Matrix reasoning test: method
Matrix reasoning (Raven-like progressive matrices; Sandia matrices)
Scorer version: 1 (public test scorer version)
← Back to the testWhat 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
| Parameter | Value |
|---|---|
| Items per run | 12, random draw |
| Item bank | Sandia matrices (Matzen et al., 2010), BSD 3-Clause licence, 758 active items |
| Answer options | 8 (2 x 4) |
| Time limit | none |
| Practice | none |
| Confirmation flash | 200 ms |
| Inputs | touch 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 language | Documented review status |
|---|---|
| English | Original English text. |
| Afaan Oromoo | Automated script and spelling checks; native-speaker review not documented. |
| Afrikaans | Automated script and spelling checks; native-speaker review not documented. |
| Akan | Automated script and spelling checks; native-speaker review not documented. |
| Azərbaycan dili | Automated script and spelling checks; native-speaker review not documented. |
| Bahasa Indonesia | Automated script and spelling checks; native-speaker review not documented. |
| Bahasa Melayu | Automated script and spelling checks; native-speaker review not documented. |
| Bosanski | Automated script and spelling checks; native-speaker review not documented. |
| Català | Automated script and spelling checks; native-speaker review not documented. |
| Čeština | Automated script and spelling checks; native-speaker review not documented. |
| Chichewa | Automated script and spelling checks; native-speaker review not documented. |
| ChiShona | Automated script and spelling checks; native-speaker review not documented. |
| Dansk | Automated script and spelling checks; native-speaker review not documented. |
| Deutsch | Automated script and spelling checks; native-speaker review not documented. |
| Eesti | Automated script and spelling checks; native-speaker review not documented. |
| Español | Automated script and spelling checks; native-speaker review not documented. |
| Filipino | Automated script and spelling checks; native-speaker review not documented. |
| Français | Automated script and spelling checks; native-speaker review not documented. |
| Galego | Automated script and spelling checks; native-speaker review not documented. |
| Hausa | Automated script and spelling checks; native-speaker review not documented. |
| Hmoob | Automated script and spelling checks; native-speaker review not documented. |
| Hrvatski | Automated script and spelling checks; native-speaker review not documented. |
| Igbo | Automated script and spelling checks; native-speaker review not documented. |
| Ikinyarwanda | Automated script and spelling checks; native-speaker review not documented. |
| isiXhosa | Automated script and spelling checks; native-speaker review not documented. |
| isiZulu | Automated script and spelling checks; native-speaker review not documented. |
| Italiano | Automated script and spelling checks; native-speaker review not documented. |
| Kiswahili | Automated script and spelling checks; native-speaker review not documented. |
| Kurmancî | Automated script and spelling checks; native-speaker review not documented. |
| Latviešu | Automated script and spelling checks; native-speaker review not documented. |
| Lietuvių | Automated script and spelling checks; native-speaker review not documented. |
| Lingála | Automated script and spelling checks; native-speaker review not documented. |
| Magyar | Automated script and spelling checks; native-speaker review not documented. |
| Malagasy | Automated script and spelling checks; native-speaker review not documented. |
| Nederlands | Automated script and spelling checks; native-speaker review not documented. |
| Norsk bokmål | Automated script and spelling checks; native-speaker review not documented. |
| Oʻzbekcha | Automated script and spelling checks; native-speaker review not documented. |
| Polski | Automated script and spelling checks; native-speaker review not documented. |
| Português | Automated script and spelling checks; native-speaker review not documented. |
| Română | Automated script and spelling checks; native-speaker review not documented. |
| Sesotho | Automated script and spelling checks; native-speaker review not documented. |
| Setswana | Automated script and spelling checks; native-speaker review not documented. |
| Shqip | Automated script and spelling checks; native-speaker review not documented. |
| Slovenčina | Automated script and spelling checks; native-speaker review not documented. |
| Slovenščina | Automated script and spelling checks; native-speaker review not documented. |
| Soomaali | Automated script and spelling checks; native-speaker review not documented. |
| Srpski | Automated script and spelling checks; native-speaker review not documented. |
