The Multi-Objective Model of Working Capital Optimization

Authors

  • Anastasiia Ivakina St. Petersburg State University, 7/9 Universitetskaya nab., Saint Petersburg 199034, Russia
  • Mariia Smirnova St. Petersburg State University, 7/9 Universitetskaya nab., Saint Petersburg 199034, Russia https://orcid.org/0000-0002-6705-9889
  • Nikolay Zenkevich St. Petersburg State University, 7/9 Universitetskaya nab., Saint Petersburg 199034, Russia

DOI:

https://doi.org/10.21638/11701/spbu31.2021.13

Abstract

In recent years, the topic of supply chain finance has gained a lot of attention from academia, but still, there are a lot of unexplored areas. For example, the literature demonstrates a clear gap of adequate application of numerous supply chain finance solutions for collaborative working capital management (Gelsomino et al., 2019). This issue becomes more and more important, specifically in terms of globalization and growing competition between supply chains when liquidity and profitability improvement is of paramount relevance. Companies focusing on their individual supply chain issues and taking their own interests into account rather than understanding the whole supply chain and collaborating with their partners are missing fruitful areas for improvements (Wuttke et al., 2016). The authors address this gap by developing a model for collaborative working capital management through supply chain finance adoption for the case of the three-stage supply chain. At the same time, the process of working capital optimization is received as a multi-objective problem. The results obtained indicate that the model of working capital optimization with concurrent use of multiple supply chain finance solutions is able to provide an optimal solution for all the cases considered in the research. It allows to decrease the total financial costs on working capital and supply chain finance solutions making individual ones not worse and at the same time achieve greater liquidity.

Keywords:

working capital management, supply chain finance solutions, inventory financing, reverse factoring, multi-objective optimization, goal programming

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References

Ajilore, T. O., & Falope, I. O. (2009). Working capital management and corporate profitability: evidence from panel data analysis of selected quoted companies in Nigeria. Research Journal of Business Management, 3(3), 73–84

Bailey, K., & Francis, M. (2008). Managing information flows for improved value chain performance. International Journal of Production Economics, 111(1), 2–12

Baños-Caballero, S., García-Teruel, P. J., & Martínez-Solano, P. (2012). How does working capital management affect the profitability of Spanish SMEs? Small Business Economics, 39(2), 517–529

Belt, B., Smith, K. V. (1991). Comparison of working capital management practices in Australia and the United States. Global Finance Journal, 2(1), 27–54

Bhattacharya, H. (2009). Working Capital Management: Strategies and Techniques. PHI Learning Private Limited, New Delhi

Blackman, I. D., Holland, C. P., & Westcott, T. (2017). Motorola's global financial supply chain strategy. IEEE Engineering Management Review, 45(1)

Brealey, R. A., Myers, S. C., & Allen, F. (2011). Principles of Corporate Finance. McGraw-Hill/Irwin, New York

Camerinelli, E. (2009). Supply chain finance. Journal of Payments Strategy & Systems, 3(2), 114–128

Caniato, F., Gelsomino, L., Perego, A., & Ronchi, S. (2016). Does finance solve the supply chain financing problem? Supply Chain Management: An International Journal, 21(5), 534–549

Charifzadeh, M., & Taschner, A. (2017). Management Accounting and Control: Tools and Concepts in a Central European Context. Wiley-VCH, Weinheim

Charitou, M. S., Elfani, M. E., & Lois, P. L. (2012). The effect of working capital management on firms' profitability: Empirical evidence for an emerging market. Journal of Business and Economics Research, 14(3), 839–848

Charles, H. F., Boaz, G., & Hussein, N. (2005). Modelling Tradeoffs in Three-Dimensional Concurrent Engineering: A Goal Programming Approach. Journal of Operations Management, 23(8), 389–403

Charnes, A., & Cooper, W. (1961). Management Models and Industrial Applications of Linear Programming. John Wiley and Sons, New York

Chen, X., & Cai, G. (2011). Joint logistics and financial services by a 3PL firm. European Journal of Operational Research, 214(3), 579–587

