Status: curriculum and product methodology for the planned Exam Prep area. It describes the standards for content before courses are published; it is not an official UKiset, GCSE awarding-body, or College Board product.
FastLearn teaches through a guided loop: establish the learner's starting point, teach one small idea clearly, practise it with feedback, then return to it in a mixed and timed context. Exam Prep uses that loop without presenting practice as a replica of, endorsement by, or score prediction for any exam.
Table of contents
- Scope and course structure
- General FastLearn learning methodology
- Authoring, quality and accessibility
- Assessment, feedback and adaptivity
- UKiset preparation
- GCSE preparation
- Digital SAT preparation
- Public samples, intellectual property and provenance
- Evaluation and release gates
- Delivery order and change control
- Reference links
Scope and course structure
Exam Prep is a distinct product area, separate from the general student catalogue from its first release. A learner may use both areas, but exam goals, timed practice, readiness indicators and progress reports must never distort the guided learning journeys used by the wider catalogue.
The first release scope is:
- UKiset 9–11: vocabulary, reading for meaning, foundational mathematics, verbal reasoning and introductory non-verbal reasoning.
- UKiset 11–13: more complex verbal, mathematical and non-verbal reasoning, plus academic-English confidence.
- UKiset 13–16: demanding reasoning, data handling, multi-step maths and academic-English practice suitable for older applicants.
- GCSE Mathematics: board-neutral common core, with separate Foundation and Higher pathways from launch.
- GCSE English Language: board-neutral reading and writing skills, with distinct comprehension, analysis and composition routes.
- GCSE Combined Science: board-neutral biology, chemistry and physics, including working scientifically, practical-method reasoning and data interpretation.
- Digital SAT: Reading and Writing and Mathematics skill practice and fixed-difficulty mini mocks first; adaptive practice is a later, explicitly labelled capability.
The existing England-first science pathway remains available outside Exam Prep: Primary Science is the beginner course, Chemistry Fundamentals supports the KS3–GCSE bridge, and Advanced Chemistry reaches A-level and broad first-year university foundations. English and Estonian are the first supported languages; additional languages are introduced only after subject and assessment review.
General FastLearn learning methodology
1. Start with a light diagnostic
The first interaction samples a small number of skills, confidence statements and learner goals. It is not an entrance decision, an intelligence judgement, or an exam-score estimate. The app uses it to choose a sensible first lesson and to avoid making a learner repeat material they can already demonstrate.
2. Teach one observable idea at a time
Each guided lesson states a learner-friendly goal, gives a short explanation, then asks for an action or explanation. A worked example makes the method visible before independent practice. Feedback names the specific misconception or missing step and offers the next smallest useful action rather than merely showing a final answer.
For science and chemistry, visual models appear where they make an otherwise invisible relationship easier to understand: particle movement, a reaction model, an atom, a molecule, graph or measurement. Web lessons can use interactive 3D molecular views from the start; mobile uses the best equivalent accessible renderer supported by Flutter, with a labelled 2D/text fallback. Every visualization has a learning purpose, an accessible description and a task that can be completed without relying on colour, animation or WebGL.
3. Practise from supported to independent
Practice advances through four modes:
- Notice: identify a feature in an example, diagram, source or model.
- Rehearse: complete one constrained step with a hint or scaffold.
- Apply: solve a new, original item without the scaffold.
- Transfer: use the skill in a mixed, timed or unfamiliar context.
The app interleaves older skills with new ones and schedules brief retrieval after a delay. A learner can revisit the explanation at any time; a timed mock never removes their access to a clear learning route afterwards.
4. Make progress understandable
Progress is reported by skill evidence, not by a vague percentage alone: what was attempted, what is secure, what needs another retrieval and what the next recommended activity is. Confidence is collected separately from correctness so that overconfidence and uncertainty can be addressed kindly.
Authoring, quality and accessibility
All assessed items are original FastLearn material. An item has a skill tag, learning objective, age/course band, difficulty rationale, valid answer set, explanation, common-error notes, accessibility review and provenance record. Subject reviewers check factual accuracy, language level, fairness and whether the claimed skill is actually what the question measures.
