The EDF group regularly makes good use of data science to find solutions to costly problems. In the nuclear industry, clogging phenomena (obstruction) can incur some very expensive maintenance operations. A data science approach allows identification of key factors leading to breakdowns, and development of operational procedures to monitor these. This enables clogging kinetics to be managed, resulting in increased security for the nuclear power plant fleet.