This paper presents the experiments and developments of Statistics Flanders on the creation of a new experimental quality of life statistic by using sentiment analysis on Flemish tweets. This study has been set up to test the use of big data sources like Twitter to measure the sentiment of a population (e.g. perceived quality of life, beyond GDP). Can the combined use of big data, text mining and machine learning provide a valuable alternative for surveys?