Table 2.
Numeracy/education | IQ-raven | CRT I | Thinking disposition | |
---|---|---|---|---|
NORMALIZED VERSIONS* | ||||
Chapman and Liu, 2009 | No | |||
Siegrist and Keller, 2011 | Yes/No a | |||
Hill and Brase, 2012 | No | |||
Garcia-Retamero and Hoffrage, 2013 | Yes | |||
Johnson and Tubau, 2013 | Yes/No a | |||
Lesage et al., 2013 | No | |||
Sirota et al., 2014a | Yes | No | Yes/No b | |
Ayal and Beyth-Marom, 2014 | Yes c | |||
McNair and Feeney, 2015 | Yes/No d | Yes | No e | |
NATURAL FREQUENCIES | ||||
Brase et al., 2006 | Yes | |||
Chapman and Liu, 2009 | Yes | |||
Sirota and Juanchich, 2011 | Yes | Yes | ||
Siegrist and Keller, 2011 | Yes/No f | |||
Hill and Brase, 2012 | Yes | |||
Garcia-Retamero and Hoffrage, 2013 | Yes | |||
Johnson and Tubau, 2013 | Yes/No g | |||
Lesage et al., 2013 | Yes | |||
Sirota et al., 2014a | Yes | Yes | Yes/No b |
Note that variation exists between the specific context and numbers used across studies, as well as specific measures and criteria used to determine low vs. high performers (see text for additional details, and original articles for full problems and explanations).
It is important to note that YES with normalized versions does not imply “good” reasoning, with most higher ability participants typically below 30% correct response.
CRT, Cognitive Reflection Test (Frederick, 2005).
YES with simple versions; NO with complex versions (floor effect).
YES with REI (rational-experiential inventory; rational thinking); NO with CAOMTS (actively open-minded thinking).
Information was normalized, but problems manipulated to require only simple single-step arithmetic.
Higher numerate benefited more from causal manipulation used in Krynski and Tenenbaum (2007).
NO with REI.
YES in study 1; NO in study 2 (though clear trend).
YES with complex text; NO with short, simple text.