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Impact of Logistics 4.0 Technology Adoption on Logistics Performance: The Mediating Effect of Logistics Innovation Capability and the Mediated Moderation Effect of Firm Size

  • Young-Min Kim (Department of Global Trade and Logistics, Seoul Cyber University)
  • Received : 2023.05.08
  • Accepted : 2023.10.13
  • Published : 2023.10.31

Abstract

Purpose - This study aims to identify the relationship between logistics companies' Logistics 4.0 technology adoption with logistics innovation capability and logistics performance, and analyze the mediating effect of logistics innovation capability and the mediated moderation effect of firm size through logistics innovation capability. Design/methodology - Research models and hypotheses were established based on prior research related to Industry 4.0, Logistics 4.0, logistics technology, logistics performance, and firm size. The survey was conducted on the employees of logistics companies, and exploratory factor analysis, reliability analysis, confirmatory factor analysis, discriminant validity analysis, structural equation model analysis, mediation effect, moderation effect, and the mediated moderation effect analysis were performed. Findings - The adoption of Logistics 4.0 technology was found to significantly affect logistics innovation capability and logistics performance. Logistics innovation capability was found to significantly affect logistics performance. Moreover, logistics innovation capability was found to have a significant mediation effect on the relationship between Logistics 4.0 technology adoption and logistics performance. The moderation effect based on firm size was found to have a partial effect on logistics innovation capability and logistics performance, but the mediated moderation effect was not significant. Originality/value - This study is meaningful in that it empirically analyzed the relationship of Logistics 4.0 technology adoption with logistics innovation capability and logistics performance, the mediating effect of logistics innovation capability, the moderation effect of firm size, and the mediated moderation effect of firm size, which were not addressed in previous studies.

Keywords

Acknowledgement

This work was supported by the Ministry of Education of the Republic of Korea and the National Research Foundation of Korea (NRF- 2021S1A5A2A01065278).

References

  1. Bag, S., S. Gupta and Z. Luo (2020), "Examining the Role of Logistics 4.0 enabled Dynamic Capabilities on Firm Performance", The International Journal of Logistics Management, 31(3), 607-628. https://doi.org/10.1108/IJLM-11-2019-0311
  2. Baron, R. M. and D. A. Kenny (1986), "The Moderator-mediator Variable Distinction in Social Psychological Research: Conceptual, Strategic, and Statistical Considerations", Journal of Personality and Social Psychology, 51(6), 1173.
  3. Brown, T. A. (2006), Confirmatory Factor Analysis for Applied Research, New York: Guilford.
  4. Byrne, B. M. (2016), Structural equation modeling with AMOS: Basic Concepts, Applications, and Programming, NJ: Lawrence Erlbaum Associates, Third Edition, 102.
  5. Chauhan, C., A. Singh and S. Luthra (2021), "Barriers to Industry 4.0 Adoption and its Performance Implications: An Empirical Investigation of Emerging Economy", Journal of Cleaner Production, 285, 124809.
  6. Chetthamrongchai, P. and K. Jermsittiparsert (2020), "Ensuring Environmental Performance of Pharmaceutical Companies of Thailand: Role of Robotics and AI Awareness and Technical Content Knowledge in Industry 4.0 Era", Systematic Reviews in Pharmacy, 11(1), 129-138.
  7. Cho, Yong-Hyun (2018), "An Empirical Study on the Effect of Logistics Firm's Innovation Activities on Business Performance", Journal of Korea Port Economic Association, 34(3), 75-91. https://doi.org/10.38121/kpea.2018.09.34.3.75
  8. Choi, Chang-Hwan, T. T. T. Nguyen and P. Y. Wang (2023), "AI Comparative Analysis of Trade and Consumption Patterns in Korea and China", Journal of Korea Trade, 27(1), 119-138. https://doi.org/10.35611/jkt.2023.27.1.119
  9. Chung, Lak-Chae (2008), "An Empirical Study for the Effect of Logistics Competence and Partnership on the Logistics Performance of Inno-Biz", Journal of Marketing Studies, 16(3), 79-102.
