IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2405.07103.html
   My bibliography  Save this paper

Breaking open the black box of the production function: an agent-based model accounting for time in production processes

Author

Listed:
  • Jack Birner
  • Marco Mazzoli
  • Eleonora Priori
  • Pietro Terna

Abstract

Traditional notions of production function do not consider the time dimension, appearing thus timeless and instantaneous. We propose an agent-based model accounting for the whole production side of the economy to unfold the production process from its very beginning, when firms receive production orders, to the delivery of the products to the market. In the model we analyze with a high-degree of details how heterogeneous firms, having labor and capital as productive factors, behave along all the realization processes of their outputs. The main focus covers: i) the heterogeneous duration of firms' production processes, ii) the adaptive strategies they implement to adjust their choices, and iii) the possible failures which may occur due to the duration of the production. Our agent-based model is a controlled experiment: we use a virtual central planner mechanism, which acts as the demand side of the economy, to observe which firm individual behaviors and aggregate macroeconomic outcomes emerge as a reply to its different behaviors in a ceteris paribus environment. Our applied goal, then, is to discuss the role of industrial policy by modeling production processes in detail.

Suggested Citation

  • Jack Birner & Marco Mazzoli & Eleonora Priori & Pietro Terna, 2024. "Breaking open the black box of the production function: an agent-based model accounting for time in production processes," Papers 2405.07103, arXiv.org.
    • Handle: RePEc:arx:papers:2405.07103
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2405.07103
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Roberto Veneziani & Luca Zamparelli & Michalis Nikiforos & Gennaro Zezza, 2017. "Stock-Flow Consistent Macroeconomic Models: A Survey," Journal of Economic Surveys, Wiley Blackwell, vol. 31(5), pages 1204-1239, December.
    2. Giovanni Dosi & Marco Grazzi & Luigi Marengo & Simona Settepanella, 2016. "Production Theory: Accounting for Firm Heterogeneity and Technical Change," Journal of Industrial Economics, Wiley Blackwell, vol. 64(4), pages 875-907, December.
    3. Mazzoli,Marco & Morini,Matteo & Terna,Pietro, 2019. "Rethinking Macroeconomics with Endogenous Market Structure," Cambridge Books, Cambridge University Press, number 9781108482608, 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. Michalis Nikiforos, 2020. "Demand, Distribution, Productivity, Structural Change, and (Secular?) Stagnation," Economics Working Paper Archive wp_945, Levy Economics Institute.
    2. Canelli, Rosa & Fontana, Giuseppe & Realfonzo, Riccardo & Passarella, Marco Veronese, 2024. "Energy crisis, economic growth and public finance in Italy," Energy Economics, Elsevier, vol. 132(C).
    3. Kim, Minseong, 2022. "AS-AD model as a stock-flow consistent model," OSF Preprints ceb2z, Center for Open Science.
    4. Christos Pierros, 2021. "Assessing the internal devaluation policy implemented in Greece in an empirical stock‐flow consistent model," Metroeconomica, Wiley Blackwell, vol. 72(4), pages 905-943, November.
    5. Giovanni Dosi & Marcelo C. Pereira & Maria Enrica Virgillito, 2017. "The footprint of evolutionary processes of learning and selection upon the statistical properties of industrial dynamics," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 26(2), pages 187-210.
    6. Marc Lavoie & Severin Reissl, 2019. "Further insights on endogenous money and the liquidity preference theory of interest," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 42(4), pages 503-526, October.
    7. Jacques, Pierre & Delannoy, Louis & Andrieu, Baptiste & Yilmaz, Devrim & Jeanmart, Hervé & Godin, Antoine, 2023. "Assessing the economic consequences of an energy transition through a biophysical stock-flow consistent model," Ecological Economics, Elsevier, vol. 209(C).
    8. Giovanni Dosi & Xiaodan Yu, 2017. "Technological catching-up, sales dynamics and employment growth: evidence from China's manufacturing firms," LEM Papers Series 2017/27, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    9. Atushi Ishikawa & Shouji Fujimoto & Takayuki Mizuno, 2021. "Why does production function take the Cobb–Douglas form?," Evolutionary and Institutional Economics Review, Springer, vol. 18(1), pages 79-102, April.
    10. Richters, Oliver, 2021. "Modeling the out-of-equilibrium dynamics of bounded rationality and economic constraints," Journal of Economic Behavior & Organization, Elsevier, vol. 188(C), pages 846-866.
    11. Michael Peneder & Catherine Prettner, 2021. "Entwicklung der Produktivität österreichischer Unternehmen von 2008 bis 2018. Auswertung von Mikrodaten für Österreich im Rahmen von Multiprod 2.0," WIFO Studies, WIFO, number 67450.
    12. Barbieri Hermitte, Riccardo & Cagnazzo, Alberto & Favero, Carlo A. & Felici, Francesco & Macauda, Valeria & Nucci, Francesco & Tegami, Cristian, 2023. "ITFIN: A stock-flow consistent model for the Italian economy," Economic Modelling, Elsevier, vol. 119(C).
    13. Michalis Nikiforos, 2018. "Some Comments on the Sraffian Supermultiplier Approach to Growth and Distribution," Economics Working Paper Archive wp_907, Levy Economics Institute.
    14. Eugenio Caverzasi & Alberto Russo, 2018. "Toward a new microfounded macroeconomics in the wake of the crisis," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(6), pages 999-1014.
    15. Stephen Millard & Nicholas Jackson, 2022. "Financial Stocks and Flows in the Time of Covid-19," National Institute of Economic and Social Research (NIESR) Discussion Papers 543, National Institute of Economic and Social Research.
    16. Ítalo Pedrosa & Dany Lang, 2018. "Heterogeneity, distribution and financial fragility of non-financial firms: an agent-based stock-flow consistent (AB-SFC) model," Working Papers hal-01937186, HAL.
    17. Filippo Belloc & Edilio Valentini, 2022. "Digging into the Technological Dimension of Environmental Productivity," Working Papers 2022.29, Fondazione Eni Enrico Mattei.
    18. Eduardo Fernández-Huerga & Ana Pardo & Ana Salvador, 2023. "Compatibility and complementarity between institutional and post-Keynesian economics: a literature review with a particular focus on methodology," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 40(2), pages 413-443, July.
    19. Jackson, Andrew & Jackson, Tim, 2021. "Modelling energy transition risk: The impact of declining energy return on investment (EROI)," Ecological Economics, Elsevier, vol. 185(C).
    20. Dosi, G. & Piva, M. & Virgillito, M.E. & Vivarelli, M., 2021. "Embodied and disembodied technological change: The sectoral patterns of job-creation and job-destruction," Research Policy, Elsevier, vol. 50(4).

    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:2405.07103. 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.