Chen, X., Liu, C., & Li, S. (2019). The role of supply chain finance in improving the competitive advantage of online retailing enterprises. Electronic Commerce Research and Applications, 33

Chiandussi, G., Codegone, M., Ferrero, S., & Varesio, F. (2012). Comparison of multi-objective optimization methodologies for engineering applications. Computers and Mathematics with Applications, 63(5), 912–942

Crowder, L. (1986). Goal programming: computational solutions for large-scaled models. Retrospective Theses and Dissertations

De Boer, R., Van Bergen, M., Steeman, M. (2015). Supply Chain Finance, its Practical Relevance and Strategic Value. The Supply Chain Finance Essential Knowledge Series. Supply Chain Finance Community, Zwolle

Ebben, J., & Johnson, A. (2011). Cash conversion cycle management in small firms: relationships with liquidity. Journal of Small Business & Entrepreneurship, 24(3), 381–396

Edelkamp, S., & Schrödl, S. (2012). Heuristic search. Elsevier, Morgan Kaufmann, Amsterdam

Eschenauer, H., Koski, J., & Osyczka, A. (1990). Multicriteria Design Optimization. Procedures and Applications. Springer-Verlag, Berlin

Fabbri, D., & Klapper, L. F. (2016). Bargaining power and trade credit. Journal of Corporate Finance, 41(C), 66–80

Fairchild, A. (2005). Intelligent matching: integrating efficiencies in the financial supply chain. Supply Chain Management: An International Journal, 10(4), 244–248

Farris II M. T., & Hutchison P. D. (2003). Measuring cash-to-cash performance. The International Journal of Logistics Management, 14(2), 83–91

Firth, M. (1976). Introduction to Working Capital Management. Management of Working Capital. Studies in Finance and Accounting. Palgrave, London

Garanina, T. A., & Petrova, O. A. (2015). Liquidity, cash conversion cycle and financial performance: case of Russian companies. Investment Management and Financial Innovations, 12(1), 90–100

Gass, S. (1986). A Process for Determining Priorities and Weights for Large-Scale Linear Goal Programmes. The Journal of the Operational Research Society, 37(8), 779–785

Gelsomino, L. M., de Boer, R., Steeman, M., & Perego, A. (2019). An optimisation strategy for concurrent Supply Chain Finance schemes. Journal of Purchasing and Supply Management, 25(2), 185–196

Gelsomino, L. M., Mangiaracina, R., Perego, A., & Tumino, A. (2016). Supply chain finance: A literature review. International Journal of Physical Distribution & Logistics Management, 46(4), 348–366

Gelsomino, L. M., & Steeman, M. (2017). The future of SCF is full of opportunities, most of which revolve around integration between the physical and financial supply chain. SCF Community

Gill, A., Biger, N., & Mathur, N. (2010). The relationship between working capital management and profitability: evidence from the United States. Business and Economics Journal, 10(1), 1–9

Goh, C. (2019). Optimizing Accounting Decision Making Using Goal Programming. Journal of Corporate Accounting and Finance, 30(1), 161–168

Gupta, S., & Dutta, K. (2011). Modeling of financial supply chain. European Journal of Operational Research, 211(1), 47–56

Hartley-Urquhart, R. (2006). Managing the financial supply chain. Supply Chain Management Review, 10(6), 18–18

Hill, M. D., Kelly, G. W., & Highfield, M. J. (2010). Net operating working capital behavior: a first look. Financial Management, 39(2), 783–805

Hofmann, E. (2005). Supply Chain Finance: some conceptual insights. Open Journal of Social Science, 4(3), 203–214

Hofmann, E. (2009). Inventory financing in supply chains: A logistics service provider-approach. International Journal of Physical Distribution & Logistics Management, 39(9), 716–740

Hofmann, E. (2011). Natural hedging as a risk prophylaxis and supplier financing instrument in automotive supply chains. Supply Chain Management: An International Journal, 16(2), 128–141

Hofmann, E., & Kotzab, H. (2010). A supply chain-oriented approach of working capital management. Journal of Business Logistics, 31(2), 305–330

Hofmann, E., & Belin, O. (2011). Supply Chain Finance Solutions: Relevance-Propositions-Market Value. Springer, Berlin

