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Response Preparation and the Simon Effect: Experimental and Model-Based Analyses Cover

Response Preparation and the Simon Effect: Experimental and Model-Based Analyses

By: Herbert Heuer and  Peter Wühr  
Open Access
|Jan 2026

Figures & Tables

joc-9-1-471-g1.png
Figure 1

Components of the external incremental input (top row), total external input (middle row), and response-code activation (bottom row) for both expected and unexpected congruent and incongruent trials. The vertical lines mark the time when the threshold is reached. (Detailed explanation in text).

Table 1

Contingencies between irrelevant stimulus locations and congruency, when one response is more frequent than the other.

LEFT STIMULUS LOCATION (50%)RIGHT STIMULUS LOCATION (50%)
Left Response (frequent: 75%)
  • 37.5% of trials

  • condition frequent-congruent

  • 37.5% of trials

  • condition frequent-incongruent

Right Response (infrequent: 25%)
  • 12.5% of trials

  • condition infrequent-incongruent

  • 12.5% of trials

  • condition infrequent-congruent

effect of irrelevant stimulus locationmostly congruent (75:25%): stronger effectmostly incongruent (75:25%): weaker effect
joc-9-1-471-g2.png
Figure 2

Delta plots shown separately for frequent and infrequent responses. Shaded areas mark the 95% confidence intervals.

joc-9-1-471-g3.png
Figure 3

Distributions of the AIC for the three models as fitted to the three experiments (the +attention model was not fitted to Experiment 3).

Table 2

Means and standard deviations of the AIC for the three models as fitted to the three experiments.

EXPERIMENT 1EXPERIMENT 2EXPERIMENT 3
MODELMEANsMEANsMEANs
preparation72.31.40103.82.01107.51.83
+ attention72.51.29100.02.03
+ contingency71.41.3498.11.66101.21.72
joc-9-1-471-g4.png
Figure 4

Observed and predicted mean reaction times and error rates. Observed data are indicated by the horizontal lines for each of the four conditions, predicted data by the predictions interval (95% intervals of the distributions of the simulated mean reaction times and error rates obtained with 1000 runs, each one with the same number of simulated trials per condition as in the actual sample). For Experiments 1 and 2 predicted data are shown for three models as indicated in the insets, for Experiment 3 the +attention model was not fitted.

joc-9-1-471-g5.png
Figure 5

Simulated delta plots with prediction intervals (shaded areas) and observed delta plots (filled and open circles) in all three experiments and for all three models (the +attention model was not fitted to the results of Experiment 3).

joc-9-1-471-g6.png
Figure 6

Upper two rows of graphs: Observed and predicted mean reaction times and error rates for the +shielding model in the same format as Figure 4. Lower row of graphs: Simulated delta plots for the +shielding model in the same format as Figure 5.

DOI: https://doi.org/10.5334/joc.471 | Journal eISSN: 2514-4820
Language: English
Submitted on: May 6, 2025
|
Accepted on: Nov 16, 2025
|
Published on: Jan 7, 2026
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2026 Herbert Heuer, Peter Wühr, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.