In engineering too, I believe the gender pay gap does not exist.
We have very detailed statistics for Airbus group (several thousands of employees) and when comparing with equal experience and comparable job, the pay gap is less than 3% and can occur in both directions.
Surely, the problem doesn't lie with the employers, the problem lies with society influencing women towards lower paid jobs and influencing men in thinking the larger salary the better.