  10. Cichosz, M., C. M. Wallenburg and A. M. Knemeyer (2020), "Digital Transformation at Logistics Service Providers: Barriers, Success Factors and Leading Practices", The International Journal of Logistics Management, 31(2), 209-238. https://doi.org/10.1108/IJLM-08-2019-0229
  11. Facchini, F., J. Oleskow-Szlapka, L. Ranieri and A. Urbinati (2020), "A Maturity Model for Logistics 4.0: An Empirical Analysis and a Roadmap for Future Research", Sustainability, 12(1), 86-104.
  12. Fang Guangzhu, Ki-Kyoung Park and Jong-Chul Park (2017), "The Effect of Coping Strategy after the Corporate Crisis Type on Corporate Attitudes of Consumers: Focusing on the Moderating Role of Corporate Size", Journal of the Korea Service Management Society, 18(2), 217-292. https://doi.org/10.15706/jksms.2017.18.1.011
  13. Fornell, C. and D. F. Larcker (1981), "Evaluating Structural Equation Models with Unobservable Variables and Measurement Error", Journal of Marketing Research, 48, 39-50. https://doi.org/10.1177/002224378101800104
  14. Hair, J. F. Jr, W. C. Black, B. J. Babin, R. E. Anderson and R. L. Tatham (2006), Multivariate Data Analysis, 6th edition, Prentice Hall International.
  15. Hassan, H, M. H. Nasir, N. Khairudin and I. Adon (2017), "Factors Influencing Cloud Computing Adoption in Small and Medium Enterprises", Journal of ICT, 16(1), 21-41. https://doi.org/10.32890/jict2017.16.1.8216
  16. Hayes, A. F. (2013), Introduction to Mediation, Moderation, and Conditional Process Analysis: A Regression-based Approach, New York, The Guilford Press.
  17. Hayes, A. F. (2018), "Partial, Conditional, and Moderated Mediation: Quantification, Inference, and Interpretation", Communication Monographs, 85(1), 4-40. https://doi.org/10.1080/03637751.2017.1352100
  18. Ho, L. H. and P. Y. Chang (2015), "Innovation Capabilities, Service Capabilities and Corporate Performance in Logistics Services", The International Journal of Organizational Innovation, 7(3), 24-33.
  19. Huang, C. J. and K. P. Huang (2013), "The Logistics Capabilities Scale for Logistics Service Providers", Journal of Information and Optimization Sciences, 33(1), 135-148. https://doi.org/10.1080/02522667.2012.10700139
  20. Hwang, Seok-Jun, Hyung-Rim Choi, Soon-Goo Hong and Kang-Bae Lee (2012), "A Study on the Effects of Logistics Capabilities of Container Terminals on Service Quality and Customer Response", Journal of Navigation and Port Research, 36(1), 59-67. https://doi.org/10.5394/KINPR.2012.36.1.59
  21. Jeong, Heon-Bae and Hyun-Woo Lee (2020), "Impact of Quality Management System Process Implementation on Differentiated Competitive Advantage and Management Performance: The Moderating Effect of Company Size", Journal of Digital Convergence, 18(6), 225-235. https://doi.org/10.14400/JDC.2020.18.6.225
  22. Jeong, Jong-Hee and Seong-Ho Kim (2022), "A Study on Multi-Dimensional Determinants for SCM 4.0 in Korean Export SMEs and Performance", Journal of International Trade & Commerce, 18(3), 173-189.
  23. Joo, Hye-Young and Byoung-Boo You (2021), "The Effect of Economic Vale on Shopping Commitment and Consumer Loyalty in Chinese Mobile E-Commerce: A Moderated Mediation Effect of Social Value", Korea Trade Review, 46(2), 301-321. https://doi.org/10.22659/KTRA.2021.46.2.301
  24. Jung, Young-Hoon and Min-Young Park (2015), "A Study on Significant Differences between the Recognition of Worth of Logistic Service Providers and Shipper Firms: Focused on Airfreight Forwarding Cargo of Electronics Manufacturing Company", Korean Journal of Logistics, 23(1), 53-67. https://doi.org/10.15735/kls.2015.23.1.003
  25. Kamble, S. S., A. Gunasekaran, A. Ghadge and R. Raut (2020), "A Performance Measurement System for Industry 4.0 Enabled Smart Manufacturing System in SMMEs: A Review and Empirical Investigation", International Journal of Production Economics, 229, 107853.
