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Matrix reasoning test: method

Matrix reasoning (Raven-like progressive matrices; Sandia matrices)

Scorer version: 1 (public test scorer version)

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What it measures

Non-verbal abstract (fluid) reasoning: inducing the rules that vary across rows and columns of a 3 x 3 matrix and applying them to find the missing cell.

Procedure

Each run draws 12 items at random from the active bank of Sandia matrices (758 items; items no one solved in the original norming were removed). Each item shows a 3 x 3 problem matrix with the last cell missing and a 2 x 4 panel of 8 answer options. The player taps or clicks one option; it is highlighted for 200 ms and the next item appears. There is no going back, no practice and no time limit. Answer keys never leave the server.

Parameters

ParameterValue
Items per run12, random draw
Item bankSandia matrices (Matzen et al., 2010), BSD 3-Clause licence, 758 active items
Answer options8 (2 x 4)
Time limitnone
Practicenone
Confirmation flash200 ms
Inputstouch or mouse

Scoring

Primary metric: number correct out of 12; accuracy = correct / 12 is also reported. A response to an unknown item counts as wrong. The score is not weighted by item difficulty and no IQ, percentile or norm is shown.

Valid-run rules

A repeated item in one run makes the payload invalid. Leaving the tab or switching windows during the run stops it, and nothing is scored. Every scored run is stored with its input device class (touch, mouse, keyboard), page language, scorer version and runner-config hash. Quality flags (for example many runs from one connection within an hour, a missing visitor id, an automated browser, impossibly fast answers) and earlier attempts by the same visitor, account or connection are recorded with the row. Such runs are kept, but they are left out of any comparison with other players. Flags never change the player's own result.

Differences from the classic task

Raven's Progressive Matrices use a fixed set of items in increasing difficulty with published norms. Here each run is a random draw of 12 items in random order from a larger bank, so the difficulty differs between runs. The items are the Sandia matrices, not Raven's items. There is no time limit and no norm conversion.

Limitations

Twelve items give a rough score, and because each run has a different mix of easy and hard items, raw scores are not strictly comparable between runs or people. Repeated runs can include items seen before. Screen size affects how clearly the details are seen. Unsupervised setting. Not an IQ test and no clinical use.

Languages and review status

Language-independent stimuli; instructions and feedback in all site languages.

Review status by instruction language

Published instruction languages are listed below. Translation method: machine-assisted translation with automated script and spelling checks. Language-specific material is described above; native-speaker review is not documented here.

