Definitions of penalize
to make someone have a disadvantage by treating them unfairly
The minister said that it would have been wrong to penalize good parents who favour home education.
to punish someone for doing something wrong, such as breaking a rule or law
The Carbon Price Floor (CPF) is designed to penalize companies who create pollution.