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Supporting Multilevel Incentive Mechanisms in Crowdsourcing Systems: An Artifact-Centric View

  • Ognjen ScekicEmail author
  • Hong-Linh Truong
  • Schahram Dustdar
Chapter
Part of the Progress in IS book series (PROIS)

Abstract

Crowdsourcing systems of the future (e.g., Social Compute Units—SCUs, collective adaptive systems) need to support complex collaborative processes, such as software development. This presupposes deploying ad-hoc assembled teams of human and machine services that actively collaborate and communicate among each other, exchanging different artifacts and jointly processing them. Major challenges in such environments (e.g., team formation, adaptability, runtime management of data-flow and collaboration patterns) can be somewhat alleviated by delegating the responsibility and the know-how needed for these duties to the participating crowd members, while indirectly controlling and stimulating them through appropriate incentive mechanisms. Existing process-centric collaboration modeling approaches (e.g., workflows) are incapable of encoding such incentive mechanisms. Therefore, in this paper we analyze different interaction aspects that incentive mechanisms cover and formulate them as requirements for future systems to support. We then propose an artifact-centric approach for modeling incentives in rich crowdsourcing environments that meets these requirements.

References

  1. 1.
    Bhattacharya, K., Gerede, C., Hull, R., Liu, R., Su, J.: Business Process Management, pp. 288–304. Springer, Berlin (2007). doi: 10.1007/978-3-540-75183-0_21
  2. 2.
    Bloom, M., Milkovich, G.: The relationship between risk, incentive pay, and organizational performance. Acad. Manag. J. 41(3), 283–297 (1998)CrossRefGoogle Scholar
  3. 3.
    Cohn, D., Hull, R.: Business artifacts: A data-centric approach to modeling business operations and processes. IEEE Data Eng. Bull. 32(3), 3–9 (2009)Google Scholar
  4. 4.
    Damaggio, E., Hull, R., Vaculín, R.: On the equivalence of incremental and fixpoint semantics for business artifacts with Guard-Stage-Milestone lifecycles. Inf. Syst. 38(4), 561–584 (2013). doi: 10.1016/j.is.2012.09.002 CrossRefGoogle Scholar
  5. 5.
    Dustdar, S., Truong, H.L.: Virtualizing software and humans for elastic processes in multiple clouds—a service management perspective. Int. J. Next-Gener. Comput. 3(2), 109–126 (2012)Google Scholar
  6. 6.
    Fritz, C., Hull, R., Su, J.: Automatic construction of simple artifact-based business processes. In: International Conference on Database Theory (ICDT ’09), p. 225 (2009). doi: 10.1145/1514894.1514922
  7. 7.
    Gal, Y., Grosz, B., Kraus, S., Pfeffer, A., Shieber, S.: Agent decision-making in open mixed networks. Artif. Intell. 174(18), 1460–1480 (2010). doi: 10.1016/j.artint.2010.09.002 CrossRefGoogle Scholar
  8. 8.
    Gerede, C., Su, J.: Specification and verification of artifact behaviors in business process models. In: International Conference on Service-Oriented Computing (ICSOC 2007), pp. 181–192 (2007)Google Scholar
  9. 9.
    Hirth, M., Hossfeld, T., Tran-Gia, P.: Analyzing costs and accuracy of validation mechanisms for crowdsourcing platforms. Math. Comput. Model. (2012). doi: 10.1016/j.mcm.2012.01.006
  10. 10.
    Hull, R.: Artifact-centric business process models: brief survey of research results and challenges. In: On the Move to Meaningful Internet Systems (OTM), pp. 1152–1163 (2008)Google Scholar
  11. 11.
    Hull, R.: Towards flexible service interoperation using business artifacts. In:15th IEEE International Conference on Enterprise Distributed Object Computing (EDOC), pp. 20–21. (2011). doi: 10.1109/EDOC.2011.27
  12. 12.
    Kaganer, E., Carmel, E., Hirschheim, R., Olsen, T.: Managing the human cloud. MIT Sloan Manag. Rev. 54(2), 22–32 (2013)Google Scholar
  13. 13.
    Laffont, J.J., Martimort, D.: The Theory of Incentives. Princeton University Press, New Jersey (2002)Google Scholar
  14. 14.
    Liptchinsky, V., Khazankin, R.: A novel approach to modeling context-aware and social collaboration processes. In: 24th International Conference on Advanced Information Systems Engineering (CAiSE’12). Springer, Gdansk (2012). doi: 10.1007/978-3-642-31095-9_37