Instruction languageDocumented review status
EnglishOriginal English text.
Afaan OromooAutomated script and spelling checks; native-speaker review not documented.
AfrikaansAutomated script and spelling checks; native-speaker review not documented.
AkanAutomated script and spelling checks; native-speaker review not documented.
Azərbaycan diliAutomated script and spelling checks; native-speaker review not documented.
Bahasa IndonesiaAutomated script and spelling checks; native-speaker review not documented.
Bahasa MelayuAutomated script and spelling checks; native-speaker review not documented.
BosanskiAutomated script and spelling checks; native-speaker review not documented.
CatalàAutomated script and spelling checks; native-speaker review not documented.
ČeštinaAutomated script and spelling checks; native-speaker review not documented.
ChichewaAutomated script and spelling checks; native-speaker review not documented.
ChiShonaAutomated script and spelling checks; native-speaker review not documented.
DanskAutomated script and spelling checks; native-speaker review not documented.
DeutschAutomated script and spelling checks; native-speaker review not documented.
EestiAutomated script and spelling checks; native-speaker review not documented.
EspañolAutomated script and spelling checks; native-speaker review not documented.
FilipinoAutomated script and spelling checks; native-speaker review not documented.
FrançaisAutomated script and spelling checks; native-speaker review not documented.
GalegoAutomated script and spelling checks; native-speaker review not documented.
HausaAutomated script and spelling checks; native-speaker review not documented.
HmoobAutomated script and spelling checks; native-speaker review not documented.
HrvatskiAutomated script and spelling checks; native-speaker review not documented.
IgboAutomated script and spelling checks; native-speaker review not documented.
IkinyarwandaAutomated script and spelling checks; native-speaker review not documented.
isiXhosaAutomated script and spelling checks; native-speaker review not documented.
isiZuluAutomated script and spelling checks; native-speaker review not documented.
ItalianoAutomated script and spelling checks; native-speaker review not documented.
KiswahiliAutomated script and spelling checks; native-speaker review not documented.
KurmancîAutomated script and spelling checks; native-speaker review not documented.
LatviešuAutomated script and spelling checks; native-speaker review not documented.
LietuviųAutomated script and spelling checks; native-speaker review not documented.
LingálaAutomated script and spelling checks; native-speaker review not documented.
MagyarAutomated script and spelling checks; native-speaker review not documented.
MalagasyAutomated script and spelling checks; native-speaker review not documented.
NederlandsAutomated script and spelling checks; native-speaker review not documented.
Norsk bokmålAutomated script and spelling checks; native-speaker review not documented.
OʻzbekchaAutomated script and spelling checks; native-speaker review not documented.
PolskiAutomated script and spelling checks; native-speaker review not documented.
PortuguêsAutomated script and spelling checks; native-speaker review not documented.
RomânăAutomated script and spelling checks; native-speaker review not documented.
SesothoAutomated script and spelling checks; native-speaker review not documented.
SetswanaAutomated script and spelling checks; native-speaker review not documented.
ShqipAutomated script and spelling checks; native-speaker review not documented.
SlovenčinaAutomated script and spelling checks; native-speaker review not documented.
SlovenščinaAutomated script and spelling checks; native-speaker review not documented.
SoomaaliAutomated script and spelling checks; native-speaker review not documented.
SrpskiAutomated script and spelling checks; native-speaker review not documented.
SuomiAutomated script and spelling checks; native-speaker review not documented.
SvenskaAutomated script and spelling checks; native-speaker review not documented.
Tiếng ViệtAutomated script and spelling checks; native-speaker review not documented.
TürkçeAutomated script and spelling checks; native-speaker review not documented.
TürkmençeAutomated script and spelling checks; native-speaker review not documented.
YorùbáAutomated script and spelling checks; native-speaker review not documented.
ΕλληνικάAutomated script and spelling checks; native-speaker review not documented.
БългарскиAutomated script and spelling checks; native-speaker review not documented.
КыргызчаAutomated script and spelling checks; native-speaker review not documented.
Қазақ тіліAutomated script and spelling checks; native-speaker review not documented.
МакедонскиAutomated script and spelling checks; native-speaker review not documented.
МонголAutomated script and spelling checks; native-speaker review not documented.
РусскийAutomated script and spelling checks; native-speaker review not documented.
ТатарчаAutomated script and spelling checks; native-speaker review not documented.
ТоҷикӣAutomated script and spelling checks; native-speaker review not documented.
УкраїнськаAutomated script and spelling checks; native-speaker review not documented.
ქართულიAutomated script and spelling checks; native-speaker review not documented.
ՀայերենAutomated script and spelling checks; native-speaker review not documented.
עבריתAutomated script and spelling checks; native-speaker review not documented.
ئۇيغۇرچەAutomated script and spelling checks; native-speaker review not documented.
اردوAutomated script and spelling checks; native-speaker review not documented.
العربيةAutomated script and spelling checks; native-speaker review not documented.
پښتوAutomated script and spelling checks; native-speaker review not documented.
پنجابیAutomated script and spelling checks; native-speaker review not documented.
سنڌيAutomated script and spelling checks; native-speaker review not documented.
فارسیAutomated script and spelling checks; native-speaker review not documented.
کوردیی ناوەندیAutomated script and spelling checks; native-speaker review not documented.
ትግርኛAutomated script and spelling checks; native-speaker review not documented.
አማርኛAutomated script and spelling checks; native-speaker review not documented.
कोंकणीAutomated script and spelling checks; native-speaker review not documented.
नेपालीAutomated script and spelling checks; native-speaker review not documented.
मराठीAutomated script and spelling checks; native-speaker review not documented.
मैथिलीAutomated script and spelling checks; native-speaker review not documented.
हिन्दीAutomated script and spelling checks; native-speaker review not documented.
অসমীয়াAutomated script and spelling checks; native-speaker review not documented.
বাংলাAutomated script and spelling checks; native-speaker review not documented.
ਪੰਜਾਬੀAutomated script and spelling checks; native-speaker review not documented.
ગુજરાતીAutomated script and spelling checks; native-speaker review not documented.
ଓଡ଼ିଆAutomated script and spelling checks; native-speaker review not documented.
தமிழ்Automated script and spelling checks; native-speaker review not documented.
తెలుగుAutomated script and spelling checks; native-speaker review not documented.
ಕನ್ನಡAutomated script and spelling checks; native-speaker review not documented.
മലയാളംAutomated script and spelling checks; native-speaker review not documented.
සිංහලAutomated script and spelling checks; native-speaker review not documented.
ไทยAutomated script and spelling checks; native-speaker review not documented.
ລາວAutomated script and spelling checks; native-speaker review not documented.
မြန်မာAutomated script and spelling checks; native-speaker review not documented.
ខ្មែរAutomated script and spelling checks; native-speaker review not documented.
한국어Automated script and spelling checks; native-speaker review not documented.
日本語Automated script and spelling checks; native-speaker review not documented.
简体中文Automated script and spelling checks; native-speaker review not documented.
粵語Automated script and spelling checks; native-speaker review not documented.
繁體中文Automated script and spelling checks; native-speaker review not documented.

How to cite

Helibrain (2026). Matrix reasoning test, v1. https://helibrain.com/matrix-reasoning-test/methods

Changelog

· Version 1 · Initial methods publication for the current released task.

References

  1. Matzen, L. E., Benz, Z. O., Dixon, K. R., Posey, J., Kroger, J. K., & Speed, A. E. (2010). Recreating Raven's: Software for systematically generating large numbers of Raven-like matrix problems with normed properties. Behavior Research Methods, 42(2), 525-541.

    https://doi.org/10.3758/BRM.42.2.525

    source and norming of the item bank (Sandia matrices)

  2. Raven, J. (2000). The Raven's Progressive Matrices: Change and stability over culture and time. Cognitive Psychology, 41(1), 1-48.

    https://doi.org/10.1006/cogp.1999.0735

    review of the original matrices paradigm

  3. Carpenter, P. A., Just, M. A., & Shell, P. (1990). What one intelligence test measures: A theoretical account of the processing in the Raven Progressive Matrices Test. Psychological Review, 97(3), 404-431.

    https://doi.org/10.1037/0033-295X.97.3.404

    what makes matrix items hard (number of rules)

Methods text: CC BY 4.0. Attribute Helibrain and link to this method. Source datasets and task material keep their own licences; this licence covers the methods text.

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