Haley was born at Bamberg County Memorial Hospital in Bamberg, South Carolina. Her parents were Ajit Singh Randhawa and Raj Kaur Randhaw, from Punjab, India. Her father was a professor at Punjab Agricultural University. Her mother started a clothing company, Exotica International. Haley earned a Bachelor of Science degree in accounting from Clemson University. She has one sister and two brothers. 