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Individual differences influence two-digit number processing, but not their analog magnitude processing: a large-scale online study

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Abstract

Symbolic magnitude comparison is one of the most well-studied cognitive processes in research on numerical cognition. However, while the cognitive mechanisms of symbolic magnitude processing have been intensively studied, previous studies have paid less attention to individual differences influencing symbolic magnitude comparison. Employing a two-digit number comparison task in an online setting, we replicated previous effects, including the distance effect, the unit-decade compatibility effect, and the effect of cognitive control on the adaptation to filler items, in a large-scale study in 452 adults. Additionally, we observed that the most influential individual differences were participants’ first language, time spent playing computer games and gender, followed by reported alcohol consumption, age and mathematical ability. Participants who used a first language with a left-to-right reading/writing direction were faster than those who read and wrote in the right-to-left direction. Reported playing time for computer games was correlated with faster reaction times. Female participants showed slower reaction times and a larger unit-decade compatibility effect than male participants. Participants who reported never consuming alcohol showed overall slower response times than others. Older participants were slower, but more accurate. Finally, higher grades in mathematics were associated with faster reaction times. We conclude that typical experiments on numerical cognition that employ a keyboard as an input device can also be run in an online setting. Moreover, while individual differences have no influence on domain-specific magnitude processing—apart from age, which increases the decade distance effect—they generally influence performance on a two-digit number comparison task.

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Notes

  1. Participants without arrow keys were excluded from data analysis.

  2. A more liberal trimming of error rate (< 50%) and response time (0-5000 ms instead of 150–3000 ms) did not change the results in any substantial way. However, based on the literature and low control on participants, we preferred more conservative data trimming.

  3. We wish to thank an anonymous reviewer for pointing this out to us.

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Acknowledgements

We would like to thank all participants. We thank colleagues and friends, who translated the experiment into different languages and helped to access people. Hans-Christoph Nuerk and Mojtaba Soltanlou are supported by the Science Campus Tuebingen, project 8.4. Mojtaba Soltanlou is also supported by the DFG grant (NU 265/3-1) to Hans-Christoph Nuerk. Hans-Christoph Nuerk is further supported by the LEAD Graduate School & Research Network (GSC1028), a project of the Excellence Initiative of the German federal and state governments, and Stefan Huber is supported by the Leibniz-Competition Fund (SAW-2014-IWM-4) providing funding to Elise Klein. Finally, we thank Julianne Skinner for the language proofreading of the manuscript.

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Correspondence to Mojtaba Soltanlou.

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The authors declare that they have no conflict of interest.

Ethical approval

All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.

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Informed consent was obtained from all individual participants included in the study.

Appendix A: demographic information of drop-outs

Appendix A: demographic information of drop-outs

See Table 6.

Table 6 The comparison between reported demographic information of included and drop-out participants

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Huber, S., Nuerk, HC., Reips, UD. et al. Individual differences influence two-digit number processing, but not their analog magnitude processing: a large-scale online study. Psychological Research 83, 1444–1464 (2019). https://doi.org/10.1007/s00426-017-0964-5

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  • DOI: https://doi.org/10.1007/s00426-017-0964-5

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