IDEAS home Printed from https://ideas.repec.org/p/arx/papers/1808.07959.html
   My bibliography  Save this paper

Supporting Crowd-Powered Science in Economics: FRACTI, a Conceptual Framework for Large-Scale Collaboration and Transparent Investigation in Financial Markets

Author

Listed:
  • Jorge Faleiro
  • Edward Tsang

Abstract

Modern investigation in economics and in other sciences requires the ability to store, share, and replicate results and methods of experiments that are often multidisciplinary and yield a massive amount of data. Given the increasing complexity and growing interaction across diverse bodies of knowledge it is becoming imperative to define a platform to properly support collaborative research and track origin, accuracy and use of data. This paper starts by defining a set of methods leveraging scientific principles and advocating the importance of those methods in multidisciplinary, computer intensive fields like computational finance. The next part of this paper defines a class of systems called scientific support systems, vis-a-vis usages in other research fields such as bioinformatics, physics and engineering. We outline a basic set of fundamental concepts, and list our goals and motivation for leveraging such systems to enable large-scale investigation, "crowd powered science", in economics. The core of this paper provides an outline of FRACTI in five steps. First we present definitions related to scientific support systems intrinsic to finance and describe common characteristics of financial use cases. The second step concentrates on what can be exchanged through the definition of shareable entities called contributions. The third step is the description of a classification system for building blocks of the conceptual framework, called facets. The fourth step introduces the meta-model that will enable provenance tracking and representation of data fragments and simulation. Finally we describe intended cases of use to highlight main strengths of FRACTI: application of the scientific method for investigation in computational finance, large-scale collaboration and simulation.

