IDEAS home Printed from https://ideas.repec.org/a/inm/ororsc/v24y2013i1p116-132.html
   My bibliography  Save this article

Dealing with Complexity: Integrated vs. Chunky Search Processes

Author

Listed:
  • Oliver Baumann

    (Department of Marketing and Management, University of Southern Denmark, 5230 Odense M, Denmark)

  • Nicolaj Siggelkow

    (Management Department, Wharton School, University of Pennsylvania, Philadelphia, Pennsylvania 19104)

Abstract

Organizations are frequently faced with high levels of complexity. While the importance of search for dealing with complex systems is widely acknowledged, how organizations should structure their search processes remains largely unexplored. This paper starts to address basic questions: How much of the entire system, and thus complexity, should be taken into consideration at any given time during a search process? Should a problem solver pursue an integrated search and be concerned with the whole system right from the start, or should a problem solver incrementally expand the “search domain,” i.e., the subset of system elements and interdependencies that are included in the search efforts? If the latter, how “chunky” should these steps be? Our analysis of a simulation model yields four insights: (1) expanding the search domain in smaller steps can yield a distinct advantage in final system performance, (2) following a completely incremental expansion pattern is not necessary as long as larger chunks are added early on in the process, (3) the value of chunky search is particularly high if highly influential system elements are considered first and highly dependent elements are added later, and (4) under time pressure, chunky search can lose its performance advantage over more integrated search processes. We discuss the implications of our findings for managing organizational search and complex systems more broadly.

Suggested Citation

  • Oliver Baumann & Nicolaj Siggelkow, 2013. "Dealing with Complexity: Integrated vs. Chunky Search Processes," Organization Science, INFORMS, vol. 24(1), pages 116-132, February.
  • Handle: RePEc:inm:ororsc:v:24:y:2013:i:1:p:116-132
    DOI: 10.1287/orsc.1110.0729
    as

    Download full text from publisher

    File URL: http://dx.doi.org/10.1287/orsc.1110.0729
    Download Restriction: no

    File URL: https://libkey.io/10.1287/orsc.1110.0729?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
    ---><---

