General survey
Open to any student in grades 9–12. Measures clarity, motivation, and engagement, then compares grades 9–10 with 11–12.
Science Research · IRB-approved study
Do students who know where they're headed show up differently in school? And can one evening with real professionals make the path clearer?
Derek Graffeo · Grade 11
What you're seeingThousands of points with no shared direction. This is where many students start: lots of options, no clear path. Press → to begin.
01 · Why it matters
Schools ask students to choose courses before most of them know where they're headed. Math is the clearest example: at many high schools, the course you start in grade 9 decides whether calculus is reachable by grade 12.
Starting in Algebra 1 leads to Precalculus by grade 12. AP Calculus closes unless you add a summer course or double up on math.
What you're seeingEach door is one math course, from grade 9 (left) to grade 12 (right). Lit doors are still reachable from the choice you made, and dark doors have closed. The violet path is the hard way back. Course sequences vary by school; this is one common pattern.
02 · The idea
15-year-olds across OECD countries had no clear career plans in 2022, up by more than half since 2018. OECD, 2024
The doors keep coming: electives, AP courses, majors. Stepping down is easy and climbing back up is hard, so the time to get informed is before the choice, not after.
What you're seeingThe whole web of school choices in 3D. Every fork is a decision. The amber branch is one route taken on purpose, from grade 9 to a career, by a student who knew where they were heading.
03 · The questions
What is the relationship between career goal clarity, academic motivation, and academic engagement, and does it differ between underclassmen and upperclassmen?
To what extent does career goal clarity change after a structured career exposure program?
What you're seeingTwo orbits, one per question. Each pulls around its own core, and both cores are career goal clarity.
04 · What gets measured
What you're seeingOne sphere per variable. The study looks at the overlap, where all three meet.
05 · Hypotheses
What you're seeingA 3D plot with one axis per variable. Each glowing cluster is one imagined student. If H1 holds, students climb all three axes together. This is an illustration, not data.
06 · Study design
Open to any student in grades 9–12. Measures clarity, motivation, and engagement, then compares grades 9–10 with 11–12.
Career Exposure Night participants answer the same clarity questions before and right after the event. Compared as group averages.
What you're seeingLeft: everyone in Study 1, split by grade band. Right: Study 2, where the faint outer shell is "before" and the bright core is "after".
07 · The intervention
What you're seeingEach block's length is its share of the hour. Every participant gets the same program, so there is no control group.
08 · Protecting participants
What you're seeingGuard rings for consent, assent, and anonymity circle the answers at the center. Nothing that identifies a student gets inside.
09 · Results
Results appear here once the survey data is analyzed. Nothing is shown until then, so every number in this presentation will be real.
What you're seeingAn empty ring. It turns into bars of real before and after averages once the data is analyzed.
10 · Student voices
Themes from students' written feedback about Career Exposure Night will appear here after a thematic analysis. Only themes and counts are shown, never anything that could identify a student.
What you're seeingFaint clusters waiting for themes. After analysis, each cluster is one theme, and its size is how many responses mention it.
11 · Research log
What you're seeingThe project's timeline. The lit path is finished work, and the pulsing node is in progress right now.
12 · Next
If the findings support the hypotheses, they will shape a career-education website, model classroom units, and curriculum materials for schools in the Westchester area.
What you're seeingThe scattered field from the first slide, focused into one beam. That's the goal of the whole project.