The Development of Flexible Problem Solving: An Integrative Approach
Abstract
:1. Introduction
2. Flexible Problem Solving
2.1. Memory, Executive Functions and Transfer
2.2. Simple and Complex Transfers
2.3. Key Concepts and Variables
3. The Development of the Capacity for Simple Transfers
3.1. Early Sensitivity to Goal Relevance
3.2. Simple Transfers
3.3. Memory Generalization: The Special Case of Bilingualism
4. The Development of the Capacity for Complex Transfers
4.1. Inhibition, Working Memory, and Task Switching
4.2. Goal-Irrelevance vs. Salience
4.3. Complex Transfers
5. Prioritizing Truly Relevant over Seemingly Relevant Information Retrieved from Memory
5.1. Switching between Representations in False-Belief Tasks
5.2. Methodological Considerations
5.3. Limitations
6. Summary and Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
1 | Note that the construct of cognitive flexibility cannot be reduced to either the context of executive functions, or to set-shifting/task-switching. This term has been defined differently across studies focusing on behavior, or memory, or attention. In terms of behavior, cognitive flexibility refers to the capacity to modify or adjust one’s behavior in response to changes in the environment or task requirements, for instance, to switch between different behavioral responses or strategies to effectively navigate and adapt to new situations (e.g., Morand-Ferron et al. 2022; Tello-Ramos et al. 2019; also termed behavioral flexibility, e.g., Uddin 2021). In terms of memory, cognitive flexibility refers to the ability to update, reorganize, or modify existing memory representations in order to integrate new knowledge with previously learned information and adjust memory retrieval processes accordingly (e.g., Koslov et al. 2019). Finally, in terms of attention, cognitive flexibility is conceptualized as a core executive function, which supports detection of changing rules in the environment and adjustment of one’s own behavioral responses (e.g., Bunge and Zelazo 2006). In this context, set-shifting or task switching, involving higher-order stimulus-response rules for selecting currently relevant task sets, are the most complex form of cognitive flexibility (e.g., Dajani and Uddin 2015; Uddin 2021). Cognitive flexibility in this context aids also handling simpler rules, such as reversing stimulus-reward associations and pairs of conditional stimulus-response rules (e.g., Bunge and Zelazo 2006). |
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Term | Definition | Task Paradigms |
---|---|---|
Simple transfer | the ability to prioritize relevant over irrelevant, distracting information and apply it to the present situation | A:B::C:D Conceptual problem solving Deferred imitation Object search Physical problem solving Preferential looking Scene analogy Structure mapping task |
Complex transfer | the ability to prioritize relevant over irrelevant, misleading information and apply it to the present situation | |
Analogical transfer | the ability to detect common principles for solution across problems that share similarity at a deep (e.g., functional) level but differ in the surface format (Crisafi and Brown 1986; p. 954) | A:B::C:D Conceptual problem solving Object search Physical problem solving Preferential looking Scene analogy |
Memory flexibility | the ability to generalize information to novel situations (Barr et al. 2020, p. 2); also: a balance between remembering specific features and being able to generalize that knowledge across cues and contexts (Brito and Barr 2014, p. 1157); also: the ability to generalize goal-relevant information retrieved from the existing memory representations across delayed contexts, while disregarding goal-irrelevant information present in the memory representations and in the environment | Deferred imitation Mobile conjugate paradigm |
Representational flexibility | inferential use of prior knowledge in new situations; allows retention of goal-relevant information beyond immediate contexts, and its retrieval in a delayed context despite goal-irrelevant information present in both contexts | Deferred imitation Mobile conjugate paradigm |
Cognitive flexibility | a broader set of cognitive processes that supports analogical transfer (e.g., Richland and Morrison 2010), and encompasses memory flexibility and representational flexibility along with attentional control, working memory, inhibitory control, and set-shifting/task switching (e.g., Dajani and Uddin 2015); includes set-shifting/task switching, i.e., the ability to flexibly switch between different task dimensions | Dimensional Change Card Sort |
Transfer Type | Age | Delay | Verbal Cues | Method | Language | Details | Result | Source |
---|---|---|---|---|---|---|---|---|
Simple transfer | 6 months | 30 min | None | Deferred imitation | Monolinguals and bilinguals | Changes within the cue (puppet) | 6-month-old monolinguals generalize across a single perceptual change in the cue (color) | Brito and Barr (2014) |
6-month-olds bilinguals generalize across two perceptual changes in the cue (color and shape) | ||||||||
