Myth 1: Social Security is going broke. According to the Social Security Administration, benefits replace only about 40% of pre-retirement income for a median earner. Email newsletter signupMyth 5: Social Security benefits are no longer taxed. The One Big Beautiful Bill Act did not eliminate taxes on Social Security benefits. This article was written by Edward Jones for use by your local Edward Jones Financial Advisor.