* the quantitative variables (including LGEXP and excluding SLO14) as well as the qualitative variables on membership of a group or a brand network (GP, HO, RE, PAYSRE) cover the year 2016 * the remaining qualitative data covers the period 2014 to 2016 * SLO14 covers the year 2014