BIGOWL (BIG data analytics OWL2 ontology) acts as a formal schema for representing and consolidating knowledge in Big Data analytics. Knowledge incorporation is, in turn, beneficial for efficient algorithmic performance by taking part in the operator’s design, parameter selection, and human interactive and decision-making strategies.