the quantitative variables as well as the qualitative variables on the proportion of employees with a degree equivalent to a BAC+2 or higher (EMPUD), membership of a group or a network of brands (GP, HO, RE, PAYSRE) relate to the year 2018. the remaining qualitative data is for the period 2016 to 2018.