Miriam Szabo

Platforms need versioned rules for each jurisdiction to ensure real-time IC compliance.

Real-time monitoring replaces annual audits to catch compliance drift before regulators do.

Section 530 protects contractor classification if businesses document three mandatory requirements.

A framework for measuring contractor misclassification risk across entire workforces.

Proper onboarding sequence, not just documentation, prevents worker misclassification risk.

Delivery platforms face four simultaneous compliance changes for 2026 tax filing.

Courts double reclassification damages automatically unless employers prove good-faith belief.

Continuous credential checks catch lapses that periodic audits miss.

Mismatched contracts and operations invite regulatory scrutiny.

Shifting federal rules and state-by-state tests create escalating misclassification risk at scale.

New York's control tests diverge sharply from federal standards.