  26. Kim, Kyung-Ho and Jin-Hwa Jung (2018), "Productivity Effect of Firms' External R&D and the Moderating Effect of Firm Size", Journal of Korea Technology Innovation Society, 21(3), 1077-1100.
  27. Kim, Young-Min (2020), "The Perception Difference of the Necessity of Logistics 4.0 Technology in Logistics Companies", Korea International Commercial Review, 34(4), 159-179. https://doi.org/10.18104/kaic.2020.35.4.159
  28. Kim, Young-Min (2021), "Usage Intention and Logistics Performance of Logistics Robots in Logistics Companies", Journal of International Trade & Commerce, 17(3), 529-545.
  29. Kim, Young-Min (2022), "The Effects of Logistics Technology Acceptance in the Fourth Industrial Revolution on Logistics Safety Performance: The Moderated Mediating Effect of Logistics Safety Behavior through Safety Culture", Journal of Korea Trade, 26(1), 57-80. https://doi.org/10.35611/jkt.2022.26.1.57
  30. Kim, Young-Min, Eui Hong and Ho-Jin Jeon (2021), "The Impact of Logistics 4.0 Technology on Job Performance in Logistics Companies", Journal of International Trade & Commerce, 17(6), 467-481.
  31. Kim, Young-Min and Wong-Dong Lee (2021), "Relationship between the Necessity for logistics 4.0 Technology, Job Satisfaction, and Logistics Performance", Korea International Commercial Review, 36(3), 157-175. https://doi.org/10.18104/kaic.2021.36.3.157
  32. Kline, R. B. (2005), Principles and Practice of Structural Equation Modeling, 2nd ed., Guilford Press.
  33. Lee, Byung-Mun, Hee-Jin Jeong and Kwang-So Park (2017), "An Influence of the Fourth Industrial Revolution on International Trade and Countermeasure Strategies to Promote Export in Korea", Korean Trade Review, 42(3) 1-24.
  34. Lee, Chang-Soo (2016), "The Moderating Effects of Firm Size on the Relation of Environmental Uncertainty-Logistics Information Systems Fit and Logistics Performance", Journal of the Korea Academia-Industrial Cooperation Society, 17(12), 53-61. https://doi.org/10.5762/KAIS.2016.17.12.53
  35. Lee, Chang-Sook and Kwang-Myung Woo (2022), "Electronic Trade without Interruption and Blockchain", Journal of International Trade & Commerce, 18(5), 219-232.
  36. Lee, Choong-Bae, Jin-Ho Noh and Jeong-Hwan Kim (2017), "A Study on the Perception of the Impact of Forth Industrial Revolution on the Performance of Logistics Management", Korea Logistics Review, 27(5), 1-12.
  37. Lee Da-Young, Yu-An Park and Keun-Tae Cho (2021), "The Effect of Levels of Open Innovation Activity on Innovation Performance: Focusing on the Mediating Effect of Technology Protection", Journal of Technology Innovation, 29(4), 31-57. https://doi.org/10.14386/SIME.2021.29.4.31
  38. Lee, Jae-Yul and Han-Won Shin (2009), "An Empirical Study on the Effects of Perceived Logistics Capability on Customer Loyalty", Korea Logistics Review, 19(1), 153-173.
  39. Lee, Joong-Hak, Young-Woo Kim and Ji-Sang Kang (2023), "Preparation for Digital Transformation: A Case and Empirical Findings of South Korean Multinational Corporations, Journal of Global Business and Trade, 19(1), 57-74. https://doi.org/10.20294/jgbt.2023.19.1.57
  40. Lee Wan-Hyung (2022), "A Study on Humanity Management: Theory and Model", Journal of Global Business and Trade, 18(4), 75-89.
