Pharmacy, Biology, Education Among AI-Proof Pay Gaps Exposed

Gen Z Faces a Startling Salary Reality

A Federal Reserve Bank of New York analysis released this week uses 2024 Census data to map how fresh graduates fare in the early years after college. The report finds that several majors long touted as AI-proof are delivering starting pay well below the broader U.S. median, with many grads entering the workforce earning under $50,000 in their first five years. In a market still adjusting to rapid AI adoption and uneven wage growth, the findings underscore a simple truth: field of study continues to matter for early earnings as of 2026.

The Numbers Behind the Narrative

The NY Fed study spotlights the initial earnings of graduates aged 22 to 27, a cohort stepping from campus to career just as automation reasserts itself across sectors. The most striking figures center on the trio of majors that analysts label as among the lowest earners in the early career phase:

• Pharmacy: about $40,000 starting median
• Biology: roughly $45,000
• Education (general and elementary tracks): about $45,000

Other fields also show sub-$50k starts, reinforcing a broader pattern where degree choice and loan burdens collide with salary reality. The study notes a spectrum of low early-career incomes across theology and religion, social services, performing arts, and liberal arts, each hovering in the low $40,000s to mid-$40,000s range for new grads.

pharmacy, biology, education among—the Low-Pay Trio

The data include a striking descriptor used by researchers: the phrase 'pharmacy, biology, education among'—a shorthand for the set of majors with the steepest early pay penalties. The report explicitly calls out this trio as emblematic of the AI-proof label turning into a starting-salary reality check. For families and students, the numbers carry concrete implications as they weigh tuition costs, debt, and the timing of big financial moves like home-buying or starting a savings plan.

In context, the pharmacy track is often presumed to offer strong long-term returns due to licensure requirements and pharmacist demand. Yet the data show a wider gap between professional expectations and early earnings. The biology pathway, while essential to research and healthcare, yields starting salaries that trail many STEM peers who embark on software, data, or engineering tracks after graduation. Education—especially elementary education—remains a critical need in schools nationwide, but entry-level pay lands near the mid-$40,000s, complicating budgeting for student loans and living costs in high-cost regions.

A Closer Look at the Numbers

Here are the headline takeaways from the analysis, which covers graduates from 2024 and tracks post-college earnings through the first five years of work:

• Average early-career salary for the group studied sits below the national median income, underscoring a pay gap that persists into the first five years after graduation.
• Education majors face universal pay hurdles at the start, with elementary education hovering around $45,000 and general education near the same mark.
• The pharmacy track shows the sharpest contrast. While pharmacists at the top of the field can earn well into six figures after licensure, early-career pay for new graduates in pharmacy sits near $40,000.
• Biology remains a strong foundation for many high-demand health and research roles, but early salaries trail other STEM areas, landing around $45,000 in the initial years post-graduation.

Analysts emphasize that these numbers capture a snapshot during a period of wage volatility. The long arc of a career—additional schooling, board exams, certifications, geographic mobility, and internship opportunities—can shift earnings dramatically over time. Still, the early data matter for budgeting, debt repayment planning, and decisions about pursuing advanced credentials or residency programs.

Why These Majors See Lower Starting Pay

Several market forces help explain why pharmacy, biology, and education among others appear as low earners in the first five years after college:

• Licensing and credential costs: Some fields require expensive exams or additional schooling before full practice, delaying higher earnings.
• Geographic distribution: Entry salaries in high-cost areas lag national medians, especially when new grads cluster in crowded markets.
• Wage dispersion within fields: Not all roles within a major pay the same—research tracks, clinical paths, and teaching placements can diverge significantly in compensation.
• Slow wage growth in education: Public funding cycles, certification requirements, and local governance shapes teacher pay, which has historically grown more slowly than private-sector roles.

The NY Fed researchers caution that the label AI-proof is not a promise of secure pay forever. As automation and AI tools reshape job tasks, even sectors considered resilient can experience shifts in job roles, hours, or reimbursement structures. A nuanced approach to career planning—balancing immediate earnings with long-term credentialing and region selection—remains essential for Gen Z families navigating this landscape.

What This Means for Gen Z, Students, and Parents

For graduates, the numbers translate into practical decisions as 2026 unfolds. The first years after college are a critical window for debt management, savings, and building credit, and the starting salaries in these majors can influence how quickly graduates can chip away at student loans. Families weighing tuition investments against potential earnings will want to factor in:

• Loan totals relative to expected early salaries and the time to loan forgiveness or repayment plans.
• Scholarships, grants, and paid internship opportunities that shorten the path to stable wages.
• Geographic mobility and the cost of living in target cities where entry salaries are measured against local expenses.
• Strategic credentialing, including board certifications, to lift earnings more quickly than gatekeeper licensure alone.

Some students may feel disheartened by early numbers, but experts note that starting pay is only one dimension of a long career arc. A pharmacy graduate who enters a residency, completes required certifications, and relocates to a high-demand region can see rapid earnings growth. Biology majors who pursue advanced degrees or clinical paths may unlock higher compensation as they move into research, specialized healthcare roles, or data-driven bioscience positions. Education majors can amplify earnings with leadership roles, administrative tracks, or specialized teaching certifications that broaden job opportunities beyond the classroom.

Policy Signals and Market Trends to Watch

While the new data highlight a pay-start challenge for several AI-proof majors, there are also environment-wide shifts that could tilt the balance in coming years:

• Healthcare demand continues to rise: The aging population and expanded coverage in many states could lift entry salaries for certain health-related tracks as more clinics and hospitals compete for talent.
• Teacher shortages may drive localized pay increases: Some districts have begun to offer signing bonuses or targeted pay raises to attract new teachers, particularly in high-need subjects and rural areas.
• Technology-enabled education tools could transform job roles: AI-assisted grading, tutoring platforms, and administrative automation could shift early-career paths for education majors, with ripple effects on pay structures.
• Regional cost-of-living gaps matter: Salaries that look modest on paper may cover more in states with lower living costs, while high-cost metro areas can widen the perceived gap.

For lawmakers, employers, and educators, the findings underscore the importance of aligning funding and program design with clear pathways to gainful employment. Programs that couple degrees with early credentialing, paid apprenticeships, or loan-repayment incentives may help turn AI-proof potential into durable earnings over time. At the same time, students should weigh not only the sticker price of tuition but also the quality of post-graduate opportunities, including internships, clinical rotations, and residency opportunities that can accelerate entry into higher-paying roles.

Taking Control: What Students and Families Can Do Now

Given the current climate, prospective students can take concrete steps to maximize the ROI of a college degree in the long run:

• Ask about guaranteed internship or residency opportunities during the program—and how those experiences translate into job offers or higher starting pay.
• Compare all-in costs, including the price of licensure, boards, and optional graduate study that could lift earnings later.
• Explore regional pay data and cost-of-living differences when choosing a school or area to live and work after graduation.
• Balance passion with practicality by planning for debt and considering double-track options that combine a core major with a high-demand credential.

Ultimately, the latest data serve as a reminder that the value of a degree is not just a headline salary figure. It is a composite of debt, certifiable credentials, geographic choices, and the ability to adapt as industries evolve. The phrase 'pharmacy, biology, education among' captures a reality for millions of Gen Z graduates: early pay matters, but it is not the whole story of a successful career.

As 2026 progresses, families will want to monitor wage trends in education, healthcare, and STEM fields, along with policy developments that influence starting salaries and loan support. The takeaway for now is clear: a strategic, well-researched plan—rooted in current market conditions and long-term goals—offers the best path through the pay landscape for new graduates and their communities.