Serial Order Effect in Divergent Thinking in Five- to Six-Year-Olds: Individual Differences as Related to Executive Functions
Abstract
:1. Introduction
The Present Study
2. Materials and Methods
2.1. Participants
2.2. Measures
2.2.1. Divergent Thinking
2.2.2. Executive Functions
2.3. Procedures
2.4. Data Analyses
2.4.1. Missing Data and the Final Sample
2.4.2. Statistical Analysis
3. Results
3.1. Descriptive Statistics
3.2. Multilevel Regressions
3.2.1. Serial Order Effect of Originality
3.2.2. DT Processes and Originality
3.2.3. Full Models with EFs for Memory Retrieval
3.2.4. Full Models with EFs for Mental Operations
4. Discussion
Strengths, Limitations, and Future Research
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
No. | Lunch box | Tire | Pencil | Umbrella | Shovel | Toothbrush |
---|---|---|---|---|---|---|
1 | To put food in/as a food box | For cars/to ride with | For drawing | For (/to protect you from) rain(ing) | To shovel/dig | To clean teeth |
2 | To put something in/as a storage box | For making a swing | For writing | As a boat | To beat something or someone/to break something | To clean something/as a cleaning brush |
3 | To put insect or animal in/as an insect box | To play with (unspecified) | To erase something (use the attached eraser) | As a sunshade/against the sun | To put something on or in | To clean someone |
4 | For cut-and-glue activity/for artwork/to make something (unspecified) | For sitting or lying on | For coloring | To put something in | For fighting/as a sword | For painting or drawing |
5 | To put water or drink in | To sit in and roll | To poke something/to break something | For flying (with it) | To build or make something with sand | To sweep something/as a broom |
6 | As a garbage bin/to put dirty things in | To roll with (a sort of game) | For scratching | For beating something | To pick up or lift something | To brush hair/as a comb |
7 | For catching something | As a hula hoop | For cut-and-glue activity/to make something (unspecified) | For fighting/as a sword | For planting | For cut-and-glue activity/to make something (unspecified) |
8 | For taking something with you | For jumping in | For beating something | For protecting yourself/as a shield | For building or construction work | To play with (unspecified) |
9 | To write/draw something on | For making a small house | To draw something for cut-and-glue activity | To write/draw something on | For looking for something (usually in sand) | For fighting/as a sword |
10 | For making a boat | To put something in and roll | For painting | As a merry-go-round/carousel | To chop or hack something | For pretending to brush your teeth. |
Appendix B
DT Processes | Frequency of Coded Episodes by the Two Coders | Kappa’s | |||
---|---|---|---|---|---|
Yes–Yes | Yes–No | No–Yes | No–No | ||
Memory retrieval | 151 | 25 | 14 | 209 | .80 |
Mental operations | 34 | 21 | 5 | 339 | .69 |
Appendix C
Tasks | Final Sample Size | Missing Data and the Reasons | |
---|---|---|---|
Divergent thinking | Alternative Uses Task | 101 | 1 child was not present on test dates; |
Inhibition | Go/NoGo | 100 | 1 child was simply hitting the key all the time; 1 child’s data file was overwritten by mistake. |
Animal Stroop | 100 | 1 child was sick on test dates; 1 child’s test session was interrupted. | |
Shifting | Animal Shifting | 102 | No missing data for this task. |
