It is against the law to terminate an employee or refuse to hire an applicant because she is pregnant or because of a pregnancy-related condition, or to. The NYCHRL prohibits unlawful discrimination in employment, public accommodations, and housing on the basis of actual or perceived pregnancy.Pregnancy discrimination is against the law. The EEOC enforces three federal laws that protect job applicants and employees who are pregnant. Under New York pregnancy discrimination law, employers cannot reduce your hours or benefits, demote or terminate you. Understand what the Pregnancy Discrimination Act is and your rights as an employee. Speak with a New York City pregnancy discrimination lawyer today. Pregnancy Discrimination Act (PDA): Federal law that protects pregnant workers from discrimination. Under federal law, you are protected from pregnancy discrimination in the workplace. Pregnancy Discrimination Act (PDA): Federal law that protects pregnant workers from discrimination.