The Quantitative Aptitude section is a crucial part of the RBI Grade B Phase 1 exam, carrying 30 marks with 30 questions to be solved in 25 minutes. There is a negative marking of 0.25 marks for each incorrect answer, and candidates must clear both sectional and overall cut-offs to qualify for Phase 2.