Dimensional Change Card Sort | 96 | 1 child’s recording form was lost; 5 children were not tested following the instructions from the manual (i.e., the reminders of rules were not given while a stimulus was presented to children). | |
Working memory | Word recall | 98 | 4 children showed clear indications of not understanding the instructions (i.e., try to recall the words in reversed alphabet order) |
Selective attention | Elephant search | 101 | 1 child was sick on test dates. |
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DT Process Category | Definition | Examples (C = Child; T = Experimenter) |
---|---|---|
1. Retrieval or recall of prior knowledge or experience ( Memory retrieval) | There is clear evidence that the child refers to prior knowledge or prior experience while generating a use. The child may recall a specific memory of a real personal experience or a memory related to here—say, a story, film, or book that relates to the use. Or: The child gives an affirmative answer when asked by the experimenter if he or she had prior personal experience with the use (i.e., if he or she did/learned it before) or if the child knew about the use from others, stories, movies, or books. | 1. C: “I always do that with my father.” 2a. T: “Have you done that before?” 2b. C: “Yes, I have done it once. “ |
2. Performing mental operations on the stimulus (Mental operations) | The child mentions or refers to a mental operation applied to the stimulus (e.g., disassembling, re-assembling, turning, distorting, folding, etc.) or the child proposes an (imagined) act of assembling, combining, or synthesizing the stimulus with other objects or materials, to obtain a functional change of the stimulus that enables the discovery of a use. | 1. C: “If you take off these hairs (toothbrush) and then put such a brush on, and also paper on, then you can make a mouse. “ 2. C: “If you attach a lot of balloons on it (basket), which keeps floating, a lot a lot, then you can sit in there just like a hot air balloon. “ |
Variables | N | M | SD | Skew. | Kurt. | Min. | Max. | |
---|---|---|---|---|---|---|---|---|
Divergent Thinking (DT) ability measures (mean scores per stimulus): | ||||||||
Fluency | 101 | 4.21 | 1.79 | 1.58 | 2.96 | 1.00 | 11.00 | |
Originality | 101 | 2.13 | 1.29 | 1.93 | 5.43 | 0.09 | 7.90 | |
Frequency of DT processes (mean counts per stimulus): | ||||||||
Memory retrieval | 101 | 1.80 | 1.05 | 1.35 | 2.90 | 0 | 6.00 | |
Mental operations | 101 | 0.50 | 0.69 | 2.59 | 7.49 | 0 | 3.67 | |
EF measures: | ||||||||
Inhibition | Go/NoGo: number of errors | 100 | 3.61 | 2.82 | 1.93 | 8.06 | 0 | 19.00 |
Animal stroop: proportion accuracy | 100 | .93 | 0.08 | −4.27 | 26.49 | .38 | 1.00 | |
Shifting | DCCS: level achieved | 96 | 2.34 | 0.50 | 0.41 | −1.21 | 1 | 3.00 |
Animal shifting: proportion accuracy | 102 | .91 | 0.09 | −2.07 | 5.06 | .50 | 1.00 | |
Working memory | Word recall (backwards): proportion accuracy | 98 | .65 | 0.20 | −0.001 | −0.58 | .17 | 1.00 |
Selective attention | Elephant test: average number of targets found | 101 | 6.79 | 0.62 | −0.82 | 0.92 | 4.75 | 8.00 |
Variables | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 |
---|---|---|---|---|---|---|---|---|---|---|
1. Fluency | .90 ** | .052 | .67 ** | .44 ** | .04 | .03 | −.004 | −.04 | −.06 | .08 |
2. Originality | .15 | .52 ** | .59 ** | −.05 | .10 | .02 | .01 | −.04 | .11 | |
3. Age | −.05 | .06 | −.08 | .10 | −.06 | .12 | .06 | .09 | ||
4. Memory retrieval | −.27 ** | .19 + | .11 | .04 | −.09 | −.08 | .03 | .11 | ||
5. Mental operations | .51 *** | −.16 | −.15 | .11 | .10 | .10 | .01 | −.05 | ||
