Thomson scattering is a routine diagnostic for measuring electron temperature and density on almost every magnetic confinement fusion plasma device. Due to very low cross section of the scattering, the measured signal to noise ratio is generally relatively low and statistical error bars of a single measurement often dominate over systematic uncertainties caused for example by imprecise calibration. In this work an analytical expression is introduced to determine statistical error bars for temperature, density and pressure measurements.