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Optimal ecological transition path of a credit portfolio distribution, based on multidate Monge–Kantorovich formulation

  • Ecole polytechnique

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Résumé

Accounting for climate transition risks is one of the most important challenges in the transition to a low-carbon economy. Banks are encouraged to align their investment portfolios to CO2 trajectories fixed by international agreements, showing the necessity of a quantitative methodology to implement it. We propose a mathematical formulation for this problem and a multistage optimization criterion for a transition between the current bank portfolio and a target one. The optimization problem combines the Monge–Kantorovich formulation of optimal transport, for which the cost is defined according to the financial context, and a credit risk measure. We show that the problem is well-posed, and can be embedded into a saddle-point problem for which Primal–Dual algorithms can be used. We design a numerical scheme that is able to solve the problem in available time, with nice scalability properties according to the number of decision times; its numerical convergence is analysed. Last we test the model using real financial data, illustrating that the optimal portfolio alignment may differ from the naive interpolation between the initial portfolio and the target.

langue originaleAnglais
Pages (de - à)1161-1195
Nombre de pages35
journalAnnals of Operations Research
Volume336
Numéro de publication1-2
Les DOIs
étatPublié - 1 mai 2024

SDG des Nations Unies

Ce résultat contribue à ou aux Objectifs de développement durable suivants

  1. SDG 8 - Travail décent et croissance économique
    SDG 8 Travail décent et croissance économique
  2. SDG 12 - Consommation et production responsables
    SDG 12 Consommation et production responsables
  3. SDG 13 - Action climatique
    SDG 13 Action climatique

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