IDEAS home Printed from https://ideas.repec.org/a/spr/annopr/v303y2021i1d10.1007_s10479-019-03504-8.html
   My bibliography  Save this article

Impact of commitment, information sharing, and information usage on supplier performance: a Bayesian belief network approach

Author

Listed:
  • Abdurrezzak Sener

    (Palumbo-Donahue School of Business, Duquesne University)

  • Mehmet Barut

    (Barton School of Business, Wichita State University)

  • Ali Dag

    (Heider College of Business, Creighton University)

  • Mehmet Bayram Yildirim

    (College of Engineering, Wichita State University)

Abstract

Due to the proliferation of information systems and technology, supply chains have the capability of acquiring an enormous amount of supplier data in their databases. However, much of the useful supplier-specific insights in terms of supplier performance metrics are mostly hidden and untouched. The current emphasis on supplier performance makes relationship commitment and information management functions an ideal application area to benefit from the use of data-mining tools for the decision-making process and improving supplier performance. By employing Bayesian belief networks, this study investigates the role of the major variables of commitment, information sharing, quality of shared information, and information usage in relation to supplier performance in the U.S. aircraft manufacturing supply chain. The results provide insightful guidance to managers on how to enhance performance.

Suggested Citation

  • Abdurrezzak Sener & Mehmet Barut & Ali Dag & Mehmet Bayram Yildirim, 2021. "Impact of commitment, information sharing, and information usage on supplier performance: a Bayesian belief network approach," Annals of Operations Research, Springer, vol. 303(1), pages 125-158, August.
    • Handle: RePEc:spr:annopr:v:303:y:2021:i:1:d:10.1007_s10479-019-03504-8
    DOI: 10.1007/s10479-019-03504-8
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10479-019-03504-8
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s10479-019-03504-8?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Scott L. Newbert, 2007. "Empirical research on the resource‐based view of the firm: an assessment and suggestions for future research," Strategic Management Journal, Wiley Blackwell, vol. 28(2), pages 121-146, February.
    2. Daniel Krause & Davide Luzzini & Benn Lawson, 2018. "Building the Case for A Single Key Informant in Supply Chain Management Survey Research," Journal of Supply Chain Management, Institute for Supply Management, vol. 54(1), pages 42-50, January.
    3. van der Vaart, Taco & van Donk, Dirk Pieter, 2008. "A critical review of survey-based research in supply chain integration," International Journal of Production Economics, Elsevier, vol. 111(1), pages 42-55, January.
    4. Gérard P. Cachon & Martin A. Lariviere, 2001. "Contracting to Assure Supply: How to Share Demand Forecasts in a Supply Chain," Management Science, INFORMS, vol. 47(5), pages 629-646, May.
    5. Andreas I. Nicolaou & D. Harrison McKnight, 2006. "Perceived Information Quality in Data Exchanges: Effects on Risk, Trust, and Intention to Use," Information Systems Research, INFORMS, vol. 17(4), pages 332-351, December.
    6. Sener, Abdurrezzak & Barut, Mehmet & Oztekin, Asil & Avcilar, Mutlu Yuksel & Yildirim, Mehmet Bayram, 2019. "The role of information usage in a retail supply chain: A causal data mining and analytical modeling approach," Journal of Business Research, Elsevier, vol. 99(C), pages 87-104.
    7. Hau L. Lee & Kut C. So & Christopher S. Tang, 2000. "The Value of Information Sharing in a Two-Level Supply Chain," Management Science, INFORMS, vol. 46(5), pages 626-643, May.
    8. Sarkis, Joseph & Dhavale, Dileep G., 2015. "Supplier selection for sustainable operations: A triple-bottom-line approach using a Bayesian framework," International Journal of Production Economics, Elsevier, vol. 166(C), pages 177-191.
