A free AI disruption assessment built for students, advisors, and parents who'd rather make the four-year tuition decision with the data than without. Pick a school, pick a major, see the career it points to and what AI is on track to do to that career by the time you graduate.
Students choose a major today for a job market that will look meaningfully different by graduation. The College Edition combines US Department of Education College Scorecard data with the MyCareer disruption engine so the choice happens with the numbers in view, not the brochure.
One short assessment, framed for students. Pick a school, pick a major, the engine auto-suggests target careers from the federal CIP–SOC crosswalk, and you get an AI disruption read on each. Sign in (free) to unlock the toolkit underneath.
State first, then school. Pulls live from the US Department of Education College Scorecard, every accredited public, private nonprofit, and for-profit institution in the US. Optional, but turning it on unlocks cost and earnings data specific to that campus.
Choose from the standard federal major taxonomy (CIP codes). The selection narrows the next field to the careers that major actually leads to, no more "I'm a psych major, now what?"
The CIP–SOC crosswalk shows the careers your major maps to. Each shows a short description, US workforce size, and median wage. Don't see one that fits? Open the search modal to choose from the full BLS career library.
Two quick fields, your academic level (HS senior through recent grad) and your age. That's it. Calibrates the timeline so the recommendations match where you actually are in the journey.
Most college planning tools end at "here are some schools." College Edition starts there and then asks the question that actually matters: in five years, will the career your major points to still be there? And what's it going to cost you to find out?
Two AI disruption scores (2-year and 5-year) for your target career on a percentage scale with severity tier (Low / Medium / High / Critical). A narrative read calibrated to your age and where you are in the academic journey.
Tuition (in-state and out-of-state), the school's average net price after aid, and a net-price breakdown by family income bracket ($0–30K, $30–48K, $48–75K, $75–110K, $110K+). The real number, not the sticker.
Median earnings for graduates of that school at 6 years and 10 years after entry, median debt at completion, share receiving Pell grants, and completion rate. The ROI math your brochure won't run for you.
The target career broken down by routine-task share with a color-coded bar (green ≤25%, yellow 26–50%, orange 51–75%, red 76%+). The single best explanation for why the AI number is what it is.
A second score, out of 100, that measures how well your AI proficiency and your power skills (critical thinking, creativity, EQ, communication, leadership) offset the disruption profile. With a prioritized skills-to-develop list and the why.
The whole profile as a sharable PDF. Take it to your advisor, your parents, your guidance counselor, your dorm-room debate. Yours.
The score and the cost math are the start. After the assessment, College Edition unlocks the same working toolset students will use when they're applying for that first job, the one they're betting four years on right now. Sign in (free) to use them.
Ranked alternative careers if the one your major points to looks too exposed. Each option scored on skill overlap, target-career resilience, salary delta, and realistic transition difficulty from where you are.
Browse the full career taxonomy. Filter by AI risk, median wage, education path, and transition cost. Compare any career against your target to see the actual difference in disruption profile and earnings.
Curated courses and certifications mapped to the skills your profile says you need most. Stackable with your degree, not a replacement for it. Stripe checkout for paid courses.
Generate a first resume from your assessment and profile. Upload one you've already started for AI critique against the target career. The version you take to the campus career fair, but informed.
Practice interviews for your target career. Beginner, intermediate, or advanced difficulty. Spoken or typed answers. Scored feedback on each. The reps you can't get in class.
Sign in with email code or Google. Your assessment, skills ratings, resumes, and saved careers persist across sessions. Come back senior year and rerun it with everything you've learned since.
Every number in College Edition traces back to a publicly available federal or peer-reviewed source. We don't make them up, we don't soften them for the brochure, and we publish the bibliography.
US Department of Education institution-level data. Tuition, net price by income bracket, completion, retention, median earnings 6yr and 10yr after entry, median debt, Pell rate.
Federal Classification of Instructional Programs and the official mapping from majors to occupations. The backbone of major-to-career suggestions.
Occupational taxonomy, employment statistics, median wage data. The backbone of the career library and the base AI risk model.
Generative AI economic impact and automation potential by occupation.
Global jobs-exposure modeling, including the often-cited 300M FTE estimate.
Skill churn projections, fastest-growing and fastest-declining roles in the labor market students are about to enter.
Peer-reviewed academic work on routine vs non-routine cognitive tasks and occupational susceptibility to automation.
Cross-economy exposure analyses and AI-capability projections that feed the 2-year and 5-year horizons.
Because the four-year tuition decision is the largest financial commitment most 18-year-olds will ever make, and the rest of the planning stack pretends the AI conversation isn't happening. College Edition is the conversation, in a form a senior in high school can run on themselves at the kitchen table.
We won't tell you your dream career is safe. It might not be. We won't tell you to abandon it either. We show you the data, we show you what the same data says about the alternatives, and we let you make the call with both eyes open.MyCareer Navigator College Edition · product credo
Institutional licensing for high schools, community colleges, four-year colleges, and advising organizations. Co-branded, cohort dashboards for advisors, optional integration with your existing student information systems.
Co-brand the experience, configure the major taxonomy to your catalog, give advisors an aggregate cohort view, and let students walk out of advising sessions with a downloadable AI-disruption read on the path they just chose.