    References listed on IDEAS

    as
    1. Jan W. Rivkin & Nicolaj Siggelkow, 2003. "Balancing Search and Stability: Interdependencies Among Elements of Organizational Design," Management Science, INFORMS, vol. 49(3), pages 290-311, March.
    2. Giovanni Gavetti & Daniel A. Levinthal & Jan W. Rivkin, 2005. "Strategy making in novel and complex worlds: the power of analogy," Strategic Management Journal, Wiley Blackwell, vol. 26(8), pages 691-712, August.
    3. Jürgen Mihm & Christoph H. Loch & Dennis Wilkinson & Bernardo A. Huberman, 2010. "Hierarchical Structure and Search in Complex Organizations," Management Science, INFORMS, vol. 56(5), pages 831-848, May.
    4. Sidney G. Winter & Gino Cattani & Alex Dorsch, 2007. "The Value of Moderate Obsession: Insights from a New Model of Organizational Search," Organization Science, INFORMS, vol. 18(3), pages 403-419, June.
    5. Fernando F. Suárez & James M. Utterback, 1995. "Dominant designs and the survival of firms," Strategic Management Journal, Wiley Blackwell, vol. 16(6), pages 415-430.
    6. Sendil K. Ethiraj & Daniel Levinthal, 2004. "Modularity and Innovation in Complex Systems," Management Science, INFORMS, vol. 50(2), pages 159-173, February.
    7. Nicolaj Siggelkow & Jan W. Rivkin, 2005. "Speed and Search: Designing Organizations for Turbulence and Complexity," Organization Science, INFORMS, vol. 16(2), pages 101-122, April.
    8. Jürgen Mihm & Christoph Loch & Arnd Huchzermeier, 2003. "Problem--Solving Oscillations in Complex Engineering Projects," Management Science, INFORMS, vol. 49(6), pages 733-750, June.
    9. Jack A. Nickerson & Todd R. Zenger, 2004. "A Knowledge-Based Theory of the Firm—The Problem-Solving Perspective," Organization Science, INFORMS, vol. 15(6), pages 617-632, December.
    10. Carliss Y. Baldwin & Kim B. Clark, 2000. "Design Rules, Volume 1: The Power of Modularity," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262024667, December.
    11. Herbert A. Simon, 1996. "The Sciences of the Artificial, 3rd Edition," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262691914, December.
    12. Jerker. Denrell & Christina. Fang & Daniel A. Levinthal, 2004. "From T-Mazes to Labyrinths: Learning from Model-Based Feedback," Management Science, INFORMS, vol. 50(10), pages 1366-1378, October.
    13. Herbert A. Simon, 1955. "A Behavioral Model of Rational Choice," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 69(1), pages 99-118.
    14. Lori Rosenkopf & Paul Almeida, 2003. "Overcoming Local Search Through Alliances and Mobility," Management Science, INFORMS, vol. 49(6), pages 751-766, June.
    15. Alan MacCormack & John Rusnak & Carliss Y. Baldwin, 2006. "Exploring the Structure of Complex Software Designs: An Empirical Study of Open Source and Proprietary Code," Management Science, INFORMS, vol. 52(7), pages 1015-1030, July.
    16. Jan W. Rivkin & Nicolaj Siggelkow, 2007. "Patterned Interactions in Complex Systems: Implications for Exploration," Management Science, INFORMS, vol. 53(7), pages 1068-1085, July.
    17. Jan W. Rivkin, 2000. "Imitation of Complex Strategies," Management Science, INFORMS, vol. 46(6), pages 824-844, June.
    18. Daniel A. Levinthal, 1997. "Adaptation on Rugged Landscapes," Management Science, INFORMS, vol. 43(7), pages 934-950, July.
    19. Thomke, Stefan & von Hippel, Eric & Franke, Roland, 1998. "Modes of experimentation: an innovation process--and competitive--variable," Research Policy, Elsevier, vol. 27(3), pages 315-332, July.
    20. Michael J. Lenox & Scott F. Rockart & Arie Y. Lewin, 2006. "Interdependency, Competition, and the Distribution of Firm and Industry Profits," Management Science, INFORMS, vol. 52(5), pages 757-772, May.
    21. Thorbjørn Knudsen & Daniel A. Levinthal, 2007. "Two Faces of Search: Alternative Generation and Alternative Evaluation," Organization Science, INFORMS, vol. 18(1), pages 39-54, February.
    22. Pertti H. Lounamaa & James G. March, 1987. "Adaptive Coordination of a Learning Team," Management Science, INFORMS, vol. 33(1), pages 107-123, January.
    23. Kauffman, Stuart & Lobo, Jose & Macready, William G., 2000. "Optimal search on a technology landscape," Journal of Economic Behavior & Organization, Elsevier, vol. 43(2), pages 141-166, October.
