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    Oscillatory dynamics between language usage and economic activity

    Alejandro Pardo Pintos1,2, Diego E Shalom1,2, Guillermo Cecchi3, Gabriel Mindlin1,2, and Marcos A Trevisan1,2,*

    • *Contact author: marcos@df.uba.ar

    Phys. Rev. E 113, 034306 – Published 12 March, 2026

    DOI: https://doi.org/10.1103/mml9-8c34

    Abstract

    The frequency of word usage in major Western languages has exhibited small-amplitude regular cycles over the past two centuries. Using large linguistic and economic datasets that allow for long-term quantitative analysis, we demonstrate that these cycles of word usage organize into semantically coherent clusters that track, interact with, or precede macroeconomic rhythms. To explore the nature of this interaction, we develop a minimal mathematical model of word usage that incorporates a delay linked to collective attention. Parameter fitting reveals that word usage operates near a Hopf bifurcation, a critical regime associated with heightened sensitivity, uncovering a robust and specific coupling that manifests as oscillatory dynamics between language usage and economic activity. Our findings characterize language usage as a dynamical system operating at criticality, where the observed oscillations emerge from a robust coupling with large-scale economic fluctuations. These results position language not merely as a passive reflection of economic conditions, but as an active component in a coupled system that mirrors and interacts with macroeconomic dynamics.

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