Foreign persons’ U.S.-source income is classified as ECI (trade or service-related, taxed at graduated rates) or FDAP (passive income, typically 30% withholding). Withholding agents must collect and remit taxes and face personal liability for failures. Source rules depend on income type, and tax treaties or specific tests can change withholding outcomes.