    9. Regis Terpend & Daniel R. Krause, 2015. "Competition or Cooperation? Promoting Supplier Performance with Incentives Under Varying Conditions of Dependence," Journal of Supply Chain Management, Institute for Supply Management, vol. 51(4), pages 29-53, October.
    10. Ding, Huiping & Guo, Baochun & Liu, Zhishuo, 2011. "Information sharing and profit allotment based on supply chain cooperation," International Journal of Production Economics, Elsevier, vol. 133(1), pages 70-79, September.
    11. Susan Cohen Kulp & Hau L. Lee & Elie Ofek, 2004. "Manufacturer Benefits from Information Integration with Retail Customers," Management Science, INFORMS, vol. 50(4), pages 431-444, April.
    12. Ramanathan, Usha, 2013. "Aligning supply chain collaboration using Analytic Hierarchy Process," Omega, Elsevier, vol. 41(2), pages 431-440.
    13. Taylor Randall & Karl Ulrich, 2001. "Product Variety, Supply Chain Structure, and Firm Performance: Analysis of the U.S. Bicycle Industry," Management Science, INFORMS, vol. 47(12), pages 1588-1604, December.
    14. Özalp Özer & Wei Wei, 2006. "Strategic Commitments for an Optimal Capacity Decision Under Asymmetric Forecast Information," Management Science, INFORMS, vol. 52(8), pages 1238-1257, August.
    15. Hale Kaynak & Amelia S. Carr, 2012. "The role of information sharing and coordination in managing supply chain relationships," International Journal of Integrated Supply Management, Inderscience Enterprises Ltd, vol. 7(4), pages 246-271.
    16. Vijayasarathy, Leo R., 2010. "Supply integration: An investigation of its multi-dimensionality and relational antecedents," International Journal of Production Economics, Elsevier, vol. 124(2), pages 489-505, April.
    17. Mawdsley, John Kenneth & Somaya, Deepak, 2018. "Demand-Side Strategy, Relational Advantage and Partner-Driven Corporate Scope: The Case for Client-Led Diversification," HEC Research Papers Series 1252, HEC Paris.
    18. Rema Hariharan & Paul Zipkin, 1995. "Customer-Order Information, Leadtimes, and Inventories," Management Science, INFORMS, vol. 41(10), pages 1599-1607, October.
    19. N. Vivek & Sandipan Sen & Katrina Savitskie & Sampath Kumar Ranganathan & Sudharani Ravindran, 2011. "Supplier partnerships, information quality, supply chain flexibility, supply chain integration and organisational performance: the Indian story," International Journal of Integrated Supply Management, Inderscience Enterprises Ltd, vol. 6(2), pages 181-199.
    20. Wu, Ing-Long & Chuang, Cheng-Hung & Hsu, Chien-Hua, 2014. "Information sharing and collaborative behaviors in enabling supply chain performance: A social exchange perspective," International Journal of Production Economics, Elsevier, vol. 148(C), pages 122-132.
    21. Yang, Jie & Wang, Jinjun & Wong, Christina W.Y. & Lai, Kee-Hung, 2008. "Relational stability and alliance performance in supply chain," Omega, Elsevier, vol. 36(4), pages 600-608, August.
    22. Prajogo, Daniel & Olhager, Jan, 2012. "Supply chain integration and performance: The effects of long-term relationships, information technology and sharing, and logistics integration," International Journal of Production Economics, Elsevier, vol. 135(1), pages 514-522.
    23. Frank Montabon & Patricia J. Daugherty & Haozhe Chen, 2018. "Setting Standards for Single Respondent Survey Design," Journal of Supply Chain Management, Institute for Supply Management, vol. 54(1), pages 35-41, January.
    24. Daugherty, Patricia J. & Richey, R. Glenn & Roath, Anthony S. & Min, Soonhong & Chen, Haozhe & Arndt, Aaron D. & Genchev, Stefan E., 2006. "Is collaboration paying off for firms?," Business Horizons, Elsevier, vol. 49(1), pages 61-70.