6. Go/NoGo: number of errors | −.21 * | −.07 | −.17 | −.10 | −.02 | |||||
7. Animal stroop: proportion accuracy | .11 | .38 ** | .07 | .07 | ||||||
8. DCCS: level achieved | .21 * | .19 * | −.06 | |||||||
9. Animal shifting: proportion accuracy | .16 | .21 * | ||||||||
10. Word recall (backwards): proportion accuracy | .14 | |||||||||
11. Elephant task: average number of targets found |
Use Rank | Number of Uses | Memory Retrieval | Mental Operations |
---|---|---|---|
1 | 598 | 212 | 12 |
2 | 497 | 260 | 54 |
3 | 420 | 206 | 66 |
4 | 334 | 151 | 61 |
5 | 232 | 93 | 32 |
6 | 147 | 54 | 25 |
7 | 96 | 41 | 19 |
8 | 64 | 21 | 9 |
9 | 45 | 17 | 6 |
10 | 35 | 12 | 4 |
11 | 24 | 7 | 3 |
12 | 19 | 7 | 4 |
13 | 12 | 4 | 2 |
14 | 8 | 1 | 2 |
15 | 5 | 1 | 1 |
16 | 3 | 0 | 1 |
17 | 3 | 0 | 1 |
18 | 3 | 1 | 0 |
19 | 2 | 2 | 0 |
20 | 1 | 1 | 0 |
21 | 1 | 0 | 0 |
22 | 1 | 0 | 0 |
Number of uses | 2550 | 1091 | 302 |
Mean use rank | 3.63 | 3.47 | 4.48 |
Number of participants | 101 | 99 | 75 |
Models | Intercept-Model | Serial Order Effect | DT Process: Memory Retrieval (MR) | DT Process: Mental Operations (MO) | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
M1 | M2 | M3–MR | M4–MR | M3–MO | M4–MO | |||||||
Fixed part | Coeff. (s.e.) | OR | Coeff. (s.e.) | OR | Coeff. (s.e.) | OR | Coeff. (s.e.) | OR | Coeff. (s.e.) | OR | Coeff. (s.e.) | OR |
Intercept | −5.11 (0.03) *** | 0.006 | −5.05 (0.03) *** | 0.006 | −5.06 (0.03) *** | 0.006 | −5.05 (0.03) *** | 0.006 | −5.06 (0.03) *** | 0.006 | −5.06 (0.03) *** | 0.006 |
Linear: Use rank | 0.15 (0.01) *** | 1.17 | 0.16 (0.01) *** | 1.17 | 0.16 (0.01) *** | 1.17 | 0.15 (0.01) *** | 1.16 | 0.15 (0.01) *** | 1.16 | ||
Quadratic: Use rank | -0.014 (0.002) *** | 0.99 | −0.013 (0.002) *** | 0.99 | −0.014 (0.002) *** | 0.99 | −0.013 (0.002) *** | 0.99 | −0.012 (0.002) *** | 0.99 | ||
DT process | 0.12 (0.05) * | 1.13 | 0.14 (0.05) ** | 1.15 | 0.32 (0.07) *** | 1.38 | 0.39 (0.07) ** | 1.47 | ||||
DT process × Use rank | −0.033 (0.02) + | 0.97 | −0.056 (0.03) * | 0.95 | ||||||||
Random part: Variance (s.e.) | ||||||||||||
σ2object level | 0.00 (0.0002) | 0.00 (0.0002) | 0.00 (0.0002) | 0.00 (0.0002) | 0.00 (0.0002) | 0.00 (0.0001) | ||||||
σ2child level | 0.00 (0.0002) | 0.00 (0.0001) | 0.00 (0.0001) | 0.00 (0.0001) | 0.00 (0.0001) | 0.00 (0.0001) | ||||||
Model deviance (df) | 4386.80 (3) | 4241.79 (5) | 4235.97 (6) | 4232.68 (7) | 4220.82 (6) | 4215.91 (7) | ||||||
Δdeviance (vs. a model, Δdf) | 145.01 (vs. M1, 2) *** | 5.82 (vs. M2, 1) * | 3.29 (vs. M3–MR, 1) + | 20.97 (vs. M2, 1) *** | 4.91 (vs. M3–MO, 1) * | |||||||
Scale a | 0.56 | 0.50 | 0.50 | 0.50 | 0.49 | 0.49 |
Models | M5: Memory Retrieval (M5–MR) | M5: Mental Operations (M5–MO) | ||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Inhibition | Shifting | Working Memory | Selective Attention | Inhibition | Shifting | Working Memory | Selective Attention | |||||||||
Fixed part | Coeff. (s.e.) | OR | Coeff. (s.e.) | OR | Coeff. (s.e.) | OR | Coeff. (s.e.) | OR | Coeff. (s.e.) | OR | Coeff. (s.e.) | OR | Coeff. (s.e.) | OR | Coeff. (s.e.) | OR |
Intercept | −5.06 (0.03) *** | 0.006 | −5.06 (0.03) *** | 0.006 | −5.06 (0.03) *** | 0.006 | −5.05 (0.03) *** | 0.006 | −5.07 (0.03) *** | 0.006 | −5.06 (0.03) *** | 0.006 | −5.06 (0.03) *** | 0.006 | −5.06 (0.03) *** | 0.006 |
Linear: Use rank | 0.15 (0.01) *** | 1.17 | 0.15 (0.01) *** | 1.17 | 0.15 (0.01) *** | 1.17 | 0.16 (0.01) *** | 1.17 | 0.15 (0.01) *** | 1.16 | 0.15 (0.01) *** | 1.16 | 0.15 (0.01) *** | 1.16 | 0.15 (0.01) *** | 1.16 |
