Web-based innovation indicators may provide new insights into firm-level innovation activities. However, little is … Mannheim Innovation Panel (MIP) 2019 to analyze which website characteristics are related to innovation activities at the firm … show a better performance for the prediction of product innovations and innovation expenditures than for the prediction of …