Not sure why you'd think benefits are involved here. And a $125k salary does not cost $250k.
The only other data point is from the Bureau of Labor Statistics Employer Costs for Employee Compensation (BLS ECEC) where it shows at the bottom that benefits accounted for around 30% of total compensation and 70% going to wages & salary[1]. On average, this means that a $125K salary would cost a company $179K overall.
[1] Ex-CTO
Those ratios are for average salaries, not $125k salaries.