How levels work

English reading practice bands, explained

MindCraft uses research-informed product bands to choose short English reading-practice items. They personalize practice; they are not school-grade equivalents, standardized scores, diagnoses, or promises of an outcome.

Validation status: Version english-native-1.2.0 is a transparent rule-based engine. Its frozen regression items pass the deterministic envelopes; English literacy specialist review and learner calibration are still pending.

What MindCraft practices

Text difficulty

Word familiarity, spelling–sound demands, morphology, sentence length and structure, cohesion, and meaning/background-knowledge demand.

Observed oral reading

What the speech system could match on this item, with uncertainty kept separate from the text itself.

Comprehension

Understanding must be checked with a separate meaning task. Reading words aloud does not prove comprehension.

This construct separation follows the original decoding/comprehension model and evidence-rated K–3 guidance; neither source validates a MindCraft score or one-sentence decision. [EN-CONSTRUCT-01]

The ten English practice bands

The number of bands and their boundaries are MindCraft design decisions, versioned so changes can be tested and explained. Bands 7-10 require non-intuitive spellings such as through and enough. A hard word-count ceiling prevents one strong session from suddenly producing a much longer sentence. [EN-BANDS-01]

Band 1: Foundation Words

13 words

Individual familiar words and very short phrases.

Band 2: Short Sentences

46 words

Short complete sentences with familiar vocabulary and direct syntax.

Band 3: Connected Sentences

57 words

Longer simple sentences with broader spelling patterns and vocabulary.

Band 4: Expanding Text

69 words

Connected ideas, inflected words, and modestly broader sentence structure.

Band 5: Complex Sentences

811 words

Multi-part ideas with controlled subordination and less familiar vocabulary.

Band 6: Advanced Text

1014 words

Longer, syntactically richer practice with technical and abstract vocabulary.

Band 7: Opaque Spellings

1115 words

Must include at least one non-intuitive spelling such as through, enough, or people.

Band 8: Irregular Families

1216 words

Must include two irregular spellings from families such as ough, ould, and silent letters.

Band 9: Morphologically Dense

1318 words

Longer clauses with derived words plus at least one irregular spelling.

Band 10: Extended Discourse

1420 words

The longest practice items, with two irregular spellings and multi-clause structure.

Computed features are screening gates, not proof of item difficulty. Readability research cautions that surface formulas omit important lexical, syntactic, cohesion, and semantic information. [EN-TEXT-01]Meaning, naturalness, Minecraft accuracy, and background-knowledge demand still require human and learner evidence.

How a sentence is chosen

  1. 1. Freeze the current band. Each band has a hard envelope for length, syllable load, word coverage, morphology, and clauses.
  2. 2. Use minimal game context. A looked-at block or entity, biome, dimension, time, and weather can inspire the item. MindCraft does not need chat, signs, coordinates, world seed, server identity, or player names for sentence generation.
  3. 3. Generate and check. English candidates are checked deterministically against the active English envelope. Unknown or out-of-band context words cannot bypass it. [EN-LEXICON-01]
  4. 4. Keep uncertainty honest. A generated item is experimental until human and learner evidence supports it; a frozen fallback bank remains separate from calibrated assessment claims.

How attempts affect difficulty

Gameplay credit and evidence for increasing difficulty are separate. Every completed attempt advances play, while the durable pathway-specific progression state treats the current single-transcript result as neutral for promotion. Difficulty is frozen for a capped session, repeated difficulty signals can make a later session easier, and any automatic increase requires qualifying evidence across at least two sessions and moves only one band. Parents can apply or clear an immediate band override without rewriting the learner's mastery history.

Speech recognition can be wrong, especially with child speech, dialects, accents, noise, and second-language speech. Research has found substantial disparities in commercial ASR systems; that study used adult speech and other vendors, so it is a validation warning rather than a measurement of MindCraft. [EN-ASR-01] MindCraft is intentionally slightly soft when uncertain and does not require a learner to repeat an item.