Hutchison, P. D., Farris II, M. T., & Anders, S. B. (2007). Cash-to-cash analysis and management. The CPA Journal, 77(8), 42–47

Ignizio, J. P. (1976). Goal Programming and Extensions. D.C. Heath, Lexington

Ignizio, J. P., & Romero, C. (2003). Goal Programming. Encyclopedia of Information Systems, 2, 489–500

International Chamber of Commerce (2016). Standard definitions for techniques of Supply Chain Finance (Global Supply Chain Finance Forum, Joint Product of the Industry Sponsoring Associations).

Ivakina, A., Lapin, E., Zenkevich, N. (2019). Shapley value in cooperative working capital cost game for distributive supply network. Contributions to Game Theory and Management, 12, 177–203

Ivashina, V., & Scharfstein, D. (2010). Loan Syndication and Credit Cycles. American Economic Review, 100(2), 57–61

Johnson, M. E. (2008). Information risk of inadvertent disclosure: an analysis of file sharing risk in the financial supply chain. Journal of Management Information Systems, 25(2), 97–123

Kaur, J. (2010). Working Capital Management in Indian Tyre Industry. International Research Journal of Finance and Economics, 46, 7–31

Klapper, L. (2006). The role of factoring for financing small and medium enterprises. Journal of Banking and Finance, 30(11), 3111–3130

Kliestik, T., Misankova, M., & Bartosova, V. (2015). Application of Multi Criteria Goal Programming Approach for Management of the Company. Applied Mathematical Sciences, 9(115), 5715–5727

Knauer, T., & Wöhrmann, A. (2013). Working capital management and firm profitability. Journal Management Control, 24(1), 77–87

Knight, W. D. (1972). Working Capital Management: Satisficing versus Optimization. Financial Management, 1(1), 33–40

Kouvelis, P., Chambers, C., & Wang, H. (2006). Supply Chain Management Research and Production and Operations Management: Review, Trends, and Opportunities. Production and Operations Management, 15(3), 449–469

Lamoureux, J.-F., & Evans, T. (2011). Supply chain finance: A new means to support the competitiveness and resilience of global value chains. Social Science Research Network, Rochester, NY

Lee, M. K. O. (1998). Internet-based financial EDI: towards a theory of its organizational adoption. Computer Networks and ISDN Systems, 30(16-18), 1579–1588

Lee, S. M. (1972). Goal Programming for Decision Analysis. Auerbach Publishers, Philadelphia

Liebl, J., Hartmann, E., & Feisel, E. (2016). Reverse Factoring in the Supply Chain: Objectives, Antecedents and Implementation Barriers. International Journal of Physical Distribution & Logistics
Management, 46(4), 393–413

Lind, L., Pirttilä, M., Viskari, S., Schupp, F., & Kärri, T. (2012). Working capital management in the automotive industry: Financial value chain analysis. Journal Of Purchasing and Supply Management, 18(2), 92–100

Marler, R. T. (2005). A Study of Multi-Objective Optimization Methods for Engineering Applications (PhD dissertation, University of Iowa)

Masri, H., & Abdulla, Y. (2018). A multiple objective stochastic programming model for working capital management. Technological Forecasting and Social Change, Elsevier, 131(C), 141–146

Mentzer, J., DeWitt, W., Keebler, J., Min, S., Nix, N., Smith, C., & Zacharia, Z. (2001). Defining Supply Chain Management. Journal Of Business Logistics, 22(2), 1–25

Miettinen, K. (1999). Nonlinear Multiobjective Optimization. Kluwer Academic Publishers, Boston

Miettinen, K. (2008). Introduction to Multiobjective Optimization: Noninteractive Approaches. Springer, Berlin, 1–26

Mihir, D., & Rani, R. (2009). A Liquidity-Profitability Trade-Off Model for Working Capital Management. Working Paper Series, Social Science Research Network

Min, H., & Storbeck, J. (1991). On the Origin and Persistence of Misconceptions in Goal Programming. The Journal of the Operational Research Society, 42(4), 301–312

