||
OC3 | 0.802 | |||
Radical Innovation Capability | Rad.ICap1 | 0.885 | 0.925 | 0.804 |
Rad.ICap2 | 0.921 | |||
Rad.ICap3 | 0.883 | |||
Incremental Innovation Capability | Inc.ICap1 | 0.758 | 0.804 | 0.694 |
Inc.ICap2 | 0.883 | |||
Inc.ICap3 | 0.854 |
HC | HPWS | Inc.ICap | OC | Rad.ICap | SC | |
---|---|---|---|---|---|---|
HC | 0.905 | |||||
HPWS | 0.697 | 0.780 | ||||
Inc.ICap | 0.631 | 0.728 | 0.833 | |||
OC | 0.470 | 0.579 | 0.601 | 0.800 | ||
Rad.ICap | 0.413 | 0.465 | 0.728 | 0.492 | 0.897 | |
SC | 0.588 | 0.750 | 0.805 | 0.596 | 0.560 | 0.880 |
HC | HPWS | Inc.ICap | OC | Rad.ICap | SC | |
---|---|---|---|---|---|---|
HC | ||||||
HPWS | 0.777 | |||||
Inc.ICap | 0.747 | 0.830 | ||||
OC | 0.563 | 0.678 | 0.759 | |||
Rad.ICap | 0.466 | 0.508 | 0.796 | 0.596 | ||
SC | 0.672 | 0.820 | 0.770 | 0.729 | 0.641 |
HC | HPWS | Rad.ICap | OC | Inc.ICap | SC | |
---|---|---|---|---|---|---|
HC1 | 0.916 | 0.729 | 0.567 | 0.433 | 0.375 | 0.528 |
HC2 | 0.906 | 0.714 | 0.549 | 0.427 | 0.354 | 0.506 |
HC3 | 0.894 | 0.722 | 0.595 | 0.415 | 0.390 | 0.560 |
HPWS1 | 0.710 | 0.785 | 0.524 | 0.400 | 0.362 | 0.515 |
HPWS2 | 0.661 | 0.725 | 0.431 | 0.356 | 0.297 | 0.480 |
HPWS3 | 0.677 | 0.755 | 0.479 | 0.365 | 0.282 | 0.495 |
HPWS4 | 0.554 | 0.797 | 0.570 | 0.439 | 0.346 | 0.573 |
HPWS5 | 0.550 | 0.781 | 0.575 | 0.448 | 0.358 | 0.596 |
HPWS6 | 0.546 | 0.768 | 0.610 | 0.534 | 0.384 | 0.648 |
HPWS7 | 0.572 | 0.793 | 0.583 | 0.459 | 0.357 | 0.601 |
HPWS8 | 0.679 | 0.816 | 0.649 | 0.519 | 0.414 | 0.637 |
HPWS9 | 0.644 | 0.807 | 0.651 | 0.510 | 0.414 | 0.675 |
HPWS10 | 0.622 | 0.765 | 0.577 | 0.458 | 0.387 | 0.601 |
Rad.ICap1 | 0.361 | 0.423 | 0.885 | 0.415 | 0.669 | 0.531 |
Rad.ICap2 | 0.386 | 0.471 | 0.921 | 0.495 | 0.710 | 0.538 |
Rad.ICap3 | 0.361 | 0.346 | 0.883 | 0.407 | 0.569 | 0.428 |
OC1 | 0.478 | 0.578 | 0.626 | 0.873 | 0.479 | 0.597 |
OC2 | 0.293 | 0.366 | 0.357 | 0.718 | 0.307 | 0.361 |
OC3 | 0.317 | 0.403 | 0.400 | 0.802 | 0.363 | 0.426 |
Inc.ICap1 | 0.420 | 0.433 | 0.739 | 0.430 | 0.758 | 0.511 |
Inc.ICap2 | 0.565 | 0.677 | 0.612 | 0.554 | 0.883 | 0.742 |
Inc.ICap3 | 0.573 | 0.676 | 0.513 | 0.507 | 0.854 | 0.730 |
SC1 | 0.501 | 0.655 | 0.701 | 0.478 | 0.436 | 0.872 |
SC2 | 0.502 | 0.632 | 0.678 | 0.546 | 0.502 | 0.880 |
SC3 | 0.547 | 0.692 | 0.745 | 0.549 | 0.537 | 0.889 |
Hypotheses | Original Sample (O) | T Statistics (|O/STDEV|) | p-Values | Decision |
---|---|---|---|---|
H1-HPWS → HC | 0.797 | 18.794 | 0.000 | Supported |
H2-HPWS → SC | 0.750 | 15.152 | 0.000 | Supported |
H3-HPWS → OC | 0.579 | 08.121 | 0.000 | Supported |
H4-HC → Inc.ICap | 0.213 | 03.954 | 0.000 | Supported |
H5-HC → Rad.ICap | 0.148 | 03.004 | 0.003 | Supported |
H8-SC → Inc.ICap | 0.592 | 10.230 | 0.000 | Supported |
H9-SC → Rad.ICap | 0.372 | 03.717 | 0.000 | Supported |
H12-OC → Inc.ICap | 0.148 | 03.004 | 0.003 | Supported |
H13-OC → Rad.ICap | 0.230 | 03.099 | 0.002 | Supported |
Hypotheses | Original Sample (O) | T Statistics (|O/STDEV|) | p-Values | Decision |
---|---|---|---|---|
H06-HPWS → HC → Inc.ICap | 0.170 | 3.669 | 0.000 | Supported |
H07-HPWS → HC → Rad.ICap | 0.117 | 2.006 | 0.003 | Supported |
H10-HPWS → SC → Inc.ICap | 0.444 | 8.952 | 0.000 | Supported |
H11-HPWS → SC → Rad.ICap | 0.279 | 3.607 | 0.000 | Supported |
H14-HPWS → OC → Inc.ICap | 0.085 | 2.670 | 0.008 | Supported |
H15-HPWS → OC → Rad.ICap | 0.133 | 2.760 | 0.006 | Supported |
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Javed, H.A.; Khan, N.A.; Michalk, S.; Khan, N.U.; Kamran, M. High-Performance Work System and Innovation Capabilities: The Mediating Role of Intellectual Capital. Adm. Sci. 2023, 13, 23. https://doi.org/10.3390/admsci13010023
Javed HA, Khan NA, Michalk S, Khan NU, Kamran M. High-Performance Work System and Innovation Capabilities: The Mediating Role of Intellectual Capital. Administrative Sciences. 2023; 13(1):23. https://doi.org/10.3390/admsci13010023
Chicago/Turabian StyleJaved, Hafiz Ali, Naveed Ahmad Khan, Silke Michalk, Noor Ullah Khan, and Muhammad Kamran. 2023. "High-Performance Work System and Innovation Capabilities: The Mediating Role of Intellectual Capital" Administrative Sciences 13, no. 1: 23. https://doi.org/10.3390/admsci13010023
APA StyleJaved, H. A., Khan, N. A., Michalk, S., Khan, N. U., & Kamran, M. (2023). High-Performance Work System and Innovation Capabilities: The Mediating Role of Intellectual Capital. Administrative Sciences, 13(1), 23. https://doi.org/10.3390/admsci13010023