Question sets include multiple representations: short text, diagrams, tables, graphs and structured response. They avoid needless cultural knowledge, ambiguous wording, inaccessible colour-only cues and trick wording. Any source passage, diagram or data set is either newly authored, openly licensed with attribution, or used through a documented permission.
English is the source version for high-stakes assessment wording. Estonian is translated and reviewed by a subject-aware linguist; translations preserve the skill being assessed rather than word-for-word phrasing. A translation must not accidentally make an item easier, harder or scientifically different. Learners can obtain simple language support while practising a concept, but modes that are intended to model a language assessment state clearly which support is enabled.
Assessment, feedback and adaptivity
Short diagnostics and skill practice are formative: their job is to improve the next lesson. Mini mocks are summative practice: they use a fixed blueprint, fixed difficulty band, clear time guidance and a post-mock review. They do not claim to reproduce an official test, produce an official score or predict an admissions decision.
For constructed responses, marking distinguishes method, evidence and final answer. Feedback first identifies the strongest completed step, then the one change most likely to improve the response. A correct answer with an unsafe, unsupported or impossible explanation is not treated as fully secure.
Adaptive practice is deliberately phased:
- Launch: learners select or are offered a transparent fixed difficulty; mini mocks remain fixed and comparable.
- Calibration: collect enough reviewed response evidence to validate item difficulty, fairness and skill tags.
- Later adaptive mode: vary the next practice item within a stated skill and difficulty range, explain the recommendation, and always allow a learner to choose an easier, standard or harder route.
No adaptive algorithm is presented as an official UKiset, GCSE or SAT scoring engine. Changes in practice difficulty are not a claim about exam performance.
UKiset preparation
UKiset describes itself as an online assessment of academic potential and English proficiency for applicants to UK independent education. Its published administration material describes a 40–45 minute reasoning component spanning verbal, mathematical and non-verbal reasoning; candidates can use blank paper and a pen for the mathematics part. FastLearn uses those public capability categories as a planning reference, not as permission to recreate the test.
Course bands and learner experience
The 9–11, 11–13 and 13–16 courses are separate from the outset. They share a common skill vocabulary so progress can be understood across bands, but their reading load, mathematical complexity, distractors, time pressure and visual reasoning tasks are independently authored. A learner moving bands receives a brief bridge diagnostic rather than being silently moved to a harder course.
Each course has four strands:
- verbal reasoning and precise vocabulary;
- mathematics reasoning, including multi-step thinking and data where appropriate to the band;
- non-verbal and spatial reasoning using original figures; and
- academic English: understanding an instruction, explaining a choice and reading efficiently.
The practice route is guided skill work, mixed sets, then short fixed-length reasoning sessions. A session may suggest using paper for working, but it does not imitate a secure test environment. Results report the demonstrated practice skills and recommended next lessons, never a UKiset result, percentile or school-admission prediction.
Prominent external-resource links lead learners and families to the official UKiset test-administration information and UKiset welcome guide. Those pages are the source of truth for registration, current conditions and what an official assessment involves.
GCSE preparation
GCSE content is board-neutral. The Department for Education's published subject-content collections establish the common knowledge, understanding and skills that qualifications must cover, while exam boards differ in assessment language, paper design and optional content. FastLearn teaches the common core and does not imply alignment to a specific awarding body or guarantee a grade.
Mathematics: separate Foundation and Higher from launch
Foundation and Higher are distinct course pathways, with shared skills linked where appropriate. Both teach number, ratio/proportion, algebra, geometry and measures, probability and statistics through deliberate progression. Higher adds the depth, generalisation and multi-step reasoning appropriate to that route; Foundation does not become a shortened or disguised Higher course.
Practice includes calculation fluency, method selection, mathematical reasoning, proof/justification where appropriate, graphs and interpretation of data. A review identifies whether an error came from notation, calculation, method choice or interpretation.
English Language
English Language is organised by transferable skills: locating and inferring meaning, analysing writers' choices, comparing sources, planning, crafting a response, technical accuracy and editing. Texts and prompts are newly authored or appropriately licensed. The app teaches command words and response structure without copying board papers or using copyrighted extracts without permission.