    25. Fleisch, Elgar & Tellkamp, Christian, 2005. "Inventory inaccuracy and supply chain performance: a simulation study of a retail supply chain," International Journal of Production Economics, Elsevier, vol. 95(3), pages 373-385, March.
    26. Hazen, Benjamin T. & Boone, Christopher A. & Ezell, Jeremy D. & Jones-Farmer, L. Allison, 2014. "Data quality for data science, predictive analytics, and big data in supply chain management: An introduction to the problem and suggestions for research and applications," International Journal of Production Economics, Elsevier, vol. 154(C), pages 72-80.
    27. Fikri Karaesmen & George Liberopoulos & Yves Dallery, 2004. "The Value of Advance Demand Information in Production/Inventory Systems," Annals of Operations Research, Springer, vol. 126(1), pages 135-157, February.
    28. Ganeshan, Ram & Boone, Tonya & Stenger, Alan J., 2001. "The impact of inventory and flow planning parameters on supply chain performance: An exploratory study," International Journal of Production Economics, Elsevier, vol. 71(1-3), pages 111-118, May.
    29. Ravi Srinivasan & Morgan Swink, 2018. "An Investigation of Visibility and Flexibility as Complements to Supply Chain Analytics: An Organizational Information Processing Theory Perspective," Production and Operations Management, Production and Operations Management Society, vol. 27(10), pages 1849-1867, October.
    30. Wang, Shih-Yuan & Chang, Sheng-Lin & Wang, Reay-Chen, 2009. "Assessment of supplier performance based on product-development strategy by applying multi-granularity linguistic term sets," Omega, Elsevier, vol. 37(1), pages 215-226, February.
    31. Garvey, Myles D. & Carnovale, Steven & Yeniyurt, Sengun, 2015. "An analytical framework for supply network risk propagation: A Bayesian network approach," European Journal of Operational Research, Elsevier, vol. 243(2), pages 618-627.
    32. Seggie, Steven H. & Kim, Daekwan & Cavusgil, S.Tamer, 2006. "Do supply chain IT alignment and supply chain interfirm system integration impact upon brand equity and firm performance?," Journal of Business Research, Elsevier, vol. 59(8), pages 887-895, August.
    33. John K. Mawdsley & Deepak Somaya, 2018. "Demand‐side strategy, relational advantage, and partner‐driven corporate scope: The case for client‐led diversification," Strategic Management Journal, Wiley Blackwell, vol. 39(7), pages 1834-1859, July.
    34. Dubey, Rameshwar & Gunasekaran, Angappa & Childe, Stephen J. & Roubaud, David & Fosso Wamba, Samuel & Giannakis, Mihalis & Foropon, Cyril, 2019. "Big data analytics and organizational culture as complements to swift trust and collaborative performance in the humanitarian supply chain," International Journal of Production Economics, Elsevier, vol. 210(C), pages 120-136.
    35. Gunasekaran, A. & Patel, C. & McGaughey, Ronald E., 2004. "A framework for supply chain performance measurement," International Journal of Production Economics, Elsevier, vol. 87(3), pages 333-347, February.
    36. Kim, Soo Wook, 2009. "An investigation on the direct and indirect effect of supply chain integration on firm performance," International Journal of Production Economics, Elsevier, vol. 119(2), pages 328-346, June.
    37. Thomas J. Kull & Josip Kotlar & Martin Spring, 2018. "Small and Medium Enterprise Research in Supply Chain Management: The Case for Single†Respondent Research Designs," Journal of Supply Chain Management, Institute for Supply Management, vol. 54(1), pages 23-34, January.
    38. Panayides, Photis M. & Venus Lun, Y.H., 2009. "The impact of trust on innovativeness and supply chain performance," International Journal of Production Economics, Elsevier, vol. 122(1), pages 35-46, November.
    39. Laura Poppo & Kevin Zheng Zhou & Julie J. Li, 2016. "When can you trust “trust”? Calculative trust, relational trust, and supplier performance," Strategic Management Journal, Wiley Blackwell, vol. 37(4), pages 724-741, April.