24 h | None | Deferred imitation | No information | Changes within the cue (puppet) and the context (location) | 6-month-olds fail to generalize across a change in context | Hayne et al. (2000) | ||
6- month-olds fail to generalize across two perceptual changes in the cue | ||||||||
Changes within the cue (puppet), changes within the context (mat ands location) | 6-month-olds generalize across a single perceptual change in the context | Learmonth et al. (2004) | ||||||
6-month-olds do not generalize to a different-looking cue even if given a chance of immediate imitation | ||||||||
9 months | 24 h | None | Deferred imitation | No information | Changes within the cue (puppet), changes within the context (mat and slocation) | 9-month-olds generalize across two perceptual changes in the context | Learmonth et al. (2004) | |
9-month-olds generalize to a different-looking cue, when given a chance of immediate imitation | ||||||||
Changes within the cue (button-operated toy), changes within the context (location) | Only crawling 9-month-olds generalize across a simultaneous change in the cue and the context | Herbert et al. (2007) | ||||||
10 months | No delay | None | Preferential looking | No information | Generalization of functional knowledge | 10-month-olds do not generalize across objects that differ in form but share the same function | Madole et al. (1993) | |
60–80 s | Present | Physical problem solving | No information | Combining two source actions to solve a target problem | 10-month-olds do not transfer modeled actions unless they receive multiple source problems, or the source and the target are highly perceptually similar | Chen et al. (1997) | ||
11–12 months | No delay | None | Preferential looking | No information | Generalization of functional knowledge | 11–12-month-olds transfer functional knowledge across perceptually dissimilar objects after a demonstration of how one of them works | Träuble and Pauen (2007) | |
12 months | 10 min | Present | Deferred imitation | No information | Changes within the cue (puppet) | 12-month-olds fail to spontaneously generalize across two perceptual changes to the cue (color and shape) | Taylor et al. (2016) | |
12-month-olds generalize across two perceptual changes to the cue (color and shape) if they receive a verbal label, either in a familiar or an unfamiliar language, at encoding and retrieval | ||||||||
12-month-olds who receive verbal cues at encoding and retrieval show better generalization than 12-month-olds that do not | Herbert (2011) | |||||||
24 h | None | Deferred imitation | No information | Changes within the cue (puppet) | 12-month-olds fail to generalize across perceptual changes change in color, shape, color and shape | Hayne et al. (1997) | ||
Changes within the cue (puppet) and the context (location) | 12-month-olds generalize across a change in context | Hayne et al. (2000) | ||||||
12-month-olds fail to generalize across two perceptual changes in the cue | ||||||||
13 months | 60–80 s | None | Physical problem solving | No information | Combining two source actions to solve a target problem | 13-month-olds transfer modeled actions after fewer and more perceptually dissimilar source problems than 10-month-olds | Chen et al. (1997) | |
14 months | No delay | None | Preferential looking | No information | Generalization of functional knowledge | 14-month-olds do not generalize across objects that differ in form but share the same function | Madole et al. (1993) | |
14-month-olds generalize across objects that differ in form but share the same function | Madole and Cohen (1995) | |||||||
Present | Preferential looking | No information | Generalization of functional knowledge | 14-month-olds can benefit from verbal cues and transfer functional knowledge across objecsts | Booth and Waxman (2002) | |||
5 min, 2 days | None | Deferred imitation | No information | Changes within the context (location) | 14-month-olds generalize sequences of actions modelled by a peer across changes in the context (location) | Hanna and Meltzoff (1993) | ||
15 months | 10 min | Present | Deferred imitation | No information | Changes within the cue (puppet) | 15-month-olds who receive verbal cues at encoding and retrieval show better generalization than 15-month-olds that do not | Herbert (2011) | |
16 months | 1 week | None | Deferred imitation | No information | Changes within the cue (to functionally equivalent props) | 16-month-olds generalize sequences of actions across functionally equivalent props | Bauer and Dow (1994) | |
18 months | No delay | None | Preferential looking | No information | Generalization of functional knowledge | 18-generalize across objects that differ in form but share the same function | Madole et al. (1993) | |
Physical problem solving | No information | Transfer of tool use | 18-month-olds fail to generalize functional tool-use knowledge | Pauen and Bechtel-Kuehne (2016) | ||||
Present | Preferential looking | No information | Generalization of functional knowledge | 18-month-olds can benefit from verbal cues and transfer functional knowledge across objects | Booth and Waxman (2002) | |||