Combined Science
Combined Science is arranged as biology, chemistry, physics and working scientifically. Lessons connect content knowledge with interpreting methods, variables, safety, units, graphs, uncertainties and conclusions. Chemistry uses guided models and interactive visualisations for particles, atoms, bonding and reactions, but does not simulate unsafe practical work as an instruction to perform it unsupervised.
Foundation and Higher routes are separate for Combined Science as well. Shared concepts retain a consistent explanation; the assessment demand, calculation, application and independence of reasoning are adjusted rather than simply adding difficult vocabulary.
Prominent official links should take a learner to the DfE GCSE subject-content collection and to the relevant current awarding-body specification and sample-materials page. They are reference resources, not content imported into FastLearn.
Digital SAT preparation
The Digital SAT course is a separate US-general route, initially split into Reading and Writing and Mathematics. College Board describes the current digital format as two modules in each section: Reading and Writing is 64 minutes with 54 questions, and Mathematics is 70 minutes with 44 questions. The course can explain this public format and link to official practice, but does not reproduce official questions, score scales or adaptive logic.
First-release sequence
- Skill practice: short, guided Reading and Writing and Mathematics activities tagged to a narrow skill.
- Fixed-difficulty mini mocks: transparent easy, standard and stretch sets with consistent timing, original items and an evidence-based review.
- Mixed review: retrieval and interleaving across skills before a learner increases time pressure.
The later adaptive mode is contingent on item calibration and review. It must clearly say that it adapts practice difficulty, not an official SAT module; the learner can see and override the proposed level. Full official practice is linked prominently through College Board's official practice tests and Student Question Bank, not copied into the product.
Public samples, intellectual property and provenance
Publicly available sample questions, mark schemes and practice tests are useful research material for understanding a qualification's published scope, command words, response format, accessibility and mark allocation. They are not a source pool for FastLearn questions.
The authoring rule is: extrapolate the capability, never copy, lightly rewrite or reverse-engineer the item. Authors create a new context, data, figures, wording, answer path and distractors. No official question, sample answer, proprietary passage, diagram, image or close paraphrase is embedded in the course. Links can send learners to official resources so that they can use those materials at their source.
Every item records its own origin and review history. Similarity review is a release gate, particularly for items inspired by a common public format. If an item's independence cannot be demonstrated, it is removed or rewritten from a fresh learning objective.
Evaluation and release gates
Student-learning evaluation combines deterministic contracts with an LLM judge where judgement of a free-text explanation is genuinely needed. Ground-truth fixtures cover course/module structure, answer grading, public answer-key privacy and portable visualisation specifications. The offline judge evaluates age-appropriate explanations against a supplied reference, required ideas and prohibited claims.
The judge is configured through JUDGE_LLM (default gpt-5.1) and wrapped by
LangChain structured output. OPENAI_API_KEY is stored only as a local or
deployment secret; it is never committed, shown in a report or exposed to the
client. A missing key is marked as skipped; a judge request failure is visible
as a failed result. Scheduled reports are introduced only after the local
baseline is accepted and the report-retention/access policy is set.
Before a course or substantial item update is released, the required gates are:
- deterministic tests for curriculum and grading contracts;
- student-API test confirming answer keys remain private;
- visualisation validation and an accessible non-WebGL route;
- subject, language and originality review;
- representative learner-path and mobile checks; and
- regression report review, including LLM-judge failures where configured.
Delivery order and change control
- Publish this methodology and the landing-page link.
- Build the three UKiset course bands with original diagnostics, guided skills and fixed mini mocks.
- Build GCSE Mathematics, English Language and Combined Science with separate Foundation/Higher pathways and board-neutral coverage maps.
- Add SAT skill practice and fixed-difficulty mini mocks.
- Calibrate authored items, then evaluate whether transparent adaptive practice is warranted.
The methodology is reviewed whenever an official provider changes a public format or curriculum reference, when item analysis detects bias or poor calibration, or when a learner-support feature could change what an item measures. The linked official pages, rather than this document, remain the authoritative source for registrations, current exam conditions and scoring.