  41. Li, Y., J. Dai and L. Cui (2020), "The Impact of Digital Technologies on Economic and Environmental Performance in the Context of Industry 4.0: A Moderated Mediation Model", International Journal of Production Economics, 299, 107777.
  42. Lim, Seung-Min and Gwang-Seok Song (2019), "The Effect of Shipper's Long-term Orientation on the Voluntary Improvement for SMEs logistics: Focused Causal Relationship on the Logistics Capability, Long-term Orientation and Voluntary Improvement", Korea Logistics Review, 29(1), 81-95. https://doi.org/10.17825/klr.2019.29.1.81
  43. Liu, L. and D. Luo (2012), "Effects of Logistics Capabilities on Performance in Manufacturing Firms", Contemporary Logistics, 9, 8-14.
  44. Lyu, G., L. Chen and B. Huo (2019), "Logistics Resources, Capabilities and Operational Performance: A Contingency and Configuration Approach", Industrial Management & Data Systems, 119(2), 230-250. https://doi.org/10.1108/IMDS-01-2018-0024
  45. Na, Jung-Ho and Seung-Ha Kwon (2018), "A Study on the Effect of Relationship between Logistics Cooperation and Supply Chain Capability on Logistics Performance", Korean Trade Review, 43(1), 69-90.
  46. Naglic, A., P. Tominc and K. Logozar (2020), "The Impact of Industry 4.0 on Export Market Orientation, Market Diversification, and Export Performance", Organizacija, 53(3), 227-244. https://doi.org/10.2478/orga-2020-0015
  47. Nantee, N. and P. Sureeyatanapas (2021), "The Impact of Logistics 4.0 on Corporate Sustainability: A Performance Assessment of Automated Warehouse Operations", Benchmarking: An International Journal, 28(10), 2865-2895. https://doi.org/10.1108/BIJ-11-2020-0583
  48. Osmolski, W. and A. Kolinski (2020), "Logistics 4.0: Digitalization of the Supply Chains", 20th International Scientific Conference Business Logistics in Modern Management, 345-360.
  49. Radivojevic, G. and R. Milosavljevic (2019), "The Concept of Logistics 4.0", 4th Logistics International Conference 2019, 283-289.
  50. Ralston, P. M., S. J. Grawe and P. J. Daugherty (2013), "Logistics Salience Impact on Logistics Capabilities and Performance", The International Journal of Logistics Management, 24(2), 136-152. https://doi.org/10.1108/IJLM-10-2012-0113
  51. Park, Chan-Kwon and Chae-Bogk Kim (2019), "A Study on Priority and Weight of Technology Applied by Korean Firms for the Response to the 4th Industrial Revolution Using AHP", Korean Business Education Review, 34(6), 539-559. https://doi.org/10.23839/kabe.2019.34.6.539
  52. Park, Chul-Soon (2012), "The Moderating Effect of Firm Size on the Relationship Between Supply Chain Integration and Firm Performance", Korean Management Review, 41(6), 1501-1527.
