Selectionism and learning in projects with complexity and unforeseeable uncertainty

Management Science

Volumn 50, Issue 10, 2004, Pages 1334-1347

  Sommer, Svenja C ^a   Loch, Christoph H ^b  

^a PURDUE UNIVERSITY   (United States)

^b HEWLETT PACKARD LABORATORIES   (United States)

Author keywords

Ambiguity; Complexity; Innovation; Learning; NK model; Project management; Selectionism; Traveling salesman problem; Unforeseeable uncertainty

Indexed keywords

AMBIGUITY; COMPLEXITY; INNOVATION; LEARNING; NK-MODEL; SELECTIONISM; UNFORESEEABLE UNCERTAINTY;

CORRELATION METHODS; COSTS; LEARNING SYSTEMS; OPTIMIZATION; PROJECT MANAGEMENT; STRATEGIC PLANNING; TRAVELING SALESMAN PROBLEM; UNCERTAIN SYSTEMS;

MANAGEMENT SCIENCE;

EID: 8344229311     PISSN: 00251909     EISSN: None     Source Type: Journal    
DOI: 10.1287/mnsc.1040.0274     Document Type: Article

References (62)

1. Aarts, E., J. K. Lenstra, eds. 1997. Local Search in Combinatorial Optimization. John Wiley & Sons, New York.
2. Abernathy, W. J., R. S. Rosenbloom. 1968. Parallel and sequential R & D strategies: Application of a simple model. IEEE Trans. Engrg. Management EM-15(1) 2-10.
3. Auerwald, P., S. Kauffman, J. Lobo, K. Shell. 2000. The production recipes approach to modelling technological innovation: An application to learning by doing. J. Econom. Dynam. Control 24 389-450.
4. Bank, D. 1995. The Java saga. Wired (December) 166-169, 238-246.
5. Beinhocker, E. D. 1999. Robust adaptive strategies. Sloan Management Rev. 40(3) 95-106.
6. Bertsimas, D., J. N. Tsitsiklis. 1997. Introduction to Linear Optimization. Athena Scientific, Belmont, MA.
7. Camerer, C., M. Weber. 1992. Recent developments in modeling preferences: Uncertainty and ambiguity. J. Risk Uncertainty 5 325-370.
8. Chapman, C. B., S. C. Ward. 1997. Project Risk Management: Processes, Techniques, and Insights. John Wiley & Sons, Chichester, U.K.
9. Cheeseman, P., B. Kanefky, W. M. Taylor. 1991. Where the really hard problems are. J. Mylopoulos, R. Reiter, eds. Proc. IJCAI-91, San Mateo, CA, 331-337.
10. Chew, W. B., D. Leonard-Barton, R. E. Bohn. 1991. Beating Murphy's law. Sloan Management Rev. 32(3) 5-16.
11. Dekel, E., B. L. Lipman, A. Rustichini. 1998(a). Standard state-space models preclude unawareness. Econometrica 66(1) 159-173.
12. Dekel, E., B. L. Lipman A. Rustichini. 1998(b). Recent development in modeling unforeseen contingencies. Eur. Econom. Rev. 42 523-542.
13. Dekel, E., B. L. Lipman, A. Rustichini. 2001. Representing preferences with a unique subjective state space. Econometrica 69(4) 891-934.
14. Evenson, R. E., Y. Kislev. 1976. A stochastic model of applied research. J. Political Econom. 84(2) 265-282.
15. Ferreira, A. G., J. Zerovnik. 1993. Bounding the probability of success of stochastic methods for global optimization. Comput. Math. Appl. 25 1-8.
16. Fox, B. L. 1993. Random restarting versus simulated annealing. Comput. Math. Appl. 27 33-35.
17. Fox, B. L. 1994. Integrating and accelerating tabu search. Ann. Oper. Res. 41 47-67.
18. Frenken, K. 2000. A complexity approach to innovation networks. The case of the aircraft industry (1909-1997). Res. Policy 29 257-272.
19. Frenken, K. 2001. Modelling the organization of innovative activity using the NK-model. Nelson-and-Winter Conf., Aalborg, Denmark, 1-24.
20. Garvin, D. A. 1993. Building a learning organization. Harvard Bus. Rev. 71(4) 78-91.
21. Gavetti, G., D. Levinthal. 2000. Looking forward and looking backward: Cognitive and experiential search. Admin. Sci. Quart. 45 113-137.
22. Hamel, G., C. K. Prahalad. 1994. Competing for the Future. HBS Press, Boston, MA.
23. Isenberg, D. J. 1984. How senior managers think. Harvard Bus. Rev. 62(6) 81-90.
24. Jacobson, S. H., E. Yücesan. 1998. Performance results for generalized hill-climbing algorithms. INSEAD working paper, Fontainebleau, France.
25. Kauffman, S. A. 1993. The Origins of Order. Oxford University Press, New York.
26. Kauffman, S. A., S. Levin. 1987. Towards a general theory of adaptive walks on rugged landscapes. J. Theoret. Biol. 128 11-45.
27. Kauffman, S. A., J. Lobo, W. G. Macready. 2000. Optimal search on a technology landscape. J. Econom. Behavior Organ. 43(2) 141-166.
28. Kauffman, S. A., W. G. Macready, E. Dickinson. 1994. Divide to coordinate: Coevolutionary problem solving. Working paper 94-06-031. Santa Fe Institute, Santa Fe, NM.