Four pathways, separate engines

This page documents native-literacy English. Practice-language Spanish uses a separate Spanish-native tokenizer, vocabulary policy, syllable and orthographic features, item bank, hard gate, and Spanish methodology page. English→Spanish and Spanish→English use their own second-language progressions layered over those language-owned text envelopes; their evidence, scaffolding, framework attribution, and limits are documented in the English–Spanish L2 methodology.

Known limitations

  • The band boundaries and feature limits are product hypotheses, not validated school-grade mappings.
  • The current frozen English item set is small; specialist review and representative learner calibration are pending.
  • The conservative multi-session promotion contract is not yet persisted at session boundaries; current product points still update after individual attempts.
  • Production vocabulary data combines SUBTLEX-US frequency rank, CMUdict pronunciations/syllables, and Dolch flags. Exact source snapshots and license provenance are still being reconstructed, so these features are screening inputs, not curriculum claims.
  • SUBTLEX-US reflects adult film subtitles; frequency there is not the same as child familiarity or printed-word exposure.
  • Automatic checks cannot reliably judge meaning, naturalness, factual Minecraft fit, cultural fit, or all background knowledge.
  • MindCraft has not yet published reliability, external-criterion, fairness, comprehension, or learning-outcome studies.
  • MindCraft does not diagnose dyslexia, speech/language conditions, or any learning disability.

Claim and evidence registry

Version methodology-evidence-1.0.0. Each record limits the claim to the source's scope and labels product decisions separately.

EN-CONSTRUCT-01: Decoding, oral reading, and language comprehension are related but distinct constructs.

official-guidance

Supported scope: The cited theoretical paper and K–3 guidance support separating decoding/word analysis, connected-text reading, vocabulary/language, and comprehension evidence.

Does not establish: Neither source validates MindCraft's score, bands, speech transcript, or one-sentence decisions.

Status: source-checked

EN-TEXT-01: Text difficulty is multidimensional; surface length alone does not establish item difficulty.

primary-study

Supported scope: CLEAR operationalizes lexical, syntactic, cohesion, and semantic features in a large teacher-rated readability corpus.

Does not establish: CLEAR covers longer grade 3–12 excerpts, not short beginning-reader Minecraft sentences or MindCraft band cutoffs.

Status: source-checked

EN-ASR-01: A commercial speech transcript should not be treated as speaker-independent ground truth.

primary-study

Supported scope: The study found substantial group disparities in word error rates across five commercial ASR systems.

Does not establish: It studied adult speech and other vendors; it does not measure MindCraft, Deepgram, child speech, or Spanish/L2 accuracy.

Status: source-checked

EN-BANDS-01: The ten English bands, every numeric boundary, and every hard envelope are versioned MindCraft design decisions.

product-design

Supported scope: The implementation is deterministic and regression-tested.

Does not establish: No study currently validates these cutoffs as grade, proficiency, diagnosis, or optimal instruction.

Status: product-calibration-pending

Product decision; not attributed to an external source.

EN-LEXICON-01: English hard-gate scoring admits only tokens present in the versioned bundled lexicon.

product-design

Supported scope: The admission rule prevents an invented or new context token from receiving synthetic metadata and passing a band.

Does not establish: Lexicon admission does not prove child familiarity, decodability, semantic fit, or specialist approval; source snapshot and license reconstruction remain pending.

Status: specialist-review-pending

Product decision; not attributed to an external source.

Version and change log

Methodology
english-native-1.2.0
Published
August 14, 2026
Review owner
MindCraft product owner; external English literacy review pending
Changes
Expanded to ten age-independent practice bands. Bands 1-5 keep their score boundaries. Bands 7-10 require irregular spellings such as through and enough. Hard sentence envelopes, construct separation, conservative multi-session promotion, frozen golden items, and explicit validation limits remain.