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Can Fast and Slow Intelligence Be Differentiated? 8.4.2013
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1. Introduction A popular present-day approach is to look for pure measures of speed and power external to the test Speed and power are different but positively correlated. Slow responses are of a different nature than fast responses. Fast responses are based on more automatic direct-link mediated processing while slow responses are based on repeating one's cognitive work and/or more controlled processing. An interest in internal to the test
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1.1 Fast and slow intelligence Different processes? Or different abilities? Qualitative process differences can be inferred from the across-item pattern of difficulties, and qualitative ability differences from the across-person pattern of the latent trait values.
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1.2 Aim of the study Time-homogeneity vs. time heterogeneity Processes Abilities Via two tasks: verbal analogy and matrices
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1.3 Distinguishing between fast and slow responses Within-person split For each person, a fast and a slow subset of items is determined. Within-item split For each item, a fast and a slow subset of persons in determined.
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2.1 Model
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2.2 Hypothesis testing 3P&3I vs 2P&3I, 3P&2I, and 2P&2I AIC & BIC 3P&3I vs 3P&2I LR test 3P&3I vs 2P&3I Mixture 2 test When using the data derived from the within-item split…
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2.3 Intelligence tests 2.4 Data sets Verbal analogies test 726 persons & 34 items Raven-like matrices test 503 persons & 35 items
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3.1 Description of the data Response frequencies in two approaches Persons may differ more in their response times than items do. Cronbach alpha: Fast responses were more reliable than the slow responses.
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3.2 Model comparison
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Correlations between the two accuracy ( 2 & 3 ) Because the difficulties are fixed effects, no such correlations are available. Estimated variances are larger for fast than slow 3.3 Correlations and variances
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3.4 Additional analysis 3.5 Speed and accuracy within-item splitwithin-person split gg ’ 2 gg ’ 2 11 -.184.489 11.792.736 gg.767 gg.661 within-item splitwithin-person split gg ’ 2 gg ’ 2 11 -.422-.965 11.630.681 gg.646 gg.590
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4. Discussion and conclusion Fast and slow intelligence can be differentiated, and they are strongly correlated. Fast responses differentiate better than slow responses between persons as well as items. A somewhat different kind of ability is measured for respondents with primarily slow responses compared to the ability that is measured for respondents with primarily fast responses. Given the higher variance of fast intelligence compared to slow intelligence, the ability of fast respondents is measured in a more reliable way than the ability of slow respondents. Time pressure
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