    40. Samuel Fosso Wamba & Angappa Gunasekaran & Rameshwar Dubey & Eric W. T. Ngai, 2018. "Big data analytics in operations and supply chain management," Annals of Operations Research, Springer, vol. 270(1), pages 1-4, November.
    41. Li, Suhong & Ragu-Nathan, Bhanu & Ragu-Nathan, T.S. & Subba Rao, S., 2006. "The impact of supply chain management practices on competitive advantage and organizational performance," Omega, Elsevier, vol. 34(2), pages 107-124, April.
    42. Wong, Christina W.Y. & Wong, Chee Yew & Boon-itt, Sakun, 2013. "The combined effects of internal and external supply chain integration on product innovation," International Journal of Production Economics, Elsevier, vol. 146(2), pages 566-574.
    43. Sangho Chae & Thomas Y. Choi & Daesik Hur, 2017. "Buyer Power and Supplier Relationship Commitment: A Cognitive Evaluation Theory Perspective," Journal of Supply Chain Management, Institute for Supply Management, vol. 53(2), pages 39-60, April.
    44. Yao, Dong-Qing & Yue, Xiaohang & Liu, John, 2008. "Vertical cost information sharing in a supply chain with value-adding retailers," Omega, Elsevier, vol. 36(5), pages 838-851, October.
    45. Yu, Wantao & Jacobs, Mark A. & Salisbury, W. David & Enns, Harvey, 2013. "The effects of supply chain integration on customer satisfaction and financial performance: An organizational learning perspective," International Journal of Production Economics, Elsevier, vol. 146(1), pages 346-358.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Zhang, Lu & Cui, Li & Chen, Lujie & Dai, Jing & Jin, Ziyi & Wu, Hao, 2023. "A hybrid approach to explore the critical criteria of online supply chain finance to improve supply chain performance," International Journal of Production Economics, Elsevier, vol. 255(C).
    2. Abroon Qazi & Mecit Can Emre Simsekler & Steven Formaneck, 2023. "Supply chain risk network value at risk assessment using Bayesian belief networks and Monte Carlo simulation," Annals of Operations Research, Springer, vol. 322(1), pages 241-272, March.
    3. Jamalnia, Aboozar & Gong, Yu & Govindan, Kannan & Bourlakis, Michael & Mangla, Sachin Kumar, 2023. "A decision support system for selection and risk management of sustainability governance approaches in multi-tier supply chain," International Journal of Production Economics, Elsevier, vol. 264(C).
    4. Rukiye Kaya & Said Salhi & Virginia Spiegler, 2023. "A novel integration of MCDM methods and Bayesian networks: the case of incomplete expert knowledge," Annals of Operations Research, Springer, vol. 320(1), pages 205-234, January.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Sener, Abdurrezzak & Barut, Mehmet & Oztekin, Asil & Avcilar, Mutlu Yuksel & Yildirim, Mehmet Bayram, 2019. "The role of information usage in a retail supply chain: A causal data mining and analytical modeling approach," Journal of Business Research, Elsevier, vol. 99(C), pages 87-104.
    2. Lii, Peirchyi & Kuo, Fang-I, 2016. "Innovation-oriented supply chain integration for combined competitiveness and firm performance," International Journal of Production Economics, Elsevier, vol. 174(C), pages 142-155.
    3. Franck Brulhart & Uche Okongwu & Btissam Moncef, 2015. "Causal linkages between supply chain management practices and performance: a balanced scorecard strategy map perspective," Post-Print halshs-01239670, HAL.
    4. Jacobs, Mark A. & Yu, Wantao & Chavez, Roberto, 2016. "The effect of internal communication and employee satisfaction on supply chain integration," International Journal of Production Economics, Elsevier, vol. 171(P1), pages 60-70.
    5. Vijayasarathy, Leo R., 2010. "Supply integration: An investigation of its multi-dimensionality and relational antecedents," International Journal of Production Economics, Elsevier, vol. 124(2), pages 489-505, April.
