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Stochastic analysis of an economic growth model incorporating Itô–Lévy driven investment, optimal control and numerical simulation

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  • Bikourne, Mariem
  • Akdim, Khadija
  • Ez-Zetouni, Adil

Abstract

In this paper, we develop and analyze a stochastic model of economic growth to determine the optimal production trajectory under uncertainty. The source of uncertainty lies in the capital dynamics, modeled through a stochastic differential equation driven by Lévy processes. By applying Hamilton–Jacobi–Bellman (HJB) optimization techniques adapted to Lévy processes, we derive an optimal investment–consumption policy. To address the complexity of the resulting nonlinear system, we extend the New Local Linearization method to accommodate jump–diffusion processes. Compared to the case without jumps, our findings demonstrate that incorporating jump components into the investment model amplifies the role of jump-induced volatility and leads to a higher elasticity of capital. We conclude that Itô–Lévy formulations not only allow for closed-form solutions to Gross Domestic Product (GDP) dynamics but also provide a robust and reproducible framework, offering valuable insights and directions for future research in economic and stochastic modeling.

Suggested Citation

  • Bikourne, Mariem & Akdim, Khadija & Ez-Zetouni, Adil, 2025. "Stochastic analysis of an economic growth model incorporating Itô–Lévy driven investment, optimal control and numerical simulation," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 674(C).
  • Handle: RePEc:eee:phsmap:v:674:y:2025:i:c:s0378437125004340
    DOI: 10.1016/j.physa.2025.130782
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    1. Francesco Menoncin & Stefano Nembrini, 2018. "Stochastic continuous time growth models that allow for closed form solutions," Journal of Economics, Springer, vol. 124(3), pages 213-241, July.
    2. Tsuboi, Mizuki, 2019. "Consumption, welfare, and stochastic population dynamics when technology shocks are (Un)tied," Economic Modelling, Elsevier, vol. 79(C), pages 74-85.
    3. Lafforgue, Gilles, 2008. "Stochastic technical change, non-renewable resource and optimal sustainable growth," Resource and Energy Economics, Elsevier, vol. 30(4), pages 540-554, December.
    4. Casella, Bruno & Roberts, Gareth O., 2011. "Exact Simulation of Jump-Diffusion Processes with Monte Carlo Applications," MPRA Paper 95217, University Library of Munich, Germany.
    5. Menezes, C F & Hanson, D L, 1970. "On the Theory of Risk Aversion," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 11(3), pages 481-487, October.
    6. Mizuki Tsuboi, 2018. "Stochastic accumulation of human capital and welfare in the Uzawa–Lucas model: an analytical characterization," Journal of Economics, Springer, vol. 125(3), pages 239-261, November.
    7. Bruno Casella & Gareth O. Roberts, 2011. "Exact Simulation of Jump-Diffusion Processes with Monte Carlo Applications," Methodology and Computing in Applied Probability, Springer, vol. 13(3), pages 449-473, September.
    8. Tsuboi, Mizuki, 2019. "Resource scarcity, technological progress, and stochastic growth," Economic Modelling, Elsevier, vol. 81(C), pages 73-88.
    9. Wälde, Klaus, 2011. "Production technologies in stochastic continuous time models," Journal of Economic Dynamics and Control, Elsevier, vol. 35(4), pages 616-622, April.
    10. Keith Blackburn & Dimitrios Varvarigos, 2008. "Human capital accumulation and output growth in a stochastic environment," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 36(3), pages 435-452, September.
    11. A. Bucci & C. Colapinto & M. Forster & D. La Torre, 2011. "Stochastic technology shocks in an extended Uzawa–Lucas model: closed-form solution and long-run dynamics," Journal of Economics, Springer, vol. 103(1), pages 83-99, May.
    12. Liao, Zhong-Wei & Shao, Jinghai, 2024. "Stability and mean growth rate of stochastic Solow model driven by jump–diffusion process," Journal of Mathematical Economics, Elsevier, vol. 111(C).
    13. Boucekkine, R. & Fabbri, G. & Pintus, P., 2014. "Growth and financial liberalization under capital collateral constraints: The striking case of the stochastic AK model with CARA preferences," Economics Letters, Elsevier, vol. 122(2), pages 303-307.
    14. Weipeng Yuan & Shaoyong Lai & Hanlei Hu, 2018. "Optimal consumption analysis for a stochastic growth model with technological shocks," Applied Stochastic Models in Business and Industry, John Wiley & Sons, vol. 34(5), pages 746-755, September.
    15. Goswami, Anindya & Rana, Nimit & Siu, Tak Kuen, 2022. "Regime switching optimal growth model with risk sensitive preferences," Journal of Mathematical Economics, Elsevier, vol. 101(C).
    16. Ryoji Hiraguchi, 2013. "On a closed-form solution to the stochastic Lucas–Uzawa model," Journal of Economics, Springer, vol. 108(2), pages 131-144, March.
    17. David Cass, 1965. "Optimum Growth in an Aggregative Model of Capital Accumulation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 32(3), pages 233-240.
    18. Perninge, Magnus, 2024. "Optimal stopping of BSDEs with constrained jumps and related zero-sum games," Stochastic Processes and their Applications, Elsevier, vol. 173(C).
    19. William A. Brock & Leonard J. Mirman, 2001. "Optimal Economic Growth And Uncertainty: The Discounted Case," Chapters, in: W. D. Dechert (ed.), Growth Theory, Nonlinear Dynamics and Economic Modelling, chapter 1, pages 3-37, Edward Elgar Publishing.
    20. Lars J. Olson & Santanu Roy, 2006. "Theory of Stochastic Optimal Economic Growth," Springer Books, in: Rose-Anne Dana & Cuong Le Van & Tapan Mitra & Kazuo Nishimura (ed.), Handbook on Optimal Growth 1, chapter 11, pages 297-335, Springer.
    21. Posch, Olaf, 2009. "Structural estimation of jump-diffusion processes in macroeconomics," Journal of Econometrics, Elsevier, vol. 153(2), pages 196-210, December.
    22. Nelson, Charles R. & Plosser, Charles I., 1982. "Trends and random walks in macroeconmic time series : Some evidence and implications," Journal of Monetary Economics, Elsevier, vol. 10(2), pages 139-162.
    23. Steger, Thomas M., 2005. "Stochastic growth under Wiener and Poisson uncertainty," Economics Letters, Elsevier, vol. 86(3), pages 311-316, March.
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