IDEAS home Printed from https://ideas.repec.org/a/pal/jmarka/v10y2022i1d10.1057_s41270-021-00125-8.html
   My bibliography  Save this article

Multi-criteria decision-making leveraged by text analytics and interviews with strategists

Author

Listed:
  • Jorge Iván Pérez Rave

    (Universidad Nacional de Colombia
    IDINNOV S.A.S)

  • Gloria Patricia Jaramillo Álvarez

    (Universidad Nacional de Colombia)

  • Juan Carlos Correa Morales

    (Universidad Nacional de Colombia)

Abstract

Strategic decision-making in organisations is a complex process affected by preferences, experiences, perspectives, and knowledge, which, in most cases, are ambiguous, contradictory, and represented in unstructured data. This paper develops a methodological framework to address strategic decision-making processes from a multi-criteria perspective, assisted by text analytics and interviews. The framework comprises five stages and 12 steps, and is empirically tested in a decision scenario involving a strategic focus for future analytics initiatives in order to stimulate value generation from analytics. The proposed framework enables the discovery, validation, and prioritisation of strategic patterns from relevant interview data. Among six decision alternatives discovered in the validation scenario, customer analytics was the strategic focus most relevant to future analytics initiatives. This article contributes to understanding and addressing complex decision-making processes and mixed research in organisations, through a multi-criteria perspective leveraged by a text-driven computational approach.

Suggested Citation

  • Jorge Iván Pérez Rave & Gloria Patricia Jaramillo Álvarez & Juan Carlos Correa Morales, 2022. "Multi-criteria decision-making leveraged by text analytics and interviews with strategists," Journal of Marketing Analytics, Palgrave Macmillan, vol. 10(1), pages 30-49, March.
  • Handle: RePEc:pal:jmarka:v:10:y:2022:i:1:d:10.1057_s41270-021-00125-8
    DOI: 10.1057/s41270-021-00125-8
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1057/s41270-021-00125-8
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1057/s41270-021-00125-8?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. Nolberto Munier & Eloy Hontoria & Fernando Jiménez-Sáez, 2019. "Strategic Approach in Multi-Criteria Decision Making," International Series in Operations Research and Management Science, Springer, number 978-3-030-02726-1, September.
    2. Jane E. Dutton & Liam Fahey & V. K. Narayanan, 1983. "Toward understanding strategic issue diagnosis," Strategic Management Journal, Wiley Blackwell, vol. 4(4), pages 307-323, October.
    3. Urvashi Tandon, 2021. "Predictors of online shopping in India: an empirical investigation," Journal of Marketing Analytics, Palgrave Macmillan, vol. 9(1), pages 65-79, March.
    4. Zhang, Huanhuan & Kou, Gang & Peng, Yi, 2019. "Soft consensus cost models for group decision making and economic interpretations," European Journal of Operational Research, Elsevier, vol. 277(3), pages 964-980.
    5. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    6. Harrison, Robert L., 2013. "Using mixed methods designs in the Journal of Business Research, 1990–2010," Journal of Business Research, Elsevier, vol. 66(11), pages 2153-2162.
    7. Dennis F. X. Mathaisel & Clare L. Comm, 2021. "Political marketing with data analytics," Journal of Marketing Analytics, Palgrave Macmillan, vol. 9(1), pages 56-64, March.
    8. H. Igor Ansoff, 1980. "Strategic issue management," Strategic Management Journal, Wiley Blackwell, vol. 1(2), pages 131-148, April.
    9. Anjala S. Krishen & Maria Petrescu, 2021. "Interdisciplinary research as methodologically and substantively creative," Journal of Marketing Analytics, Palgrave Macmillan, vol. 9(1), pages 1-2, March.
    10. Amado, Alexandra & Cortez, Paulo & Rita, Paulo & Moro, Sérgio, 2018. "Research Trends On Big Data In Marketing: A Text Mining And Topic Modeling Based Literature Analysis," European Research on Management and Business Economics (ERMBE), Academia Europea de Dirección y Economía de la Empresa (AEDEM), vol. 24(1), pages 1-7.
    11. Blankenburg Holm, Desirée & Drogendijk, Rian & Haq, Hammad ul, 2020. "An attention-based view on managing information processing channels in organizations," Scandinavian Journal of Management, Elsevier, vol. 36(2).
    12. Sidney G. Winter, 2003. "Understanding dynamic capabilities," Strategic Management Journal, Wiley Blackwell, vol. 24(10), pages 991-995, October.
    Full references (including those not matched with items on IDEAS)