  15. 15.
    Little, G., Chilton, L.B., Goldman, M., Miller, R.C.: Exploring iterative and parallel human computation processes. In: Proceedings of the ACM SIGKDD Workshop on Human Computation, HCOMP’10, pp. 68–76. ACM, New York(2010). doi: 10.1145/1837885.1837907
  16. 16.
    Liu, R., Bhattacharya, K., Wu, F.: Modeling business contexture and behavior using business artifacts. In: J. Krogstie, A. Opdahl, G. Sindre (eds.) Advanced Information Systems Engineering. Lecture Notes in Computer Science, vol. 4495, pp. 324–339. Springer, Heidelberg (2007). doi: 10.1007/978-3-540-72988-4_23
  17. 17.
    Mason, W., Watts, D.J.: Financial incentives and the performance of crowds. In: Proceedings of the ACM SIGKDD Workshop on Human Computation (HCOMP’09), vol. 11, pp. 77–85. ACM, Paris(2009). doi: 10.1145/1600150.1600175
  18. 18.
    Nandi, P., Kumaran, S.: Adaptive business objects—a new component model for business integration. In: Proceeding of the 7th International Conference on Enterprise Information Systems (ICEIS’07), pp. 179–188. Miami(2005)Google Scholar
  19. 19.
    Pesic, M., Schonenberg, H., van der Aalst, W.M.: DECLARE: full support for loosely-structured processes. In: 11th IEEE International Conference on Enterprise Distributed Object Computing (EDOC’07), pp. 287–287. IEEE (2007). doi: 10.1109/EDOC.2007.14
  20. 20.
    Prendergast, C.: The provision of incentives in firms. J. Econ. Lit. 37(1), 7–63 (1999). http://www.jstor.org/stable/2564725
  21. 21.
    Ramchurn, S., Huynh, T., Venanzi, M., Shi, B.: Collabmap: crowdsourcing maps for emergency planning. In: Proceedings of the ACM Web Science, Paris, France (2013). http://eprints.soton.ac.uk/350677/
  22. 22.
    Sato, K., Hashimoto, R., Yoshino, M., Shinkuma, R., Takahashi, T.: Incentive mechanism considering variety of user cost in P2P content sharing. In: Global Telecommunications Conference (IEEE GLOBECOM ’08), pp. 1–5. IEEE (2008). doi: 10.1109/GLOCOM.2008.ECP.426
  23. 23.
    Scekic, O., Truong, H.L., Dustdar, S.: Incentives and rewarding in social computing. Commun. ACM 56(6), 72 (2013). doi: 10.1145/2461256.2461275 CrossRefGoogle Scholar
  24. 24.
    Schall, D., Dustdar, S., Blake, M.B.: Programming human and software-based web services. Computer 43(7), 82–85 (2010). doi: 10.1109/MC.2010.205 CrossRefGoogle Scholar
  25. 25.
    Schall, D., Skopik, F., Psaier, H., Dustdar, S.: Bridging socially-enhanced virtual communities. In: Proceedings of the ACM SAC 2011 (2011)Google Scholar
  26. 26.
    Teyton, C., Falleri, J.R., Blanc, X.: Mining library migration graphs. In: 19th Conference on Reverse Engineering, pp. 289–298. IEEE (2012). doi: 10.1109/WCRE.2012.38
  27. 27.
    Tokarchuk, O., Cuel, R., Zamarian, M.: Analyzing crowd labor and designing incentives for humans in the loop. IEEE Internet Computing, pp. 45–51. (2012). doi: 10.1109/MIC.2012.66
  28. 28.
    Vaculin, R., Heath, T., Hull, R.: Data-centric web services based on business artifacts. In:19th International Conference on Web Services (ICWS’12) (1), 42–49 (2012). doi: 10.1109/ICWS.2012.101
  29. 29.
    Vaculin, R., Hull, R., Heath, T., Cochran, C., Nigam, A., Sukaviriya, P.: Declarative business artifact centric modeling of decision and knowledge intensive business processes. In: 15th International Conference on Enterprise Distributed Object Computing (EDOC’11), pp. 151–160. IEEE (2011). doi: 10.1109/EDOC.2011.36
  30. 30.
    Wang, J., Kumar, A.: A framework for document-driven workflow systems. In: W.M. van der Aalst, B. Benatallah, F. Casati, F. Curbera (eds.) Proceedings of International Conference on Business Process Management (BPM’05). Lecture Notes in Computer Science, vol. 3649, pp. 285–301. Springer (2005). doi: 10.1007/11538394_19
  31. 31.
    Yogo, K., Shinkuma, R., Takahashi, T., Konishi, T., Itaya, S., Doi, S., Yamada, K.: Differentiated Incentive Rewarding for Social Networking Services pp. 169–172 (2010). doi: 10.1109/SAINT.2010.65

Copyright information

© Springer-Verlag Berlin Heidelberg 2015

Authors and Affiliations

  • Ognjen Scekic
    • 1
    Email author
  • Hong-Linh Truong
    • 1
  • Schahram Dustdar
    • 1
  1. 1.Distributed Systems GroupVienna University of TechnologyViennaAustria

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