Research

The science behind every feature.

SatSpike is not built on gut instinct. Every core mechanism — spaced repetition, error classification, pattern-level mastery, Module 1 control theory — is grounded in learning science research and College Board design documentation.

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01

Spaced Repetition

Skills decay without practice. SatSpike tracks every skill's last-practiced date and schedules re-checks at scientifically optimal intervals: 3, 7, 14, and 30 days after first mastery. You never over-review strong skills or neglect weakening ones.

Ebbinghaus (1885), Cepeda et al. (2006)
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02

Error Classification

Not all wrong answers are equal. SatSpike classifies errors into four types: concept gap (didn't know the rule), careless (knew it but rushed), time pressure (ran out of time), and trap (fell for a designed distractor). Each type needs a different fix.

Internal classification system, based on College Board item analysis
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03

Pattern-Level Mastery

Most platforms track skills. SatSpike tracks patterns within skills. "Algebra" is too broad — "linear equations in two variables with fractional coefficients" is actionable. We decompose each skill into 2–6 specific patterns, each with its own mastery score.

College Board Digital SAT content specifications (2023)
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04

Module 1 Control

The Digital SAT uses adaptive testing: Module 1 score determines whether you get a hard or easy Module 2. A score above ~60% in Module 1 routes you to the hard module, which has a higher scoring ceiling. SatSpike tracks your Module 1 control rate and optimizes for it.

College Board adaptive test design documentation
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05

Bayesian Mastery Estimation

Mastery isn't binary. We use an exponential moving average (EMA, α=0.3) to update skill mastery after each answer, weighted by recency. A recent wrong answer counts more than an old right answer. This gives you an honest, current picture of where you stand.

Bayesian Knowledge Tracing (Corbett & Anderson, 1994)
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06

Sprint Cycles

Our 4-week sprint system mirrors how professional coaches structure training: 3 weeks of learning + 1 repair week. Week 3 ends with a full mock. The sprint report analyses 3 data points (2 topic tests + 1 mock) to identify which patterns need the repair week.

Periodization theory (Matveyev, 1965); adapted for cognitive training

SatSpike is an independent SAT preparation platform. We are not affiliated with, endorsed by, or connected to College Board. SAT® is a registered trademark of College Board.