| Suomi | Automated script and spelling checks; native-speaker review not documented. |
| Svenska | Automated script and spelling checks; native-speaker review not documented. |
| Tiếng Việt | Automated script and spelling checks; native-speaker review not documented. |
| Türkçe | Automated script and spelling checks; native-speaker review not documented. |
| Türkmençe | Automated script and spelling checks; native-speaker review not documented. |
| Yorùbá | Automated script and spelling checks; native-speaker review not documented. |
| Ελληνικά | Automated script and spelling checks; native-speaker review not documented. |
| Български | Automated script and spelling checks; native-speaker review not documented. |
| Кыргызча | Automated script and spelling checks; native-speaker review not documented. |
| Қазақ тілі | Automated script and spelling checks; native-speaker review not documented. |
| Македонски | Automated script and spelling checks; native-speaker review not documented. |
| Монгол | Automated script and spelling checks; native-speaker review not documented. |
| Русский | Automated script and spelling checks; native-speaker review not documented. |
| Татарча | Automated script and spelling checks; native-speaker review not documented. |
| Тоҷикӣ | Automated script and spelling checks; native-speaker review not documented. |
| Українська | Automated script and spelling checks; native-speaker review not documented. |
| ქართული | Automated script and spelling checks; native-speaker review not documented. |
| Հայերեն | Automated script and spelling checks; native-speaker review not documented. |
| עברית | Automated script and spelling checks; native-speaker review not documented. |
| ئۇيغۇرچە | Automated script and spelling checks; native-speaker review not documented. |
| اردو | Automated script and spelling checks; native-speaker review not documented. |
| العربية | Automated script and spelling checks; native-speaker review not documented. |
| پښتو | Automated script and spelling checks; native-speaker review not documented. |
| پنجابی | Automated script and spelling checks; native-speaker review not documented. |
| سنڌي | Automated script and spelling checks; native-speaker review not documented. |
| فارسی | Automated script and spelling checks; native-speaker review not documented. |
| کوردیی ناوەندی | Automated script and spelling checks; native-speaker review not documented. |
| ትግርኛ | Automated script and spelling checks; native-speaker review not documented. |
| አማርኛ | Automated script and spelling checks; native-speaker review not documented. |
| कोंकणी | Automated script and spelling checks; native-speaker review not documented. |
| नेपाली | Automated script and spelling checks; native-speaker review not documented. |
| मराठी | Automated script and spelling checks; native-speaker review not documented. |
| मैथिली | Automated script and spelling checks; native-speaker review not documented. |
| हिन्दी | Automated script and spelling checks; native-speaker review not documented. |
| অসমীয়া | Automated script and spelling checks; native-speaker review not documented. |
| বাংলা | Automated script and spelling checks; native-speaker review not documented. |
| ਪੰਜਾਬੀ | Automated script and spelling checks; native-speaker review not documented. |
| ગુજરાતી | Automated script and spelling checks; native-speaker review not documented. |
| ଓଡ଼ିଆ | Automated script and spelling checks; native-speaker review not documented. |
| தமிழ் | Automated script and spelling checks; native-speaker review not documented. |
| తెలుగు | Automated script and spelling checks; native-speaker review not documented. |
| ಕನ್ನಡ | Automated script and spelling checks; native-speaker review not documented. |
| മലയാളം | Automated script and spelling checks; native-speaker review not documented. |
| සිංහල | Automated script and spelling checks; native-speaker review not documented. |
| ไทย | Automated script and spelling checks; native-speaker review not documented. |
| ລາວ | Automated script and spelling checks; native-speaker review not documented. |
| မြန်မာ | Automated script and spelling checks; native-speaker review not documented. |
| ខ្មែរ | Automated script and spelling checks; native-speaker review not documented. |
| 한국어 | Automated 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
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.42.2.525source and norming of the item bank (Sandia matrices)
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.1999.0735review of the original matrices paradigm
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.97.3.404what 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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