According to Fairfax County: 8
https://www.fairfaxcounty.gov/familyservices/children-youth/child-supervision-guidelines
Age Guidelines
8 years old and younger should always be in the care of a responsible person. Children this age should never be left unsupervised in homes, cars, playgrounds or yards.
9-10 years old may be ready to be left unsupervised up to 1.5 hours during daylight and early evening hours.
11-12 years old may be ready to be left unsupervised up to 3 hours during daylight and early evening hours.
13-15 years old may be ready to be left unsupervised more than three hours but not overnight.
16 years old and older may be ready to be left unsupervised overnight for one to two days, with a plan in place.
For what it’s worth, when my children were younger (they are in college now) the County started with Age 7. At some point, they increased the age to 8.