Bias Test
Questions: 78 · 10 minutes
1. I maintained a steady rhythm rather than stopping and starting.
Strongly disagree
Disagree
Not sure
Agree
2. I often experience a strong “this goes together” feeling for one category–attribute combination during rapid sorting.
Never
Sometimes
Often
Almost always
3. I did not slow down dramatically after making mistakes.
Strongly disagree
Disagree
Not sure
Agree
4. If I took an IAT-style test today, I expect my results would indicate at least a slight automatic preference in one direction rather than being near zero.
Strongly disagree
Disagree
Not sure
Agree
5. If the task included categories I’m very familiar with, my automatic pairing advantage would likely become more pronounced.
Strongly disagree
Disagree
Not sure
Agree
6. I would expect my performance to show a consistent “compatibility effect” (faster for one pairing) even if I’m motivated to be unbiased.
Strongly disagree
Disagree
Not sure
Agree
7. When categories and attributes are paired in a way that matches common stereotypes, I tend to respond faster.
Strongly disagree
Disagree
Not sure
Agree
8. I felt equally able to respond consistently in both easier and harder blocks.
Strongly disagree
Disagree
Not sure
Agree
9. The task environment (noise, interruptions, device issues) did not disrupt my performance much.
Strongly disagree
Disagree
Not sure
Agree
10. I tend to hesitate or “freeze” briefly when a stimulus appears that conflicts with the harder pairing rule.
Never
Rarely
Often
Very often
11. I was consistent in how I handled items I found ambiguous or unfamiliar.
Strongly disagree
Disagree
Not sure
Agree
12. I would expect my IAT-style score to reflect more than just random variation (i.e., a consistent pattern across trials).
Strongly disagree
Disagree
Not sure
Agree
13. I did not rush so much that it caused frequent mistakes.
Strongly disagree
Disagree
Not sure
Agree
14. I usually feel one of the combined sorting blocks is more “natural” or easier for me than the other.
Strongly disagree
Disagree
Not sure
Agree
15. When the task switches to the opposite pairing, my speed drops markedly even after a few practice trials.
Strongly disagree
Disagree
Agree
Strongly agree
16. I make noticeably more errors in one pairing condition than the other in these fast categorization tasks.
Strongly disagree
Disagree
Agree
Strongly agree
17. My reaction times felt steady rather than highly variable from trial to trial.
Strongly disagree
Disagree
Not sure
Agree
18. I can usually predict which pairing block I would find easier before taking an IAT-style test.
Strongly disagree
Disagree
Not sure
Agree
19. I kept a consistent hand position and did not fumble with the keys or screen controls.
Strongly disagree
Disagree
Not sure
Agree
20. Switching left/right keys for categories creates a strong disruption in one direction more than the other.
Not at all
Slightly
Moderately
Strongly
21. When sorting quickly, I notice I hesitate more when a positive word appears with a group I’ve learned to associate negatively.
Strongly disagree
Disagree
Not sure
Agree
22. The time pressure reveals a clear imbalance in how automatically I associate the paired concepts.
Strongly disagree
Disagree
Agree
Strongly agree
23. My performance difference between the two pairing blocks feels large enough that I notice it while taking the test.
Strongly disagree
Disagree
Agree
Strongly agree
24. In speeded sorting tasks, I often respond noticeably faster when certain groups are paired with positive words than when those same groups are paired with negative words.
Strongly disagree
Disagree
Not sure
Agree
25. My slowdowns in the harder pairing block are large compared with my usual trial-to-trial variation.
Not at all
A little
Moderately
A lot
26. My pace stayed stable even when the categories changed.
Strongly disagree
Disagree
Not sure
Agree
27. My attention stayed focused throughout the task.
Strongly disagree
Disagree
Not sure
Agree
28. In timed sorting tasks, I tend to be consistently faster in one pairing condition than in its reversed pairing condition.
Strongly disagree
Disagree
Agree
Strongly agree
29. I used the same response strategy throughout the task.
Strongly disagree
Disagree
Not sure
Agree
30. I would expect my IAT-style D-score to be clearly different from zero rather than close to zero.
Strongly disagree
Disagree
Not sure
Agree
31. When I repeat the task under similar conditions, the magnitude of my block difference tends to remain similar.
Strongly disagree
Disagree
Agree
Strongly agree
32. During the task, I feel confident and quick in one pairing block but uncertain and slower in the other.
Never
Sometimes
Often
Almost always
33. In the reversed pairing block, I need extra self-talk or strategies to keep up my speed.
Never
Sometimes
Often
Almost always
34. The IAT-style task tends to produce a clear separation in my performance between the two combined-category blocks.
No separation
Small separation
Moderate separation
Large separation
35. I rarely needed extra time to figure out where an item belonged.
Strongly disagree
Disagree
Not sure
Agree
36. I believe my automatic associations would show up as a moderate difference in reaction time between pairing conditions.
Strongly disagree
Disagree
Not sure
Agree
37. My performance felt stable rather than unpredictable from block to block.
Strongly disagree
Disagree
Not sure
Agree
38. My responses suggest a strong automatic association between the paired concepts, as reflected by speed differences across blocks.
Strongly disagree
Disagree
Agree
Strongly agree
39. If I were to repeat an IAT-style task multiple times, I’d expect my direction (which block is easier) to stay the same most of the time.
