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This study examines how high school counselor caseloads affect college access through time allocation, using mediation analysis with propensity score matching on HSLS:09 data. Students in schools with a 250:1 counselor-to-student ratio show better outcomes: 2.8 % higher application rates (β=0.028, p<0.01), 0.8 more applications (95% CI [0.63, 1.02]), and 2.9 % higher enrollment likelihood (β=0.029, p<0.01). Counselors in lower-caseload schools spend 4.6% more time on college readiness (p<0.001), mediating 14-21% of effects of caseload on college-going outcomes. Specifically, time allocation has strong positive mediation (25.2%) in public schools, while in private schools shows negative effects (-10.3%), highlighting organizational context's influence. Maintaining manageable caseloads with protected advising time can promote equitable college access, offering guidance for staffing reforms.