  53. Preacher, K. J., and A. F. Hayes (2004), "SPSS and SAS Procedures for Estimating Indirect Effects in Simple Mediation Models", Behavior Research Methods, Instruments, & Computers, 36(4), 717-731. https://doi.org/10.3758/BF03206553
  54. Sandberg, E. and M. Abrahamsson (2011), "Logistics Capabilities for Sustainable Competitive Advantage", International Journal of Logistics Research and Applications, 14(1), 61-75. https://doi.org/10.1080/13675567.2010.551110
  55. Sari, R. P. and D. T. Santoso (2020), "Readiness Factor Identification on Kabupaten Karawang SMEs towards Industry 4.0 Era", Jurnal Teknik Industri, 22(1), 65-74. https://doi.org/10.9744/jti.22.1.65-74
  56. Shen, X., X. Chen, Y. Jiang and H. Ji (2022), "IoT Makes Life Simpler: How to Improve the Chinese Consumer's Intention to Use of LG HomNet Smart Home", Journal of Korea Trade, 26(8), 1-20. https://doi.org/10.35611/jkt.2022.26.8.1
  57. Slusarczyk, B., M. Tvaronaviciene, A. U. Haque and J. Olah (2020), "Predictors of Industry 4.0 Technologies Affecting Logistic Enterprises' Performance: International Perspective from Economic Lens", Technological and Economic Development of Economy, 26(6), 1263-1283. https://doi.org/10.3846/tede.2020.13376
  58. Soh, Seung-Bum and Jeong-Soo Park (2019), "Moderating Effect of IT HRM and IT System Management on Relationship between Logistics Competences and Corporate Performance of Domestic Companies", Korea Logistics Review, 29(5), 1-9. https://doi.org/10.17825/klr.2019.29.5.1
  59. Son, Jeong-Soo (2019), "A Study on Logistics Innovation Technology Following the Forth Industrial Revolution: Focused on the Case of Logistics Platform of Samsung SDS", The e-Business Studies, 20(5), 111-123. https://doi.org/10.20462/TeBS.2019.10.20.5.111
  60. Son, Yong-Jung (2020), "An Evaluation of Priority in Logistics Policies for Logistics Innovation Responding to Change in Industrial Trend and Cultivation of Smart-Logistics Industry", Journal of Corporation and Innovation, 43(4), 97-109. https://doi.org/10.22778/JCI.2020.43.4.97
  61. Stentoft, J., K. W. Jensen, K. Philipsen and A. Haug (2019), "Drivers and Barriers for Industry 4.0 Readiness and Practice: A SME Perspective with Empirical Evidence", Proceedings of the 52nd Hawaii International Conference on System Sciences, 5155-5164.
  62. Tang, C. S. and L. P. Veelenturf (2019), "The Strategic Role of Logistics in the Industry 4.0 Era", Transportation Research Part E: Logistics and Transportation Review, 129, 1-11. https://doi.org/10.1016/j.tre.2019.06.004
  63. Wang, M., S. Asian, L. C. Wood and B. Wang (2020), "Logistics Innovation Capability and its Impacts on the Supply Chain Risks in the Industry 4.0 Era", Modern Supply Chain Research and Applications, 2(2), 83-98. https://doi.org/10.1108/MSCRA-07-2019-0015
  64. Winkelhaus, A. and E. H. Grosse (2020), "Logistics 4.0: a Systematic Review towards a New Logistics System", International Journal of Production Research, 58(1), 18-43. https://doi.org/10.1080/00207543.2019.1612964
  65. Woschank, M. and P. Dallasega (2021), "The Impact of Logistics 4.0 on Performance in Manufacturing Companies: A Pilot Study", 30th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2021) 15-18 June 2021, Athens, Greece.
  66. Wu, C. and S. Jin (2022), "Does Blockchain Technology Promote the Quality of Enterprise Accounting Information?", Journal of Global Business and Trade, 18(5), 1-15. https://doi.org/10.20294/jgbt.2022.18.5.1
  67. Yeo, Eun-Ah, Kwang-Hee Park and Moon-Young Kim (2008), "The Effects of Organizational Culture in the Textile Companies on Innovation Capacity and Business Performance: Focusing on Moderating Effects of Company Size", Journal of the Korean Society of Clothing and Textiles, 32(4), 542-552. https://doi.org/10.5850/JKSCT.2008.32.4.542
  68. Zhang Guo-Wei and Sang-Man Lee (2012), "Effects of Business Ethics on Competitive Advantages in Chinese Industry: Focusing on Moderating Effects of Firm Size", Journal of Korean Industrial Economics and Business, 4(1), 57-87.
  69. Zhao, M., C. Droge and T. P. Stank (2011), "The Effects of Logistics Capabilities on Firm Performance: Customer-focused versus Information-focused Capabilities", Journal of Business Logistics, 22(2), 91-107.  https://doi.org/10.1002/j.2158-1592.2001.tb00005.x