Quadratic: Use rank | −0.015 (0.002) *** | 0.99 | −0.014 (0.002) *** | 0.99 | −0.014 (0.002) *** | 0.99 | −0.015 (0.002) *** | 0.99 | −0.013 (0.002) *** | 0.99 | −0.013 (0.002) *** | 0.99 | −0.013 (0.002) *** | 0.99 | −0.013 (0.002) *** | 0.99 |
DT process | 0.15 (0.05) ** | 1.16 | 0.17 (0.05) ** | 1.18 | 0.15 (0.05) ** | 1.16 | 0.15 (0.05) ** | 1.16 | 0.38 (0.08) *** | 1.46 | 0.38 (0.08) *** | 1.46 | 0.38 (0.07) *** | 1.47 | 0.38 (0.07) *** | 1.47 |
DT process × Use rank | −0.031 (0.02) | 0.97 | −0.035 (0.02) + | 0.97 | −0.032 (0.02) | 0.97 | 0.034 (0.02) + | 0.97 | −0.060 (0.03) * | 0.94 | −0.056 (0.03) * | 0.95 | −0.055 (0.03) * | 0.95 | −0.060 (0.03) * | 0.94 |
EF | 0.031 (0.04) | 1.03 | 0.040 (0.03) | 1.04 | −0.014 (0.03) | 0.99 | 0.015 (0.03) | 1.01 | 0.011 (0.04) | 1.01 | 0.023 (0.03) | 1.02 | −0.013 (0.03) | 0.99 | 0.024 (0.03) | 1.02 |
Use rank × EF | 0.019 (0.01) | 1.02 | 0.009 (0.01) | 1.01 | 0.003 (0.01) | 1.00 | −0.017 (0.00) + | 0.98 | 0.019 (0.01) | 1.02 | 0.009 (0.01) | 1.01 | 0.001 (0.01) | 1.00 | −0.017 (0.01) * | 0.98 |
DT process × EF | −0.039 (0.07) | 0.96 | −0.008 (0.07) | 0.99 | −0.007 (0.05) | 0.99 | −0.010 (0.05) | 0.99 | 0.004 (0.11) | 1.00 | −0.013 (0.09) | 0.99 | −0.029 (0.08) | 0.97 | −0.026 (0.07) | 0.97 |
Random part: Variance (s.e.) | ||||||||||||||||
σ2object level | 0.00 (0.0002) | 0.00 (0.0002) | 0.00 (0.0002) | 0.00 (0.0002) | 0.00 (0.0001) | 0.00 (0.0001) | 0.00 (0.0001) | 0.00 (0.0001) | ||||||||
σ2child level | 0.0002 (0.0007) | 0.0002 (0.0007) | 0.0002 (0.0007) | 0.0001 (0.0005) | 0.0001 (0.0005) | 0.0001 (0.0005) | 0.0001 (0.0005) | 0.0001 (0.0004) | ||||||||
σ2use rank at child level | 0.0003 (0.0004) | 0.0003 (0.0004) | 0.0002 (0.0004) | 0.0001 (0.0003) | 0.0003 (0.0004) | 0.0003 (0.0004) | 0.0002 (0.0004) | 0.0001 (0.0003) | ||||||||
σ2 DT process at child level | 0.00 (0.0004) | 0.00 (0.0004) | 0.00 (0.0005) | 0.00 (0.0005) | 0.0006 (0.0024) | 0.0008 (0.0029) | 0.0006 (0.0025) | 0.0003 (0.0022) | ||||||||
Model deviance (df) | 4011.66 (15) | 3964.13 (15) | 4120.28 (15) | 4165.49 (15) | 3997.16 (15) | 3952.87 (15) | 4104.94 (15) | 4148.92 (15) | ||||||||
Scale a | 0.50 | 0.50 | 0.50 | 0.50 | 0.49 | 0.49 | 0.49 | 0.49 |
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Bai, H.; Leseman, P.P.M.; Moerbeek, M.; Kroesbergen, E.H.; Mulder, H. Serial Order Effect in Divergent Thinking in Five- to Six-Year-Olds: Individual Differences as Related to Executive Functions. J. Intell. 2021, 9, 20. https://doi.org/10.3390/jintelligence9020020
Bai H, Leseman PPM, Moerbeek M, Kroesbergen EH, Mulder H. Serial Order Effect in Divergent Thinking in Five- to Six-Year-Olds: Individual Differences as Related to Executive Functions. Journal of Intelligence. 2021; 9(2):20. https://doi.org/10.3390/jintelligence9020020
Chicago/Turabian StyleBai, Honghong, Paul P. M. Leseman, Mirjam Moerbeek, Evelyn H. Kroesbergen, and Hanna Mulder. 2021. "Serial Order Effect in Divergent Thinking in Five- to Six-Year-Olds: Individual Differences as Related to Executive Functions" Journal of Intelligence 9, no. 2: 20. https://doi.org/10.3390/jintelligence9020020
APA StyleBai, H., Leseman, P. P. M., Moerbeek, M., Kroesbergen, E. H., & Mulder, H. (2021). Serial Order Effect in Divergent Thinking in Five- to Six-Year-Olds: Individual Differences as Related to Executive Functions. Journal of Intelligence, 9(2), 20. https://doi.org/10.3390/jintelligence9020020