Monto, S. (2013). Towards Inter-organizational Working Capital Management (PhD dissertation, Lappeenranta University of Technology)

Moss, J. D., Stine, B. (1993). Cash conversion cycle and firm size: a study of retail firms. Managerial Finance, 19(8), 25–34

Odu, G. O., & Charles-Owaba, O. E. (2013). Review of Multi-criteria Optimization Methods - Theory and Applications. IOSR Journal of Engineering, 3(10), 1–14

Ogryczak, W., & Lahoda, S. (1992). Aspiration/reservation-based decision support - a step beyond goal programming. Journal of Multi-Criteria Decision Analysis, 1(2), 101–117

Otto, A., & Kotzab, H. (2003). Does supply chain management really pay? Six perspectives to measure the performance of managing a supply chain. European Journal of Operational Research, 144(2), 306–320

Pareto, V. (1906). Manuale di economia politica. Società Editrice Libraria, Milan

Pfohl, H. C., & Gomm, M. (2009). Supply chain finance: optimizing financial flows in supply chains. Logistics Research, 1(3-4), 149–161

Pfohl, H. C., Hofmann, E., & Elbert, R. (2003). Financial Supply Chain Management: Neue Herausforderungen für die Finanz- und Logistikwelt. Logistik Management, 5(4), 10–26

Pirttilä, M. (2014). The Cycle Times of Working Capital: Financial Value Chain Analysis Method (PhD dissertation, Lappeenranta University of Technology)

Polak, P., Sirpal, R., & Hamdan, M. (2012). Post-Crisis Emerging Role of the Treasurer. European Journal of Scientific Research, 86(3), 319–339

Popa, V. (2013). The Financial Supply Chain Management: a New Solution for Supply Chain Resilience. Amfiteatru Economic Journal, 15(33), 140–153

Preve, L. A., & Sarria-Allende, V. (2010). Working Capital Management. Oxford University Press, Oxford

Protopappa-Sieke, M., & Seifert, R. W. (2017). Benefits of working capital sharing in supply chains. Journal of the Operational Research Society, 68(5), 521–532

Raheman, A., & Nasr, M. (2007). Working Capital Management and Profitability - Case of Pakistani Firms. International Review of Business Research Papers, 3(1), 279–300

Randall, W., Farris II, T. (2009). Supply chain financing: using cash-to-cash variables to strengthen the supply chain. International Journal of Physical Distribution & Logistics Management, 39(8), 669–689

Richards, V. D., & Laughlin, E. J. (1980). A cash conversion cycle approach to liquidity analysis. Financial Management, 9(1), 32–38

Rifai, A. K. (1996). A Note on the Structure of the Goal-Programming Model: Assessment and Evaluation. International Journal of Operations and Production Management, 16(1), 40–49

Romero, C. (1991). Handbook of Critical Issues in Goal Programming. Pergamon Press, Oxford

Romero, C. (2004). A general structure of achievement function for a goal programming model. European Journal of Operational Research, 153(3), 675–686

Schniederjans, M. J., & Kwak, N. K. (1982). An Alternative Method for Solving Goal Programming Problems: A Reply. The Journal of the Operational Research Society, 33(9), 859–860

Segev, A., Porra, J., & Roldan, M. (1998). Internet security and the case of Bank of America. Communications of the ACM, 41(10), 81–87

Seifert, D. (2010). Collaborative Working Capital Management in Supply Networks (PhD dissertation, Ecole Polytechnique Fédérale de Lausanne)

Sherali, H. (1982). Equivalent weights for lexicographic multi-objective programs: Characterizations and computations. European Journal of Operational Research, 11(4), 367–379

Shin, H.-H. & Soenen, L. (1998). Efficiency of working capital management and corporate profitability. Financial Practice and Education, 8(2), 37–45

Singh, H. P., & Kumar, S. (2014). Working capital management: a literature review and research agenda. Qualitative Research in Financial Markets, 6(2), 173–197

Stavrulaki, E., & Davis, M. (2010). Aligning products with supply chain processes and strategy. The International Journal of Logistics Management, 21(1), 127–151