10 min | Present | Deferred imitation | No information | Changes within the context (from televised vs. book narrative to physical imitation) | 18-month-olds transfer imitation from both meaningful and meaningless televised and book narratives to the same physical props, although better from televised narratives than book narratives, and worse than 24-month-olds | Simcock et al. (2011) | ||
The narrative, even without visual aids, suffices to facilitate such transfer | ||||||||
30 min | None | Deferred imitation | Monolinguals and bilinguals | Changes within the cue (puppet) | Bilingual 18-month-olds are more likely to generalize across two perceptual changes to the cue (color and shape) than monolingual peers | Brito and Barr (2012) | ||
24 h | None | Deferred imitation | No information | Changes within the cue (puppet) | 18-month-olds generalize across two perceptual changes (color and shape) but not if these changes are more significant | Hayne et al. (1997) | ||
Changes within the cue (puppet) and the context (location) | 18-month-olds generalize across a change in context | Hayne et al. (2000) | ||||||
18-month-olds generalize well across two perceptual changes in the cue | ||||||||
Present | Deferred imitation | Monolinguals and bilinguals | Changes within the cue (to functionally equivalent props) | 18-month-old bilinguals but not monolinguals generalize across different-looking but functionally equivalent props, both spontaneously and with a verbal cue at encoding and retrieval | Barr et al. (2020) | |||
No information | Changes within the cue (to functionally equivalent props) | 18-month-olds do not spontaneously generalize a sequence of actions to functionally equivalent, but different-looking props | Herbert and Hayne (2000) | |||||
18-month-olds do not generalize a sequence of actions to functionally equivalent, but different-looking props, even if they receive the same verbal label at encoding and retrieval | ||||||||
2 weeks | Present | Deferred Imitation | No information | Changes within the cue (to functionally equivalent props) | 18-month-olds generalize a sequence of actions to functionally equivalent, but different-looking props, but narrative at encoding and retrieval did not support performance | Kingo and Krøjgaard (2013) | ||
20 months | No delay | None | Physical problem solving | No information | Transfer of tool use | 20-month-olds fail to generalize functional tool-use knowledge | Pauen and Bechtel-Kuehne (2016) | |
1 week | None | Deferred imitation | No information | Changes within the cue (to functionally equivalent props) | 20-month-olds generalize sequences of actions across functionally equivalent props | Bauer and Dow (1994) | ||
21 months | 24 h | None | Deferred imitation | No information | Changes within the cue (puppet) | 21-month-olds generalize across two, even significant, perceptual changes (color and shape) | Hayne et al. (1997) | |
22 months | No delay | None | Physical problem solving | No information | Transfer of tool use | 22-month-olds can prioritize functionally relevant over conflicting irrelevant perceptual information but have difficulties in improving performance after feedback | Pauen and Bechtel-Kuehne (2016) | |
24 months | No delay | None | Physical problem solving | No information | Transfer of tool use | 24-month-olds can prioritize functionally relevant over conflicting irrelevant perceptual information after feedback | Bechtel et al. (2013) | |
24-month-olds can prioritize functionally relevant over conflicting irrelevant perceptual information and improve performance after feedback | Pauen and Bechtel-Kuehne (2016) | |||||||
Present | Physical problem solving | No information | Combining and transferring two separately learn relationships) | 24-month-olds fail to transfer spontaneously across problems | Crisafi and Brown (1986) | |||
10 min | None | Deferred imitation task | No information | Changes within the context, (from televised vs. book narrative to physical imitation) | 24-month-olds transfer imitation from both meaningful and meaningless televised and book narratives to the same physical props, although better from televised narratives than book narratives, and better than 18-month-olds | Simcock et al. (2011) | ||
The narrative, even without visual aids, suffices to facilitate such transfer | ||||||||
24 h | Present | Deferred imitation task | No information | Changes within the cue (to functionally equivalent props) | 24-month-olds start to spontaneously generalize a sequence of actions to functionally equivalent, but different-looking props | Herbert and Hayne (2000) | ||
24-month-olds generalize a sequence of actions to functionally equivalent, but different-looking props if they receive the same verbal label at encoding and retrieval | ||||||||
24–30 months | 5 min 24 h | None | Physical problem solving | No information | Transfer of tool use | 24- to 30 months do not transfer tool use from a source to a target | Bobrowicz et al. (2020a) | |
30 months (2.5 years) | 5 min 24 h | None | Physical problem solving | No information | Transfer of tool use | 2.5-year-olds are equally likely to transfer tool use across 5 min and 24 h | Bobrowicz et al. (2020a, 2022) | |
