Most Students Pick Majors in the Dark.
"Follow your passion" is the most expensive career advice ever given. In a 2026 economy where AI is reshaping entire fields and graduate bottlenecks are at a 20-year high, picking a major without checking the structural math is a six-figure mistake waiting to happen.
"I love the subject. But will I get a job?"
Passion and employability aren't always aligned. Many popular majors have high Entry Bottleneck Risk — meaning graduates compete heavily for roles far below their education level.
"Will AI eliminate careers in this field?"
The next decade will disrupt more occupations than the last 30. Our AI-Resistance Score tells you how structurally protected the destination careers for your major actually are.
"Will I earn enough to pay off my loans?"
We pull real U.S. Department of Education data to show you median 4-year earnings and typical debt loads for graduates of every major, filtered to your state.
How JobPolaris Calculates Your Education ROI
This isn't a personality quiz with a generic major suggestion at the end. JobPolaris cross-references three independent data layers to give you a structural, science-backed answer.
Your Work Identity Profile
We measure your cognitive style, intrinsic interests, and workplace behavioral wiring across multiple dimensions — not a four-letter type. This determines which career clusters are a natural structural fit before we ever look at a major.
Entry Bottleneck Risk + AI-Resistance Score
For every major, we identify destination occupations using the official CIP-to-SOC crosswalk. We calculate Entry Bottleneck Risk (how competitive entry is) and AI-Resistance Score (how automation-proof those roles are) for each destination career cluster.
Real Earnings & Debt — In Your State
We ingest the U.S. Department of Education's College Scorecard dataset (6,000+ CIP × state data points) to show real median 4-year earnings and debt levels for graduates of each major in your state. You see actual ROI, not national averages that may not reflect your market.
Run the Numbers on Your Major
Takes under 60 seconds. No account required. Get your Entry Bottleneck Risk, AI-Resistance Score, and local earnings data for the majors that match your Work Identity.
🚀 Find My Best Major →Browse by Major
Detailed ROI breakdowns for individual majors are coming soon. Take the assessment now for instant personalized recommendations.
Common Questions
How does JobPolaris calculate whether a major is worth it?
JobPolaris cross-references your psychological profile against O*NET occupational data for all destination jobs tied to a major, then overlays U.S. Department of Education College Scorecard data to show real median 4-year earnings and debt levels for graduates in your state.
What is Entry Bottleneck Risk?
Entry Bottleneck Risk measures how competitive entry-level positions are for the jobs most commonly occupied by graduates of a given major. A high bottleneck score means graduates frequently compete for roles below their education level. A low score means the degree unlocks strong, direct career paths.
What is an AI-Resistance Score?
The AI-Resistance Score measures how structurally resilient a career is against AI automation, calculated using O*NET data across three moats: Empathy & Social Complexity, Physical & Manual Dexterity, and Chaos & Creativity. High scores indicate careers with human-irreplaceable skills at their core.
Is this different from a standard "what major should I pick" quiz?
Yes. Standard quizzes ask what you like and return a suggested major. JobPolaris calculates a Work Identity from your cognitive dimensions, then cross-references that against O*NET occupation clusters and College Scorecard earnings. The result is a ranked list of majors and their structural outcomes — including careers you might not have considered.