Hubble tension is a problem in one-dimensional (1D) posteriors, since local H0 determinations are only sensitive to a single parameter. Projected 1D posteriors for ΛCDM cosmological parameters become more non-Gaussian with increasing effective redshift when the model is fitted to redshift-binned data in the late Universe. We explain mathematically why this non-Gaussianity arises and show, using observational Hubble data (OHD), that Markov chain Monte Carlo (MCMC) marginalisation leads to 1D posteriors that fail to track the χ2 minimum at 68% confidence level in high redshift bins. To gain a second perspective, we resort to profile likelihoods as a complementary technique. Doing so, we observe that z≳1 cosmic chronometer (CC) data currently prefer a non-evolving (constant) Hubble parameter over a Planck-ΛCDM cosmology at ∼2σ. Within the Hubble tension debate, it is imperative that subsamples of data sets with differing redshifts yield similar H0 values. In addition, we confirm that MCMC degeneracies observed in 2D posteriors are not due to curves of constant χ2. Finally, on the assumption that the Planck-ΛCDM cosmological model is correct, using profile likelihoods we confirm a >2σ2 \\sigma $$\\end{document}]]> discrepancy with Planck-ΛCDM in a combination of CC and baryon acoustic oscillations (BAO) data beyond z∼1.5. This confirms a discrepancy reported earlier with fresh methodology.
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