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Inside Our CEFR Scoring Model: From Raw Answers to a Level

#CEFR scoring model#how we score#AI scoring#transparency#per-skill breakdown

What this article covers

Whether you are using an International English Test result for hiring, placement, or your own planning, you should be able to see exactly how it was produced. This article covers the method step by step: how answers are marked, how a percentage becomes a level, what the skill scores show, and how speaking and writing are scored.

Everything here matches the "How we score" page on our site, which is the reference for this method.

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Multiple-choice answers are marked against a verified key, with no AI. The correct answers become a percentage of the whole test, and a fixed table turns that percentage into a CEFR level, from A1 at the bottom to C2 at the top. Speaking and writing are scored by AI models on published criteria, and the level is then calculated from the same table.

Step 1: marking the answers

The method depends on the kind of question.

Grammar, vocabulary, reading and listening use multiple-choice questions. Each has one correct answer, matched against a verified key. No AI is involved and nothing is interpreted. The same answers always produce the same score.

Speaking and writing are open-ended: there is no single correct sentence to match against. These are scored by AI language models against a fixed set of criteria (Step 4).

An automated validator checks every question in the bank against its key, for every version of the question that is served. It flags four kinds of error: a correct answer that is not among the options, two identical options, an empty or incomplete prompt, and a question with no key at all. Items that need human judgement are flagged for editorial review rather than changed automatically.

Step 2: from correct answers to a level

The correct answers are counted and expressed as a percentage of the whole test. That percentage is placed on a fixed table:

ScoreCEFR level
Below 35%A1
35 to 49%A2
50 to 68%B1
69 to 78%B2
79 to 94%C1
95 to 100%C2

There is no hidden weighting: the same number of correct answers always gives the same level.

How the table is used depends on the test:

TestHow the level is given
English Level TestThe band your score falls into
Level-specific test (for example, a B2 test)Certifies that level with a 70% pass mark

The levels come from the CEFR, published by the Council of Europe. For what each level means in practice, see our guide to the English levels.

Step 3: the skill scores

Each question is tagged to a skill: grammar, vocabulary, reading, or listening. Alongside the overall level, the result shows a percentage for each skill.

The overall level comes from the total percentage, not from the skill scores. The skill percentages show where you are stronger and weaker. A strong reader with weaker listening sees exactly that.

Step 4: speaking and writing

Speaking and writing are scored by AI language models from Google (Gemini) and Anthropic (Claude), on these criteria:

SkillCriteria
SpeakingFluency, coherence, grammar, vocabulary, pronunciation
WritingGrammar, vocabulary, content, organisation

For speaking, the recorded audio is evaluated directly, with no separate speech-to-text step. Each criterion is scored on its own, from 0 to 100. The scores are averaged with equal weight, and the CEFR level is then calculated in code from the same threshold table as above. The model returns a score for each criterion; it never chooses the level.

We explain why we publish these criteria in why we publish our AI scoring criteria.

What the results look like across all test takers

The table below counts every English Level Test submitted on our site over 91 days. It counts tests, not people: someone who took the test twice appears twice.

ResultShare of tests (9 Aug to 7 Nov 2026, 279,371 tests)
A17.6%
A212.2%
B124.3%
B217.6%
C132.4%
C25.9%

These are the people who chose to take our test, not a random sample of English learners, so the shares describe our test takers and nothing wider.

Who stands behind the method

International English Test is operated by International Test Limited, a UK company, and is listed as an Associate Member on the ALTE associate members page. ALTE is the Association of Language Testers in Europe. Associate membership is the status held; this is not described as accreditation.

What to check as a buyer

If you are assessing this method for an organisation, three questions are worth asking of any test:

  1. Can the marking be repeated? For the multiple-choice skills here, yes: the same answers always give the same score.
  2. Is the score-to-level rule written down? Here it is the fixed table in Step 2.
  3. Are the criteria for open-ended answers stated? Here they are the five speaking and four writing criteria in Step 4.

For the wider question of what makes a result hold up under scrutiny, see what makes an English test result defensible. For using the test in a company, see English assessment tests for companies. To see the method from the candidate's side, take the English level test.

Key points

  • Multiple-choice questions are marked against a verified key, with no AI.
  • The percentage of correct answers is placed on a fixed table, from A1 at the bottom to C2 at the top.
  • The overall level comes from the total percentage; skill percentages are reported alongside it.
  • Speaking and writing are scored by AI models on published criteria, and the level is calculated in code from the same table.

Frequently Asked Questions

For grammar, vocabulary, reading and listening, each question has one correct answer and is marked against an answer key. The correct answers are counted, turned into a percentage of the whole test, and placed on a fixed table: below 35% is A1, 35 to 49% A2, 50 to 68% B1, 69 to 78% B2, 79 to 94% C1, and 95% or more C2.
No. Multiple-choice questions are marked by matching each answer against a verified key. AI language models are used only for speaking and writing, where there is no single correct answer.
By AI language models from Google (Gemini) and Anthropic (Claude). Speaking is scored on fluency, coherence, grammar, vocabulary and pronunciation; writing on grammar, vocabulary, content and organisation. Each criterion gets a score from 0 to 100, the scores are averaged with equal weight, and the level is calculated in code from the same threshold table. The model does not choose the level.
Both. The overall CEFR level comes from your total percentage across the whole test. A percentage for each skill is reported alongside it, so you can see, for example, that your reading is stronger than your listening.
International English Test

International English Test Editorial Team

ALTE Associate Member · UK English assessment provider · Est. 2023