The Spanish youngster joined Newcastle this summer in a Bosman transfer from Malaga.
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He spent last season as a first team regular with Malaga in the Segunda Division.
The 18 year-old made 60 appearances overall for his former club.
Cordero will now spend the new campaign on-loan with Westerlo in Belgium's top-flight.