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A method for designing a strategy map using AHP and linear programming

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  • Quezada, Luis E.
  • López-Ospina, Héctor A.

Abstract

This paper presents a method to support the identification of the cause-effect relationships of strategic objectives of a strategy map of a balanced scorecard. A strategy map contains the strategic objectives of an organization, grouped into four perspectives (a) finances, (b) clients, (c) internal processes and (d) growth and learning, all of them linked through cause-effect relationships. The issue addressed in this paper is the identification of those relationships, topic in which the existing literature is scarce. A previous work was revisited, which uses the Analytic Hierarchy Process (AHP) to establish the “importance” of the arcs (relationships) of a strategy map. That work then deletes those arcs with an importance lower than a given threshold level defined by the authors. This paper goes beyond by selecting the arcs using a multi-objective linear programming model (LP). The model has two objectives (a) to minimize the number of selected relationships and (b) to maximize the total importance of the selected relationships. It is interested to see that a trade-off between both objectives is produced, so a control variable is used to incorporate the importance given to both objectives by managers. The paper also shows some applications of the method and their analysis.

Suggested Citation

  • Quezada, Luis E. & López-Ospina, Héctor A., 2014. "A method for designing a strategy map using AHP and linear programming," International Journal of Production Economics, Elsevier, vol. 158(C), pages 244-255.
  • Handle: RePEc:eee:proeco:v:158:y:2014:i:c:p:244-255
    DOI: 10.1016/j.ijpe.2014.08.008
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    References listed on IDEAS

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    1. Ghodsypour, S. H. & O'Brien, C., 1998. "A decision support system for supplier selection using an integrated analytic hierarchy process and linear programming," International Journal of Production Economics, Elsevier, vol. 56(1), pages 199-212, September.
    2. Tjader, Youxu & May, Jerrold H. & Shang, Jennifer & Vargas, Luis G. & Gao, Ning, 2014. "Firm-level outsourcing decision making: A balanced scorecard-based analytic network process model," International Journal of Production Economics, Elsevier, vol. 147(PC), pages 614-623.
    3. Amid, A. & Ghodsypour, S.H. & O'Brien, C., 2011. "A weighted max-min model for fuzzy multi-objective supplier selection in a supply chain," International Journal of Production Economics, Elsevier, vol. 131(1), pages 139-145, May.
    4. Quezada, Luis E. & Cordova, Felisa M. & Palominos, Pedro & Godoy, Katherine & Ross, Jocelyn, 2009. "Method for identifying strategic objectives in strategy maps," International Journal of Production Economics, Elsevier, vol. 122(1), pages 492-500, November.
    5. Bentes, Alexandre Veronese & Carneiro, Jorge & da Silva, Jorge Ferreira & Kimura, Herbert, 2012. "Multidimensional assessment of organizational performance: Integrating BSC and AHP," Journal of Business Research, Elsevier, vol. 65(12), pages 1790-1799.
    6. L C Leung & K C Lam & D Cao, 2006. "Implementing the balanced scorecard using the analytic hierarchy process & the analytic network process," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 57(6), pages 682-691, June.
    7. Ghodsypour, S. H. & O'Brien, C., 2001. "The total cost of logistics in supplier selection, under conditions of multiple sourcing, multiple criteria and capacity constraint," International Journal of Production Economics, Elsevier, vol. 73(1), pages 15-27, August.
    8. Banker, Rajiv D. & Chang, Hsihui & Pizzini, Mina, 2011. "The judgmental effects of strategy maps in balanced scorecard performance evaluations," International Journal of Accounting Information Systems, Elsevier, vol. 12(4), pages 259-279.
    9. Lin, Rong-Ho, 2012. "An integrated model for supplier selection under a fuzzy situation," International Journal of Production Economics, Elsevier, vol. 138(1), pages 55-61.
    10. Sarkis, Joseph, 2003. "Quantitative models for performance measurement systems--alternate considerations," International Journal of Production Economics, Elsevier, vol. 86(1), pages 81-90, October.
    11. Demirtas, Ezgi Aktar & Üstün, Özden, 2008. "An integrated multiobjective decision making process for supplier selection and order allocation," Omega, Elsevier, vol. 36(1), pages 76-90, February.
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    Cited by:

    1. Doruk Sen & Sakir Bingol & Ozalp Vayvay, 2017. "Strategic Enterprise Management for Innovative Companies: The Last Decade of the Balanced Scorecard," International Journal of Asian Social Science, Asian Economic and Social Society, vol. 7(1), pages 97-109, January.
    2. Sato, Yuji & Tan, Kim Hua & Tse, Ying Kei, 2015. "An integrated marginal analysis approach for build-to-order products," International Journal of Production Economics, Elsevier, vol. 170(PB), pages 422-428.
    3. Suárez-Gargallo, Carlos & Zaragoza-Sáez, Patrocinio, 2023. "A comprehensive bibliometric study of the balanced scorecard," Evaluation and Program Planning, Elsevier, vol. 97(C).
    4. Chanthawong, Anuman & Dhakal, Shobhakar, 2016. "Stakeholders' perceptions on challenges and opportunities for biodiesel and bioethanol policy development in Thailand," Energy Policy, Elsevier, vol. 91(C), pages 189-206.
    5. Khanmohammadi, Ehsan & Malmir, Behnam & Safari, Hossein & Zandieh, Mostafa, 2019. "A new approach to strategic objectives ranking based on fuzzy logarithmic least squares method and fuzzy similarity technique," Operations Research Perspectives, Elsevier, vol. 6(C).
    6. Varmazyar, Mohsen & Dehghanbaghi, Maryam & Afkhami, Mehdi, 2016. "A novel hybrid MCDM model for performance evaluation of research and technology organizations based on BSC approach," Evaluation and Program Planning, Elsevier, vol. 58(C), pages 125-140.
    7. Ho, William & Ma, Xin, 2018. "The state-of-the-art integrations and applications of the analytic hierarchy process," European Journal of Operational Research, Elsevier, vol. 267(2), pages 399-414.
    8. Moraga, Javier A. & Quezada, Luis E. & Palominos, Pedro I. & Oddershede, Astrid M. & Silva, Hernán A., 2020. "A quantitative methodology to enhance a strategy map," International Journal of Production Economics, Elsevier, vol. 219(C), pages 43-53.

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