BIGOWL: Knowledge centered Big Data analytics.

•A semantic approach to represent and validate Big Data analytics is proposed.•An OWL Ontology and SWRL rules are developed for reasoning in workflow design.•The proposal is validated with two real-world (traffic) and academic cases study.•Obtained semantized data successfully recommends and validate Big Data tasks.•We provide actual Big Data practitioners with software to enhance their analytics.