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Uniqueness of counterfactual equilibria without signaling and with full information

Establish uniqueness of the counterfactual market equilibria considered in Section 8 for the no-signaling (NS) and full-information (FI) scenarios, in which workers choose only one-dimensional bids and employers’ beliefs either rely solely on observables (NS) or on true abilities (FI). Proving uniqueness would ensure that the simulated hiring patterns and welfare comparisons are not dependent on equilibrium selection.

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Background

To quantify the isolated effect of LLMs eliminating signaling, the paper simulates counterfactual equilibria where workers submit only bids and employers either infer ability from observables or observe it directly. The authors note that multiplicity is less likely in these simplified environments but do not provide a formal uniqueness proof.

A uniqueness result would validate that the reported changes in hiring by ability/cost quantiles and welfare (workers, employers, total) are not artifacts of equilibrium selection and would strengthen the robustness of the policy conclusions.

References

We do not prove the uniqueness of these counterfactual equilibria, but we do note that the scope for multiplicity is far more limited than in our full model, given that workers only choose one-dimensional bids and there is no signaling, and thus no equilibrium belief formation.

Making Talk Cheap: Generative AI and Labor Market Signaling (2511.08785 - Galdin et al., 11 Nov 2025) in Section 8 Counterfactuals