Decision-tree induction was used to interpret parity-group average lactation curves automatically in dairy farming. Three parity groups were involved consisting of cows in their first, second, or third and higher parity. A dairy-nutrition specialist analysed 99 parity-group average lactation curves, representing 33 dairy herds, and classified these curves using predefined aspects of interpretation.