The Science Behind Smarter Exam Prep

Every algorithm in our engine traces back to peer-reviewed cognitive science. We built what the research said should work — then proved it did.

30+ Research Citations
8 Proprietary Algorithms
Monthly Content Updates

MERIDIAN LABS is an applied cognitive science company. While most exam prep apps rely on basic flashcard logic, we engineered a learning engine grounded in decades of research on memory, metacognition, and testing psychology. The result: a system that doesn't just quiz you — it learns how you learn.

6 Algorithms. One Integrated System.

Each algorithm solves a specific learning problem identified in cognitive science research.

Confidence Calibration

Proprietary

Students consistently overestimate what they know — the most dangerous gap on exam day.

Every answer is scored against your self-reported confidence, creating a proprietary 4-outcome weighting system that detects overconfidence before it becomes a failed exam.

Koriat & Goldsmith (1996) Dunning & Kruger (1999)

Adaptive Spaced Repetition

Without strategic review scheduling, study progress decays within days.

A 6-level mastery system with dynamically expanding intervals. Overconfident errors are penalized more harshly than humble mistakes — because knowing you don't know is safer than thinking you do.

Ebbinghaus (1885) Cepeda et al. (2006)

Critical Misconception Detection

Proprietary

Confident wrong answers are invisible to the student and devastating on exam day.

A dedicated detection system flags answers where confidence is high but accuracy is low, then elevates those items to maximum review priority until resolved through consecutive correct answers.

Roediger & Butler (2011) Metcalfe (2017)

Multi-Factor Exam Readiness

Proprietary

A student at 80% accuracy is not 80% ready for their exam.

A 4-factor readiness algorithm with non-linear scaling that weighs accuracy, consistency, confidence calibration, and domain coverage — because readiness is multidimensional.

Bjork & Bjork (2011) Kornell & Bjork (2008)

Bloom's Taxonomy Integration

Most prep apps test only recall and recognition — the two lowest cognitive levels.

Questions are mapped across all 6 cognitive levels of Bloom's revised taxonomy, with progressive difficulty across 4 practice test levels that mirror real exam complexity.

Anderson & Krathwohl (2001) Bloom et al. (1956)

Stress Inoculation Training

Test anxiety can drop scores by 10–15% even when knowledge is strong.

Timed challenges with progressive pressure thresholds build exam-day resilience. By the time you sit for the real exam, the pressure feels familiar.

Meichenbaum (1985) Jamieson et al. (2010)

Every Answer Feeds the Engine

1

Answer

You respond and indicate your confidence level

2

Score

4-outcome confidence weighting applied

3

Schedule

Spaced repetition interval assigned based on mastery

4

Flag

Misconceptions detected and elevated to priority review

5

Readiness

Multi-factor exam readiness score recalculated

6

Certificate

All factors converge — Exam Ready certification earned

25K+
Questions
30+
Citations
8
Algorithms
4
Brands
Monthly
Updates
Pass
Guarantee

Built on Decades of Peer-Reviewed Science

Our algorithms draw from four major research domains. Full bibliography available upon request.

Cognitive Science

Memory encoding, retrieval practice, spacing effects, and desirable difficulties

Ebbinghaus · Cepeda · Pashler · Rohrer · Bjork & Bjork

Metacognition

Confidence calibration, knowledge monitoring, and self-assessment accuracy

Koriat · Goldsmith · Dunning · Kruger · Nelson · Narens

Habit Formation

Consistency triggers, streak psychology, and behavioral automaticity

Lally · van Jaarsveld · Wood · Duhigg

Test Anxiety

Stress inoculation, arousal reappraisal, and performance under pressure

Meichenbaum · Jamieson · Nock · Mendes · Zeidner

We Bet on the Science

Every Pro subscription includes a Pass Guarantee — because we've built our revenue model on the confidence that our methodology works. If you earn your Exam Ready Certificate and don't pass, we refund your subscription.

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