Abstract. Optical spectroscopy is investigated with respect to its capabilities to yield temperature information from line intensities of low temperature plasmas. The method is non-invasive and easy to perform experimentally. The data analysis model consists of a population model describing the intensities of light emission. Geometry effects and measurement errors are encountered. The quantity of interest is the electron energy distribution function. A Bayesian framework was chosen to incorporate systematic uncertainties and to incorporate physics information coherently. As an example, results from in-situ wavelength calibrations are discussed. Sensitivity studies of modeled spectra are outlined.