The current tension between the Hubble constant measured
from local distance indicators and from cosmic microwave background is one of
the most highly debated issues in cosmology, as it possibly indicates new
physics or unknown systematics. In this work, we explore whether this tension
can be alleviated by the sample variance in the local measurements, which use a
small fraction of the Hubble volume. We use a large-volume cosmological
-body simulation to model the local measurements and to quantify the
variance due to local density fluctuations and sample selection. We explicitly
take into account the inhomogeneous spatial distribution of type Ia supernovae.
Despite the faithful modelling of the observations, our results confirm
previous findings that sample variance in the local Hubble constant $(H_0^{\rm
loc})\sigma(H_0^{\rm loc})=0.31,{\rm km
s^{-1}Mpc^{-1}}\sim6,{\rm km
s^{-1}Mpc^{-1}}$ necessary to explain the difference between the local and the
global measurements. While the tension could in principle be
explained by our local neighbourhood being a underdense region of radius $\sim
150 ,\rm Mpc(\delta\simeq -0.8)\Lambda$CDM universe, and it
also violates existing observational constraints. Therefore, sample variance in
a CDM universe cannot appreciably alleviate the tension in
measurements even after taking into account the inhomogeneous selection of type
Ia supernovae.

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