Yes, understating your income when reporting it to the IRS (for taxes) is fraud.

However the situations being discussed are credit/loan applications. Since understating your income in that application doesn't generally provide any material benefit, there would be no "element of actual or attempted pecuniary gain"

Credit applications and tax forms have the incentives in the opposite direction.