The ionizing photon escape fraction governs cosmic reionization yet remains observationally unconstrained as a function of halo mass. We present the first empirical constraints on across the epoch of reionization, using a three-parameter power-law model , conditioned on HST and JWST UV luminosity functions at –12, the Planck Thomson optical depth, seven neutral-fraction measurements, and one high-redshift prior. Using Schechter fits to the latest HST and JWST UV luminosity functions, abundance matching to link to halo mass, and a reionization ODE solver validated against Planck, we constrain the model via a dense grid scan and ensemble MCMC. The profile likelihood yields tight constraints: , , . In contrast, the full marginal posterior is substantially broadened by a strong –– degeneracy (, ). The population-averaged rises from 2% at to 9% at , with sub-threshold halos contributing of the ionizing budget at . Comparing with THESAN, we find that the per-halo median shows steep evolution consistent with our profile result, while luminosity-weighted averaging systematically flattens the trend because massive halos dominate the ionizing budget at . Robustness checks confirm at confidence; the steep-evolution model predicts , consistent with Planck at . We provide tabulated posteriors as empirical inputs for reionization simulations.

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