    24. Lee Fleming, 2001. "Recombinant Uncertainty in Technological Search," Management Science, INFORMS, vol. 47(1), pages 117-132, January.
    25. Nicolaj Siggelkow & Daniel A. Levinthal, 2003. "Temporarily Divide to Conquer: Centralized, Decentralized, and Reintegrated Organizational Approaches to Exploration and Adaptation," Organization Science, INFORMS, vol. 14(6), pages 650-669, December.
    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. Pablo Muñoz & Boyd Cohen, 2018. "Sustainable Entrepreneurship Research: Taking Stock and looking ahead," Business Strategy and the Environment, Wiley Blackwell, vol. 27(3), pages 300-322, March.
    2. Jürgen Mihm & Fabian J. Sting & Tan Wang, 2015. "On the Effectiveness of Patenting Strategies in Innovation Races," Management Science, INFORMS, vol. 61(11), pages 2662-2684, November.
    3. Hazhir Rahmandad, 2019. "Interdependence, Complementarity, and Ruggedness of Performance Landscapes," Strategy Science, INFORMS, vol. 4(3), pages 234-249, September.
    4. Mohsen Jafari Songhori & Madjid Tavana & Takao Terano, 2020. "Product development team formation: effects of organizational- and product-related factors," Computational and Mathematical Organization Theory, Springer, vol. 26(1), pages 88-122, March.
    5. Cisnetto, Valentina & Barlow, James, 2020. "The development of complex and controversial innovations. Genetically modified mosquitoes for malaria eradication," Research Policy, Elsevier, vol. 49(3).
    6. Asbaş Caner & Şenyuva Zühal & Tuzlukaya Şule, 2022. "New Organizations in Complex Networks: Survival and Success," Journal of Management and Business Administration. Central Europe, Sciendo, vol. 30(1), pages 11-39, March.
    7. Gianpaolo Abatecola & Alberto Surace, 2020. "Discussing the Use of Complexity Theory in Engineering Management: Implications for Sustainability," Sustainability, MDPI, vol. 12(24), pages 1-24, December.
    8. Friederike Wall, 2019. "Emergence of Coordination in Growing Decision-Making Organizations: The Role of Complexity, Search Strategy, and Cost of Effort," Complexity, Hindawi, vol. 2019, pages 1-26, December.
    9. Mark W. Moffett & Simon Garnier & Kathleen M. Eisenhardt & Nathan R. Furr & Massimo Warglien & Costanza Sartoris & William Ocasio & Thorbjørn Knudsen & Lars A. Bach & Joachim Offenberg, 2021. "Ant colonies: building complex organizations with minuscule brains and no leaders," Journal of Organization Design, Springer;Organizational Design Community, vol. 10(1), pages 55-74, March.
    10. Mohsen Jafari Songhori & Javad Nasiry, 2020. "Organizational Structure, Subsystem Interaction Pattern, and Misalignments in Complex NPD Projects," Production and Operations Management, Production and Operations Management Society, vol. 29(1), pages 214-231, January.
    11. Oliver Baumann, 2015. "Models of complex adaptive systems in strategy and organization research," Mind & Society: Cognitive Studies in Economics and Social Sciences, Springer;Fondazione Rosselli, vol. 14(2), pages 169-183, November.
    12. Jin Xu & Joep Cornelissen, 2023. "Disequilibrium and complexity across scales: a patch-dynamics framework for organizational ecology," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-13, December.
    13. Sai Yayavaram & Sasanka Sekhar Chanda, 2023. "Decision making under high complexity: a computational model for the science of muddling through," Computational and Mathematical Organization Theory, Springer, vol. 29(2), pages 300-335, June.
    14. Dirk Martignoni & Thomas Keil & Markus Lang, 2020. "Focus in Searching Core–Periphery Structures," Organization Science, INFORMS, vol. 31(2), pages 266-286, March.
    15. Todd A. Hall & Sharique Hasan, 2022. "Organizational decision-making and the returns to experimentation," Journal of Organization Design, Springer;Organizational Design Community, vol. 11(4), pages 129-144, December.
    16. Bleda, Mercedes & Querbes, Adrien & Healey, Mark, 2021. "The influence of motivational factors on ongoing product design decisions," Journal of Business Research, Elsevier, vol. 129(C), pages 562-569.
    17. Hyytinen, Ari, 2021. "Shared problem solving and design thinking in entrepreneurship research," Journal of Business Venturing Insights, Elsevier, vol. 16(C).

