Using unique administrative register data, we investigate old-age retirement under the statutory pension scheme in Finland. The analysis is based on multi-outcome modelling of pensions and working lives together with a range explanatory variables. An adaptive LAD-lasso regression method applied to obtain estimates earnings socioeconomic factors affecting decide which these variables should be i...