29. Kreps, D. 1992. Static choice and unforeseen contingencies. P. Dasgupta, D. Gale, O. Hart, E. Maskin, eds. Economic Analysis of Markets and Games: Essays in Honor of Frank Hahn, MIT Press, Cambridge, MA, 259-281.
30. Leonard-Barton, D. 1995. Wellsprings of Knowledge. Harvard Business School Press, Boston, MA.
31. Levinthal, D. 1997. Adaptation on rugged landscapes. Management Sci. 43(7) 934-950.
32. Loch, C. H., M. E. Solt, E. Bailey. 2004. Managing projects with unforeseeable uncertainty: How a learning approach can improve venture capital returns. INSEAD working paper, Fontainebleau, France.
33. Loch, C. H., C. Terwiesch, S. Thomke. 2001. Parallel and sequential testing of design alternatives. Management Sci. 47(5) 663-678.
34. Lynn, G. S., J. G. Morone, A. S Paulson. 1996. Marketing and discontinuous innovation: The probe and learn process. Calif. Management Rev. 38(3) 8-37.
35. Maskin, E., J. Tirole. 1999. Unforeseen contingencies and incomplete contracts. Rev. Econom. Stud. 66(1) 83-114.
36. McGrath, R. G. 2001. Exploratory learning, innovative capacity, and managerial oversight. Acad. Management J. 44(1) 118-131.
37. Miller, R., D. R. Lessard. 2000. The Strategic Management of Large Engineering Projects. The MIT Press, Cambridge, MA.
38. Modica, S., A. Rustichini. 1994. Awareness and partial information structure. Theory Decision 37 107-124.
39. Modica, S., A. Rustichini. 1999. Unawareness and partial information structure. Games Econom. Behavior 27(2) 265-298.
40. Page, S. E. 1998. Uncertainty, difficulty, and complexity. Working paper 98-08-076E. Santa Fe Institute, Santa Fe, NM.
41. Pich, M. T., C. H. Loch, A. De Meyer. 2002. On uncertainty, ambiguity and complexity in project management. Management Sci. 48(8) 1008-1023.
42. Rivkin, J. W. 2000. Imitation of complex strategies. Management Sci. 46(6) 824-844.
43. Rivkin, J. W., N. Siggelkow. 2003. Balancing search and stability: Interdependencies among elements of organizational design. Management Sci. 49(3) 290-311.
44. Rudin, W. 1976. Principles of Mathematical Analysis, 3rd ed. McGraw-Hill, New York.
45. Sanderson, S., M. Uzumeri. 1995. Managing product families: The case of the Sony walkman. Res. Policy 24 761-782.
46. Schrader, S., W. M. Riggs, R. P. Smith. 1993. Choice over uncertainty and ambiguity in technical problem solving. J. Engrg. Tech. Management 10 73-99.
47. Schumpeter, J. 1950. Capitalism, Socialism and Democracy. Harper and Row, New York.
48. Simon, 1969. The Science of the Artificial, 2nd ed. MIT Press, Boston, MA.
49. Sobek, D. K., II, A. C. Ward, J. K. Liker. 1999. Toyota's principles of set-based concurrent engineering. Sloan Management Rev. 40 67-83.
50. Sobiezczanski-Sobieski, J., J. S. Agte, R. R. Sandusky. 1998. Bi-level integrated system synthesis (BLISS). 7th AIAA Sympos. Multi-disciplinary Anal. Optim. Collect. Tech. Papers, Pt. 3, (A98-39701 10-31), St. Louis, MO.
51. Srinivasan, V., W. S. Lovejoy, D. Beach. 1997. Integrated product design for marketability and manufacturing. J. Marketing Res. 34 154-163.
52. Stadler, P. F., W. Schnabl. 1992. The landscape of the traveling salesman problem. Phys. Lett. A 161 337-344.
53. Stalk, G. Jr., A. M. Webber. 1993. Japan's dark side of time. Harvard Bus. Rev. 71(4) 93-102.
54. Thomke, S. H. 1998. Simulation, learning and R & D performance: Evidence from automotive development. Res. Policy 27 55-74.
55. Thomke, S. H., D. Reinertsen. 1998. Agile product development. Calif. Management Rev. 41(1) 8-30.
56. Tushman, M. L., C. A. O'Reilly. 1997. Winning through Innovation: A Practical Guide to Leading Organizational Change and Renewal. Harvard Business School Press, Boston, MA.
57. Ward, A., J. K. Liker, J. J. Cristiano, D. K. Sobek II. 1995. The second Toyota paradox: How delaying decisions can make better cars faster. Sloan Management Rev. 36(3) 43-61.
58. Weick, K. E., K. M. Sutcliffe. 2001. Managing the Unexpected: Assuring High Performance in an Age of Complexity. University of Michigan Business School Management Series, Jossey-Bass, Wiley & Sons, San Francisco, CA.
59. Weinberger, E. 1990. Correlated and uncorrelated fitness landscapes and how to tell the difference. Biol. Cybern. 63 325-336.
60. Weinberger, E. 1991. Local properties of Kauffman's N-K model: A tunable rugged energy landscape. Phys. Rev. A 44(10) 6399-6413.
61. Weltzman, M. L. 1979. Optimal search for the best alternative. Econometrica 47 641-654.
62. Wideman, R. M. 1992, Project and Program Risk Management. Project Management Institute, Newton Square, PA.