Suggested Citation

  • Jorge Faleiro & Edward Tsang, 2018. "Supporting Crowd-Powered Science in Economics: FRACTI, a Conceptual Framework for Large-Scale Collaboration and Transparent Investigation in Financial Markets," Papers 1808.07959, arXiv.org.
  • Handle: RePEc:arx:papers:1808.07959
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/1808.07959
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Thomas Herndon & Michael Ash & Robert Pollin, 2014. "Does high public debt consistently stifle economic growth? A critique of Reinhart and Rogoff," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 38(2), pages 257-279.
    2. Madhavan, Ananth, 2000. "Market microstructure: A survey," Journal of Financial Markets, Elsevier, vol. 3(3), pages 205-258, August.
    3. Carmen M. Reinhart & Kenneth S. Rogoff, 2010. "Growth in a Time of Debt," American Economic Review, American Economic Association, vol. 100(2), pages 573-578, May.
    4. T. Bisig & A. Dupuis & V. Impagliazzo & R. B. Olsen, 2012. "The scale of market quakes," Quantitative Finance, Taylor & Francis Journals, vol. 12(4), pages 501-508, July.
    5. Franzoni, Chiara & Sauermann, Henry, 2014. "Crowd science: The organization of scientific research in open collaborative projects," Research Policy, Elsevier, vol. 43(1), pages 1-20.
    6. Gentleman Robert, 2005. "Reproducible Research: A Bioinformatics Case Study," Statistical Applications in Genetics and Molecular Biology, De Gruyter, vol. 4(1), pages 1-25, January.
    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. Jorge Faleiro, 2018. "A Language for Large-Scale Collaboration in Economics: A Streamlined Computational Representation of Financial Models," Papers 1809.06471, arXiv.org.
    2. Jorge Faleiro & Edward Tsang, 2018. "Black Magic Investigation Made Simple: Monte Carlo Simulations and Historical Back Testing of Momentum Cross-Over Strategies Using FRACTI Patterns," Papers 1808.07949, arXiv.org.
    3. Michael A. Clemens, 2017. "The Meaning Of Failed Replications: A Review And Proposal," Journal of Economic Surveys, Wiley Blackwell, vol. 31(1), pages 326-342, February.
    4. Séverine MENGUY, 2019. "Does public indebtedness constrain or can it favor economic growth? A simple analytical modeling," Bulletin of Applied Economics, Risk Market Journals, vol. 6(2), pages 1-29.
    5. Roberto Martino & Phu Nguyen-Van, 2014. "Labour market regulation and fiscal parameters: A structural model for European regions," Working Papers of BETA 2014-19, Bureau d'Economie Théorique et Appliquée, UDS, Strasbourg.
    6. Janice Boucher Breuer & John McDermott, 2019. "Debt And Depression," Contemporary Economic Policy, Western Economic Association International, vol. 37(4), pages 714-730, October.
    7. Magdalena Osińska & Tadeusz Kufel & Marcin Błażejowski & Paweł Kufel, 2020. "Modeling mechanism of economic growth using threshold autoregression models," Empirical Economics, Springer, vol. 58(3), pages 1381-1430, March.
    8. Guerini, Mattia & Moneta, Alessio & Napoletano, Mauro & Roventini, Andrea, 2020. "The Janus-Faced Nature Of Debt: Results From A Data-Driven Cointegrated Svar Approach," Macroeconomic Dynamics, Cambridge University Press, vol. 24(1), pages 24-54, January.
    9. Dias, Daniel A. & Richmond, Christine & Wright, Mark L.J., 2014. "The stock of external sovereign debt: Can we take the data at ‘face value’?," Journal of International Economics, Elsevier, vol. 94(1), pages 1-17.
    10. Gärtner, Manfred & Griesbach, Björn & Mennillo, Giulia, 2013. "The near-death experience of the Celtic Tiger: a model-driven narrative from the European sovereign debt crisis," Economics Working Paper Series 1321, University of St. Gallen, School of Economics and Political Science.
    11. Nick Huntington‐Klein & Andreu Arenas & Emily Beam & Marco Bertoni & Jeffrey R. Bloem & Pralhad Burli & Naibin Chen & Paul Grieco & Godwin Ekpe & Todd Pugatch & Martin Saavedra & Yaniv Stopnitzky, 2021. "The influence of hidden researcher decisions in applied microeconomics," Economic Inquiry, Western Economic Association International, vol. 59(3), pages 944-960, July.
    12. Calderon,Cesar & Nguyen,Ha Minh, 2015. "Do capital inflows boost growth in developing countries ? evidence from Sub-Saharan Africa," Policy Research Working Paper Series 7298, The World Bank.
    13. Proaño, Christian R. & Schoder, Christian & Semmler, Willi, 2014. "Financial stress, sovereign debt and economic activity in industrialized countries: Evidence from dynamic threshold regressions," Journal of International Money and Finance, Elsevier, vol. 45(C), pages 17-37.
    14. Balázs Égert, 2015. "Public debt, economic growth and nonlinear effects: Myth or reality?," Journal of Macroeconomics, Elsevier, vol. 43(C), pages 226-238.
    15. Nicholas Oulton, 2013. "Medium and long run prospects for UK growth in the aftermath of the financial crisis," Discussion Papers 1307, Centre for Macroeconomics (CFM).
    16. Konstantakis, Konstantinos N. & Michaelides, Panayotis G., 2014. "Transmission of the debt crisis: From EU15 to USA or vice versa? A GVAR approach," Journal of Economics and Business, Elsevier, vol. 76(C), pages 115-132.
    17. Mitze, Timo & Matz, Florian, 2015. "Public debt and growth in German federal states: What can Europe learn?," Journal of Policy Modeling, Elsevier, vol. 37(2), pages 208-228.
    18. Yun Jung Kim & Jing Zhang, 2021. "The Relationship Between Debt and Output," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 69(1), pages 230-257, March.
    19. Balázs Egert, 2013. "The 90% public debt threshold: The rise and fall of a stylised fact," Working Papers hal-04141189, HAL.
    20. Yannis Dafermos, 2015. "The ‘other half’ of the public debt–economic growth relationship: a note on Reinhart and Rogoff," European Journal of Economics and Economic Policies: Intervention, Edward Elgar Publishing, vol. 12(1), pages 20-28, April.

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    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:arx:papers:1808.07959. 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: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .

    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.