Text difficulty
Word familiarity, spelling–sound demands, morphology, sentence length and structure, cohesion, and meaning/background-knowledge demand.
How levels work
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.
Word familiarity, spelling–sound demands, morphology, sentence length and structure, cohesion, and meaning/background-knowledge demand.
What the speech system could match on this item, with uncertainty kept separate from the text itself.
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 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]
Individual familiar words and very short phrases.
Short complete sentences with familiar vocabulary and direct syntax.
Longer simple sentences with broader spelling patterns and vocabulary.
Connected ideas, inflected words, and modestly broader sentence structure.
Multi-part ideas with controlled subordination and less familiar vocabulary.
Longer, syntactically richer practice with technical and abstract vocabulary.
Must include at least one non-intuitive spelling such as through, enough, or people.
Must include two irregular spellings from families such as ough, ould, and silent letters.
Longer clauses with derived words plus at least one irregular spelling.
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.
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.
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.
Version methodology-evidence-1.0.0. Each record limits the claim to the source's scope and labels product decisions separately.
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
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
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
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.
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.