No delay 24 h 1 week | Present | Object search | No information | Transfer across models and physical spaces | 2.5-year-olds transfer relationships between objects in the presence of perceptual dissimilarities, even after 1 week | DeLoache et al. (2004) | ||
24 h | Present | Deferred imitation | No information | Changes within the cue (to functionally equivalent props) | 30-month-olds spontaneously generalize a sequence of actions to functionally equivalent, but different-looking props | Herbert and Hayne (2000) | ||
2.5–3.5 years | None | Present | Object search | No information | Transfer across models and physical spaces | Between 2.5 and 3.5, children require a lower and lower degree of similarity across objects and scene size to transfer object relationships across perceptually dissimilar scenes | DeLoache et al. (1991) | |
3 years | None | Present | Object search | No information | Transfer across models and physical spaces | 3-year-olds can transfer relationships between objects of low perceptual similarity if given minimal instructions | DeLoache et al. (1999) | |
Physical problem solving | No information | Combining and transferring two separately learn relationships) | 3-year-olds can transfer a solution across physically similar problems | Crisafi and Brown (1986) | ||||
3-year-olds can combine and transfer separately learned relationships | Halliday (1977) | |||||||
Conceptual problem solving | No information | Transfer across stories on novel use of familiar tools and biological concepts | 3-year-olds transfer knowledge across age-appropriate stories | Brown et al. (1989) | ||||
3-year-olds can transfer knowledge between source and target but require more experience with transfers than 4-year-olds | Brown and Kane (1988) | |||||||
3-year-olds are more likely to generalize across problems when prompted to discuss similarity than otherwise | ||||||||
3-year-olds spontaneously mention similarities across problems when teaching a puppet, and thereafter are more likely to generalize across these problems than if they are externally prompted to discuss similarity or told that such similarity across problems exists | ||||||||
A:B::C:D | No information | Transfer across pictures | 3-year-olds can transfer knowledge about relationships across causally clear problems | Goswami and Brown (1989) | ||||
4 years | None | Present | Physical problem solving, | No information | Combining and transferring two separately learn relationships | 4-year-olds can transfer across physically dissimilar problems | Crisafi and Brown (1986) | |
Conceptual problem solving | No information | Transfer across stories on novel use of familiar tools and biological concepts | 4-year-olds generalize across problems spontaneously, without being prompted | Brown and Kane (1988) | ||||
Object search | No information | Transfer across models and physical spaces | 4-year-olds can transfer relationships between objects of higher perceptual dissimilarity and with fewer instructions than 3-year-olds | DeLoache et al. (1999) | ||||
A:B::C:D | No information | Transfer across pictures | 4-year-olds can transfer knowledge about relationships across causally clear problems | Goswami and Brown (1989) | ||||
Transfer across pictures | 4-year-olds can detect and transfer relationships between objects based on shape sand proportion | Goswami (1989) | ||||||
4–5 years | No delay | Present | Structure mapping task | No information | Transfer across metaphors | 4–5-year-olds can equally well map relations between objects onto functionally equivalent objects as 7-year-olds | Gentner (1977) | |
7 months | Present | A:B::C:D | No information | Transfer across pictures | 4–5-year-olds can detect and transfer relationships between objects based on color, shapes and size | Alexander et al. (1989) | ||
4–6 years | No delay | Present | Physical problem solving | No information | Planning divergent strategies of solving a physical target problem based on a source story | 4-to-6-year-olds can generalize simple relationships from a source story to a target physical problem, even when these problems are highly perceptually dissimilar | Holyoak et al. (1984) | |
4- and 6-year-olds have difficulties in transferring incomplete relationships between a source and a target | ||||||||
5 years | No delay | None | A:B::C:D | No information | Transfer across pictures | 5-year-olds focus more on the C than on the relation between A and B compared to 13-year-olds | Thibaut and French (2016) | |
5–6 years | No delay | Present | Physical problem solving | No information | Combining and transferring two separately learn relationships | 5–6-year-olds can combine and transfer separately learned relationships | Hewson (1978) | |
Physical and conceptual transfers | No information | Solving physical targets after source stories with superficial, structural, procedural similarities | 5- and 6-year-olds transfer knowledge across problems that differ in terms of superficial, structural and procedural features | Chen (1996) | ||||