Strongly disagree
Disagree
Not sure
Agree
40. My left/right key use felt consistent and did not frequently swap by mistake.
Strongly disagree
Disagree
Not sure
Agree
41. If two pairing blocks were equally easy for me, that would be unusual compared with my typical experience in speeded association tasks.
Strongly disagree
Disagree
Not sure
Agree
42. I made only a small number of mistakes overall.
Strongly disagree
Disagree
Not sure
Agree
43. I stayed engaged and did not zone out during repeated trials.
Strongly disagree
Disagree
Not sure
Agree
44. I rarely felt distracted while completing the sorting trials.
Strongly disagree
Disagree
Not sure
Agree
45. I tend to correct myself (after an error beep/feedback) more frequently in one pairing condition than the other.
Never
Rarely
Often
Very often
46. My speed difference between the two pairing blocks would likely be large enough to be noticeable to me while taking the task.
Strongly disagree
Disagree
Not sure
Agree
47. Even when I try to respond evenly, one set of pairings feels substantially more automatic for me.
Never true
Occasionally true
Frequently true
Almost always true
48. The harder pairing block feels mentally effortful compared with the easier block.
Not at all effortful
Slightly effortful
Quite effortful
Extremely effortful
49. If I had to estimate it, the gap between my faster and slower block would be substantial.
Strongly disagree
Disagree
Agree
Strongly agree
50. I did not notice big swings between very fast and very slow responses.
Strongly disagree
Disagree
Not sure
Agree
51. I think my IAT-style result would fall in the slight-to-moderate range rather than the no-preference range.
Strongly disagree
Disagree
Not sure
Agree
52. The difference between my two block averages feels big enough that I would not attribute it only to “random noise.”
Strongly disagree
Disagree
Agree
Strongly agree
53. I did not frequently second-guess myself and change pace because of uncertainty.
Strongly disagree
Disagree
Not sure
Agree
54. Under time pressure, I find it hard to treat both pairings as equally “compatible” in my responses.
Strongly disagree
Disagree
Not sure
Agree
55. I avoided guessing and instead responded in a consistent, deliberate way.
Strongly disagree
Disagree
Not sure
Agree
56. My average reaction time difference between the two critical blocks would likely be considered “noticeable,” not trivial.
Strongly disagree
Disagree
Agree
Strongly agree
57. I did not repeatedly press the wrong key in clusters of errors.
Strongly disagree
Disagree
Not sure
Agree
58. When categories and attributes are paired in a counter-stereotypical way, I tend to slow down or correct errors more often.
Strongly disagree
Disagree
Not sure
Agree
59. Even with careful attention, my speed difference between pairing blocks remains pronounced.
Strongly disagree
Disagree
Agree
Strongly agree
60. I was able to keep a consistent pace across different sorting blocks.
Strongly disagree
Disagree
Not sure
Agree
61. I followed the instructions consistently for the entire task.
Strongly disagree
Disagree
Not sure
Agree
62. I notice a strong contrast between “easy” and “hard” pairings regardless of which direction the bias points.
Strongly disagree
Disagree
Agree
Strongly agree
63. Across multiple runs, the size of my speed difference between pairing blocks tends to be stable rather than random.
Not at all
A little
Moderately
A lot
64. My responses felt controlled rather than random.
Strongly disagree
Disagree
Not sure
Agree
65. In IAT-like tasks, I typically experience one block as requiring more mental effort to avoid errors.
Strongly disagree
Disagree
Not sure
Agree
66. When the combined categories change, it takes me a long time to adapt compared with typical task-switching effects.
Not at all
A little
Moderately
A great deal
67. My reaction times in paired-categorization tasks would likely show a clear difference between the two pairing blocks.
Strongly disagree
Disagree
Not sure
Agree
68. In a rapid categorization task, my mistakes would likely cluster more in one pairing condition than the other.
Strongly disagree
Disagree
Not sure
Agree
69. I feel a strong pull to press one key rather than the other for certain category–attribute combinations during the test.
Never
Sometimes
Often
Almost always
70. My reaction times usually show a noticeable gap between “congruent” pairings (that feel easier) and “incongruent” pairings (that feel harder).
Not at all true for me
Slightly true for me
Mostly true for me
Very true for me
71. When I did make an error, I recovered quickly and returned to my usual pace.
Strongly disagree
Disagree
Not sure
Agree
72. Even when I try to be fair-minded, my “gut-speed” responses tend to favor one pairing over the other in an IAT-like task.
Strongly disagree
Disagree
Not sure
Agree
73. My sense of which pairing is easier emerges quickly, within the first several trials of the critical blocks.
Not at all
Slightly
Moderately
Strongly
74. My response speed stayed fairly steady from the beginning to the end of the task.
Strongly disagree
Disagree
Not sure
Agree
75. When I’m forced to respond quickly, I rely on learned associations that make one pairing block easier.
Strongly disagree
Disagree
Not sure
Agree
76. When the task requires me to use an unusual pairing (e.g., a stigmatized group with “good”), I tend to slow down or make more mistakes.
Strongly disagree
Disagree
Not sure
Agree
77. If the test switched the pairings midway, I would likely show a measurable shift in speed (one block faster, the other slower).
Strongly disagree
Disagree
Not sure
Agree
78. I did not have long pauses or freezes during the task.
Strongly disagree
Disagree
Not sure
Agree