Research
Ainstein draws on retrieval practice, spacing, mastery learning, worked examples, interleaving, metacognition, and learning by teaching. We distinguish established findings, design choices, and goals that still need to be proven.
The science we build on
Each feature names the learning principle it serves, the behavior it is intended to change, and the evidence that would show whether it helped. Research guides the design; student work tests the result.
Students regularly recall ideas from memory and explain them aloud instead of relying only on re-reading. (Roediger & Karpicke)
Reviews return after increasing delays, beginning with a 1, 3, 7, 14, 30, and 60-day schedule that adapts to performance.
Students receive additional time and correction on prerequisites before later work depends on them. The mastery map makes those dependencies visible. (Bloom)
Delayed retrieval, mixed practice, and gradually reduced support make practice more effortful in ways that can strengthen later recall. (Bjork)
Novices study worked examples; support fades as skill grows, and comes back when it’s needed. (Sweller, Vygotsky)
Weekly peer teaching with evidence. Students explain, answer questions, and leave work a mentor can review.
Practice mixes related problem types so students must decide which method applies. Using cross-subject questions for connected thinking is an Ainstein design choice. (Rohrer)
Weekly self-assessment held against the evidence: blind spots named kindly, hidden strengths surfaced with proof. (Flavell)
Victory memories in the child’s own words, offered back at hard moments. Confidence from their own record. (Bandura)
“Not yet” as system language; praise for strategy, never for ability. The environment carries the message, we don’t preach it. (Dweck)
Struggle-moment language holds kindness and common humanity: “this mix-up has a name, thousands of learners make it.” (Neff & Germer)
We build motivation around growing competence, useful work, relationships, and increasing ownership. We do not use points, badges, or rankings as substitutes for those conditions. (Kohn; Deci & Ryan)
The labels matter. A research base can support a design without proving that every implementation will work. Ainstein measures student outcomes separately and updates the model when the evidence disagrees with the intention.
Evidence in practice
A theory explains why a feature may help. The student’s work shows whether it helped this learner.
The system records the misconception, correction, and later retrieval rather than only the final score.
Students explain their reasoning, answer peer questions, and apply the idea in another context.
A mentor reviews the work behind the claim and decides whether the evidence is sufficient.
Nationally normed assessment adds an independent view of growth alongside everyday evidence.
The standard is simple: show the thinking, revisit it after a delay, and use it somewhere new.
Ainstein uses MAP® Growth, an independent, nationally normed assessment used by millions of students across the United States.
Founding families
Explore the method or talk with us about where your child would begin.