5–7-years | No delay | Present | Object search | No information | Transfer across models and physical spaces | 5–7-year-olds can transfer relationships between objects in the presence of high perceptual dissimilarity and without any instruction | DeLoache et al. (1999) | |
6 years | No delay | Present | A:B::C:D | No information | Transfer across pictures | 6-year-olds can transfer knowledge about relationships across causally clear problems | Goswami (1989) | |
6–7 years | No delay | Present | Physical and conceptual transfers | No information | Solving a physical target after source stories with the same or different solution principle | 6–7-year-olds spontaneously transfer analogous solutions as long as base and target problems share some surface similarities; negative transfer occurs when the solution principle differs between base and target problems | Chen and Daehler (1989) | |
8 years | No delay | None | A:B::C:D | No information | Transfer across pictures | 8-year-olds focus more on the on the C than on the relation between A and B compared to 13-year-olds | Thibaut and French (2016) | |
8 years | No information | Present | A:B::C:D | Inconclusive, toward bilingual (children learnt both English and Hebrew) | Transfer across pictures | 8-year-olds fail to detect a higher-order relationship between two separate but functionally equivalent relationships | Sternberg and Rifkin (1979) | |
10 years | No information | Present | A:B::C:D | Inconclusive, rather bilingual (children learnt both English and Hebrew) | Transfer across pictures | 10-year-olds detect a higher-order relationship between two separate but functionally equivalent relationships | Sternberg and Rifkin (1979) | |
12 years | No information | Present | A:B::C:D | Inconclusive, toward bilingual (children learnt both English and Hebrew) | 12-year-olds detect a higher-order relationship between two separate but functionally equivalent relationships | Sternberg and Rifkin (1979) | ||
Complex transfer | 3 years | No delay | Present | Scene analogy | No information | Relational complexity vs. featural distraction in picture sets | 3-year-olds transfer knowledge about one relationship in the absence of misleading information | Richland et al. (2006) |
3-year-olds have difficulties in transferring knowledge across two relationships, even in the absence of misleading information and in the presence of explicit verbalization of the relationships | ||||||||
4 years | No delay | Present | Scene analogy | No information | Relational complexity vs. featural distraction in picture sets | 4-year-olds transfer knowledge about one relationship in the absence of misleading information | Richland et al. (2006) | |
4-year-olds have difficulties in transferring knowledge across two relationships, even in the absence of misleading information and in the presence of explicit verbalization of the relationships | ||||||||
5–6 years | No delay | Present | A:B::C:D | No information | Goal irrelevance vs. salience in picture sets | 5- to 6-year-olds benefit from verbalizing a relation between two items when finding the same relational match for another item as long as the relation is goal-relevant; Performance is impaired if a goal-irrelevant yet salient relation between two items is verbalized before finding the same relational match for another item | Glady et al. (2017) | |
6 years | No delay | None | A:B::C:D | No information | Relational complexity vs. featural distraction in picture sets | 6-year-olds misunderstand the task | Thibaut et al. (2010) | |
6–14 years | No delay | Present | Scene analogy | No information | Relational complexity vs. featural distraction in picture sets | With age, 6-to-14-year-olds were less and less affected by relational complexity and misleading information | Richland et al. (2006) | |
8 years | No delay | None | A:B::C:D | No information | Relational complexity vs. featural distraction in picture sets | 8-year-olds generalize functional relationships but are not immune to perceptual distraction | Thibaut et al. (2010) | |
14 years | No delay | None | A:B::C:D | No information | Relational complexity vs. featural distraction in picture sets | 14-year-olds generalize functional relationships and immune to perceptual distraction | Thibaut et al. (2010) |
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Bobrowicz, K.; Thibaut, J.-P. The Development of Flexible Problem Solving: An Integrative Approach. J. Intell. 2023, 11, 119. https://doi.org/10.3390/jintelligence11060119
Bobrowicz K, Thibaut J-P. The Development of Flexible Problem Solving: An Integrative Approach. Journal of Intelligence. 2023; 11(6):119. https://doi.org/10.3390/jintelligence11060119
Chicago/Turabian StyleBobrowicz, Katarzyna, and Jean-Pierre Thibaut. 2023. "The Development of Flexible Problem Solving: An Integrative Approach" Journal of Intelligence 11, no. 6: 119. https://doi.org/10.3390/jintelligence11060119
APA StyleBobrowicz, K., & Thibaut, J. -P. (2023). The Development of Flexible Problem Solving: An Integrative Approach. Journal of Intelligence, 11(6), 119. https://doi.org/10.3390/jintelligence11060119