    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. Liedong, Tahiru Azaaviele & Rajwani, Tazeeb & Lawton, Thomas C., 2020. "Information and nonmarket strategy: Conceptualizing the interrelationship between big data and corporate political activity," Technological Forecasting and Social Change, Elsevier, vol. 157(C).
    2. Georg Schreyögg & Martina Kliesch, 2006. "Zur Dynamisierung Organisational Kompetenzen — „Dynamic Capabilities“als Lösungsansatz?," Schmalenbach Journal of Business Research, Springer, vol. 58(4), pages 455-476, June.
    3. Abiodun Tope Samson, 2015. "The Impact of Entrepreneurial Orientation, Reconfiguring Capability and Moderation of Environmental Turbulence on Export Performance of SMEs in Nigeria," Journal of Economics and Behavioral Studies, AMH International, vol. 7(3), pages 76-87.
    4. Tobias Knabke & Sebastian Olbrich, 2018. "Building novel capabilities to enable business intelligence agility: results from a quantitative study," Information Systems and e-Business Management, Springer, vol. 16(3), pages 493-546, August.
    5. Ludivine Ravat & Aurélie Hemonnet-Goujot & Sandrine Hollet-Haudebert, 2023. "Data-driven innovation capability of marketing: an exploratory study of its components and underlying processes," Post-Print hal-04151199, HAL.
    6. Dominik M. Wielgos & Christian Homburg & Christina Kuehnl, 2021. "Digital business capability: its impact on firm and customer performance," Journal of the Academy of Marketing Science, Springer, vol. 49(4), pages 762-789, July.
    7. Kim, Jongwook & Mahoney, Joseph T., 2008. "A Strategic Theory of the Firm as a Nexus of Incomplete Contracts: A Property Rights Approach," Working Papers 08-0108, University of Illinois at Urbana-Champaign, College of Business.
    8. André de Abreu Saraiva Monteiro Alves & Fernando Manuel Pereira de Oliveira Carvalho, 2022. "How Dynamic Managerial Capabilities, Entrepreneurial Orientation, and Operational Capabilities Impact Microenterprises’ Global Performance," Sustainability, MDPI, vol. 15(1), pages 1-23, December.
    9. Ahmad Ibrahim Aljumah & Mohammed T. Nuseir & Md. Mahmudul Alam, 2021. "Traditional marketing analytics, big data analytics and big data system quality and the success of new product development," Post-Print hal-03538161, HAL.
    10. Alex Coad, 2018. "Firm age: a survey," Journal of Evolutionary Economics, Springer, vol. 28(1), pages 13-43, January.
    11. Isabelle Le Breton–Miller & Danny Miller, 2006. "Why Do Some Family Businesses Out–Compete? Governance, Long–Term Orientations, and Sustainable Capability," Entrepreneurship Theory and Practice, , vol. 30(6), pages 731-746, November.
    12. van Uden, Annelies & Knoben, Joris & Vermeulen, P.A.M., 2015. "Making Sense of Industry Characteristics as Drivers of Dynamic Capabilites," Other publications TiSEM fbb2a35d-c957-489b-b170-d, Tilburg University, School of Economics and Management.
    13. Jim Andersén, 2023. "Green resource orchestration: A critical appraisal of the use of resource orchestration in environmental management research, and a research agenda for future study," Business Strategy and the Environment, Wiley Blackwell, vol. 32(8), pages 5506-5520, December.
    14. Jantunen, Ari & Tarkiainen, Anssi & Chari, Simos & Oghazi, Pejvak, 2018. "Dynamic capabilities, operational changes, and performance outcomes in the media industry," Journal of Business Research, Elsevier, vol. 89(C), pages 251-257.
    15. Yi-Ju Lo & Tung Hung, 2015. "Structure offshoring and returns on offshoring," Asia Pacific Journal of Management, Springer, vol. 32(2), pages 443-479, June.
    16. von den Driesch, Till & Eva Susanne da Costa, Maika & Christina Flatten, Tessa & Brettel, Malte, 2015. "How CEO experience, personality, and network affect firms' dynamic capabilities," European Management Journal, Elsevier, vol. 33(4), pages 245-256.
    17. Emanuela Todeva & Ruslan Rakhmatullin, 2016. "Industry Global Value Chains, Connectivity and Regional Smart Specialisation in Europe. An Overview of Theoretical Approaches and Mapping Methodologies," JRC Research Reports JRC102801, Joint Research Centre.
    18. Quan Anh Nguyen & Gillian Sullivan Mort, 0. "Conceptualising organisational-level and microfoundational capabilities: an integrated view of born-globals’ internationalisation," International Entrepreneurship and Management Journal, Springer, vol. 0, pages 1-23.
    19. Greg Linden & David J Teece, 2018. "Remarks on Pisano: “toward a prescriptive theory of dynamic capabilities”," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(6), pages 1175-1179.
    20. Pettus, Michael L. & Kor, Yasemin Y. & Mahoney, Joseph T., 2007. "A Theory of Change in Turbulent Environments: The Sequencing of Dynamic Capabilities Following Industry Deregulation," Working Papers 07-0100, University of Illinois at Urbana-Champaign, College of Business.

    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:pal:jmarka:v:10:y:2022:i:1:d:10.1057_s41270-021-00125-8. 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.palgrave-journals.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.