    6. Jing Li & Chien-Wen Chen & Chi-Hui Wu & Hsing-Chun Hung & Ching-Torng Lin, 2020. "How do Partners Benefit from IT Use in Supply-Chain Management: An Empirical Study of Taiwan’s Bicycle Industry," Sustainability, MDPI, vol. 12(7), pages 1-24, April.
    7. Acar, Yavuz & Atadeniz, Sukran Nilvana, 2015. "Comparison of integrated and local planning approaches for the supply network of a globally-dispersed enterprise," International Journal of Production Economics, Elsevier, vol. 167(C), pages 204-219.
    8. Danese, Pamela, 2013. "Supplier integration and company performance: A configurational view," Omega, Elsevier, vol. 41(6), pages 1029-1041.
    9. Prajogo, Daniel & Toy, Jordan & Bhattacharya, Ananya & Oke, Adegoke & Cheng, T.C.E., 2018. "The relationships between information management, process management and operational performance: Internal and external contexts," International Journal of Production Economics, Elsevier, vol. 199(C), pages 95-103.
    10. Ra’ed Masa’deh & Ismail Muheisen & Bader Obeidat & Ashraf Bany Mohammad, 2022. "The Impact of Supply Chain Integration on Operational Performance: An Empirical Study," Sustainability, MDPI, vol. 14(24), pages 1-18, December.
    11. Liao, Shu-Hsien & Hu, Da-Chian & Ding, Li-Wen, 2017. "Assessing the influence of supply chain collaboration value innovation, supply chain capability and competitive advantage in Taiwan's networking communication industry," International Journal of Production Economics, Elsevier, vol. 191(C), pages 143-153.
    12. Rameshwar Dubey & David J. Bryde & Cyril Foropon & Gary Graham & Mihalis Giannakis & Deepa Bhatt Mishra, 2022. "Agility in humanitarian supply chain: an organizational information processing perspective and relational view," Annals of Operations Research, Springer, vol. 319(1), pages 559-579, December.
    13. Li, Siyu & Huo, Baofeng & Han, Zhaojun, 2022. "A literature review towards theories and conceptual models of empirical studies on supply chain integration and performance," International Journal of Production Economics, Elsevier, vol. 250(C).
    14. Prajogo, Daniel & Olhager, Jan, 2012. "Supply chain integration and performance: The effects of long-term relationships, information technology and sharing, and logistics integration," International Journal of Production Economics, Elsevier, vol. 135(1), pages 514-522.
    15. Hyun Jung Kim, 2017. "Information technology and firm performance: the role of supply chain integration," Operations Management Research, Springer, vol. 10(1), pages 1-9, June.
    16. Jianhua Yang & Yuying Liu & Yajun Jia, 2022. "Influence of Trust Relationships with Suppliers on Manufacturer Resilience in COVID-19 Era," Sustainability, MDPI, vol. 14(15), pages 1-23, July.
    17. Bian, Wenliang & Shang, Jennifer & Zhang, Juliang, 2016. "Two-way information sharing under supply chain competition," International Journal of Production Economics, Elsevier, vol. 178(C), pages 82-94.
    18. Hong, Jiangtao & Liao, Yi & Zhang, Yibin & Yu, Zhefu, 2019. "The effect of supply chain quality management practices and capabilities on operational and innovation performance: Evidence from Chinese manufacturers," International Journal of Production Economics, Elsevier, vol. 212(C), pages 227-235.
    19. Verghese, Anto John & Koufteros, Xenophon & Polyviou, Mikaella & Jia, Xingzhi, 2022. "In pursuit of supplier resilience: The explanatory role of customer leadership style," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 159(C).
    20. Jafari, Hamid & Eslami, Mohammad H. & Paulraj, Antony, 2022. "Postponement and logistics flexibility in retailing: The moderating role of logistics integration and demand uncertainty," International Journal of Production Economics, Elsevier, vol. 243(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:annopr:v:303:y:2021:i:1:d:10.1007_s10479-019-03504-8. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.