    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. Helmut M. Dietl & Markus Lang & Eric Lucas & Dirk Martignoni, 2012. "Learning Through Inaccurate Replication," Working Papers 312, University of Zurich, Department of Business Administration (IBW).
    2. Daniel A. Levinthal & Maciej Workiewicz, 2018. "When Two Bosses Are Better Than One: Nearly Decomposable Systems and Organizational Adaptation," Organization Science, INFORMS, vol. 29(2), pages 207-224, April.
    3. Mohsen Jafari Songhori & Madjid Tavana & Takao Terano, 2020. "Product development team formation: effects of organizational- and product-related factors," Computational and Mathematical Organization Theory, Springer, vol. 26(1), pages 88-122, March.
    4. Juha Uotila, 2018. "Punctuated equilibrium or ambidexterity: dynamics of incremental and radical organizational change over time," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(1), pages 131-148.
    5. Jörg Claussen & Tobias Kretschmer & Nils Stieglitz, 2015. "Vertical Scope, Turbulence, and the Benefits of Commitment and Flexibility," Management Science, INFORMS, vol. 61(4), pages 915-929, April.
    6. Friederike Wall, 2016. "Agent-based modeling in managerial science: an illustrative survey and study," Review of Managerial Science, Springer, vol. 10(1), pages 135-193, January.
    7. Oliver Baumann, 2015. "Models of complex adaptive systems in strategy and organization research," Mind & Society: Cognitive Studies in Economics and Social Sciences, Springer;Fondazione Rosselli, vol. 14(2), pages 169-183, November.
    8. Jürgen Mihm & Christoph H. Loch & Dennis Wilkinson & Bernardo A. Huberman, 2010. "Hierarchical Structure and Search in Complex Organizations," Management Science, INFORMS, vol. 56(5), pages 831-848, May.
    9. Mohsen Jafari Songhori & Javad Nasiry, 2020. "Organizational Structure, Subsystem Interaction Pattern, and Misalignments in Complex NPD Projects," Production and Operations Management, Production and Operations Management Society, vol. 29(1), pages 214-231, January.
    10. Stephan Billinger & Nils Stieglitz & Terry R. Schumacher, 2014. "Search on Rugged Landscapes: An Experimental Study," Organization Science, INFORMS, vol. 25(1), pages 93-108, February.
    11. Sai Yayavaram & Wei-Ru Chen, 2015. "Changes in firm knowledge couplings and firm innovation performance: The moderating role of technological complexity," Strategic Management Journal, Wiley Blackwell, vol. 36(3), pages 377-396, March.
    12. Felipe A. Csaszar & Daniel A. Levinthal, 2016. "Mental representation and the discovery of new strategies," Strategic Management Journal, Wiley Blackwell, vol. 37(10), pages 2031-2049, October.
    13. Stephan Billinger & Kannan Srikanth & Nils Stieglitz & Terry R. Schumacher, 2021. "Exploration and exploitation in complex search tasks: How feedback influences whether and where human agents search," Strategic Management Journal, Wiley Blackwell, vol. 42(2), pages 361-385, February.
    14. Mo Chen & Aseem Kaul & Brian Wu, 2019. "Adaptation across multiple landscapes: Relatedness, complexity, and the long run effects of coordination in diversified firms," Strategic Management Journal, Wiley Blackwell, vol. 40(11), pages 1791-1821, November.
    15. Bleda, Mercedes & Querbes, Adrien & Healey, Mark, 2021. "The influence of motivational factors on ongoing product design decisions," Journal of Business Research, Elsevier, vol. 129(C), pages 562-569.
    16. Grove, Nico & Baumann, Oliver, 2012. "Complexity in the telecommunications industry: When integrating infrastructure and services backfires," Telecommunications Policy, Elsevier, vol. 36(1), pages 40-50.
    17. Natalicchio, A. & Messeni Petruzzelli, A. & Garavelli, A.C., 2017. "Innovation problems and search for solutions in crowdsourcing platforms – A simulation approach," Technovation, Elsevier, vol. 64, pages 28-42.
    18. Jan W. Rivkin & Nicolaj Siggelkow, 2007. "Patterned Interactions in Complex Systems: Implications for Exploration," Management Science, INFORMS, vol. 53(7), pages 1068-1085, July.
    19. Sai Yayavaram & Sasanka Sekhar Chanda, 2023. "Decision making under high complexity: a computational model for the science of muddling through," Computational and Mathematical Organization Theory, Springer, vol. 29(2), pages 300-335, June.
    20. Giovanni Dosi & Marco Faillo & Luigi Marengo & Daniele Moschella, 2011. "Toward Formal Representations of Search Processes and Routines in Organizational Problem Solving. An Assessment of the State of the Art," LEM Papers Series 2011/04, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.

    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:inm:ororsc:v:24:y:2013:i:1:p:116-132. 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: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.html .

    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.