• Major market down phases can be anticipated by sign changes of aggregated sentiment values. • Stocks that receive more attention and more significant sentiment scores in social media communication over the past consistently perform better than the benchmark. •Rebalancing is based on an overlay rule which is based on sign changes of sentiment values […]