I’m currently wondering about either majoring in EE and trying to get into hardware roles. (which I assume would require me to get a master's most hwe roles in VLSI or rf) or majoring in CS and trying to get into software roles

Which would be the better career? How much do they differ in job security and their job markets? How significant is the pay difference?