Stemmler, L., & Seuring, S. (2003). Finanzwirtschaftliche Elemente in der Lieferkettensteuerung-Erste Überlegungen zu einem Konzept des Supply Chain Finance. Logistik Management, 5(4), 27–37

Taha, H. A. (2017). Operations Research: An Introduction. Pearson, Boston

Talonpoika, A. M., Kärri, T., Pirttilä, M., & Monto, S. (2016). Defined strategies for financial working capital management. International Journal of Managerial Finance, 12(3), 277–294

Tamiz, M., & Jones, D. F. (1997). Interactive frameworks for investigation of goal programming models: theory and practice. Journal of Multi-Criteria Decision Analysis, 6(1), 52–60

Tamiz, M., & Jones, D. F. (2003). Goal Programming in the Period 1990-2000. In: Ehrgott, M., & Gandibleux, X. (Eds.), Multiple Criteria Optimization: State of the Art Annotated Bibliographic Surveys, Kluwer, 129–170

Tamiz, M., Jones, D. F., & El-Darzi, E. (1995). A review of goal programming and its applications. Annals of Operations Research, 58(1), 39–53

Tamiz, M., Jones, D. F., & Romero, C. (1998). Goal programming for decision making: an overview of the current state-of-the-art. European Journal of Operational Research, 111(3), 569–581

Tangsucheeva, R., & Prabhu, V. (2013). Modeling and analysis of cash-flow bullwhip in supply chain. International Journal of Production Economics, 145(1), 431–447

Tseng, M. L., Kuo-Jui, W., Jiayao, H., & Wang, C. H. (2018). Decision-making model for sustainable supply chain finance under uncertainties. International Journal of Production Economics, 205(C), 30–36

Van der Vliet, K., Reindorp, M. R., & Fransoo, J. C. (2015). The price of reverse factoring: Financing rates vs. payment delays. European Journal of Operational Research, 242(3), 842–853

Vázquez, X. H., Sartal, A., & Lozano-Lozano, L. M. (2016). Watch the working capital of tier-two suppliers: a financial perspective of supply chain collaboration in the automotive industry. Supply Chain Management: An International Journal, 21(3), 321–333

Virolainen V. M., Pirttilä M., Lind L., & Kärri, T. (2019). Scenario Development for Collaborative Financial Supply Chain Management in the Automotive Industry. Procedia Manufacturing, 39, 1538–1544

Viskari, S., & Kärri, T. (2012). A model for working capital management in the inter-organisational context. International Journal of Integrated Supply Chain Management, 7(1–3), 61–79

Viskari, S., & Kärri, T. (2013). A cycle time model for analysing the efficiency of working capital management in a value chain. International Journal of Business Performance and Supply Chain Modelling, 5(3), 221–238

Viskari, S., Ruokola, A., Pirttilä, M., & Kärri, T. (2012). Advanced model for WCM: Bridging theory and practice. International Journal of Applied Management Science, 4(1), 1–15

Volkov, D., Nikulin, E. (2012). Current state and prospects for research on firm's working capital management. Journal of Corporate Finance Research, 6(3), 61–69

Weiss, M. (2012). How To Better Manage Your Financial SC. International Journal of Production Economics, 145(2), 103–107

Wuttke, D. A., Blome, C., Foerstl, K., & Henke, M. (2013b). Managing the innovation adoption of supply chain finance - empirical evidence from six European case studies. Journal of Business Logistics, 34(2), 148–166

Wuttke, D. A., Blome C., & Henke, M. (2013a). Focusing the financial flow of supply chains: An empirical investigation of financial supply chain management. International Journal of Production Economics, 145(5), 773–789

Wuttke, D. A., Blome, C., Sebastian Heese H., & Protopappa-Sieke, M. (2016). Supply Chain Finance: Optimal Introduction and Adoption Decisions. International Journal of Production Economics, 178(C), 72–81

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Published

2021-10-30

How to Cite

Ivakina, A., Smirnova, M., & Zenkevich, N. (2021). The Multi-Objective Model of Working Capital Optimization. Contributions to Game Theory and Management, 14, 155–182. https://doi.org/10.21638/11701/spbu31.2021.13

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