A machine learning based decision aid for lameness in dairy herds using farm-based records

•Lameness is a main welfare concern in dairy reducing efficiency and profitability.•On-farm measurements are time consuming and continuous monitoring is challenging.•Machine learning allows for routine monitoring of lameness using farm data.•Prediction models can be implemented in a computerized decision support tool.