Creativity training programs in primary education: A systematic review and meta-analysis
Open accessAbstract
The aim of the systematic review was to examine the effectiveness of creativity training programs, interventions, or practices on creativity or divergent thinking in typical developing primary education pupils. A systematic review protocol was designed and implemented, and a systematic literature search was conducted across diverse electronic platforms and databases, as well as other resources. The final sample of high methodological quality studies reviewed was 6. A narrative content analysis approach was adopted, and a random effects analysis with restricted maximum likelihood was used to conduct the meta-analysis. The meta-analytic estimate of the overall effect size of the combined studies shows moderate effect across all studies. The results suggest that some programs, interventions, or practices exist that can effectively help teachers, practitioners, and policy makers to promote creativity or divergent thinking in school-aged children.
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Written from the paper’s full text.
TL;DR
This systematic review and meta-analysis examined creativity training programs, interventions, or practices (CTPIP) in typically developing primary school pupils aged 6–12. Across 6 high-methodological-quality studies, CTPIP showed a moderate positive overall effect on creativity or divergent thinking.
Key findings
- The meta-analytic estimate of the overall effect size was 0.48 (95% CI = 0.34, 0.62), described as moderate; heterogeneity was high (Q = 750.70, p < .001; I² = 98.38%), and the combined effect was significant (Z = 6.88, p < .001).
- The 6 included studies covered 615 participants (M = 102.5; range 60–224), were from Spain and Italy, published between 2002 and 2020, and used quasi-experimental designs with comparison groups; the TTCT was the most frequently used standardized creativity measure.
- CTPIP varied in duration from 5 sessions of 1 hour each to 9 months with 2 sessions per week of 2 hours each, were implemented mainly during school time, and were led by the class teacher under researcher supervision.
- Flexibility and originality appeared most influenced by CTPIP, while fluency and elaboration were described as most resistant to change; control groups in most studies decreased in creativity scores, and no study provided evidence on whether gains or losses were maintained over time.
Methods
- Systematic review with a pre-specified protocol following Campbell Collaboration policies; searches covered multiple electronic platforms/databases plus complementary sources, hand searching, snowballing, and expert contact, conducted in March 2021.
- Inclusion criteria required CTPIP evaluation, creativity/divergent thinking outcomes measured by standardized tests, RCT or quasi-experimental design with comparison group, at least 30 students per treatment and control group, typically developing pupils aged 6–12, publication from 2000 onward, and English or Spanish language.
- The final sample was 6 studies; data were extracted and coded independently by two reviewers, narrative content analysis was used, standardized mean difference effect sizes were calculated, and meta-analysis used random effects with restricted maximum likelihood in JASP v0.11.1.
Limitations
- Stated: the review covered only literature from 2000 to March 2021; gray literature inclusion was limited, possibly increasing publication bias risk; researcher bias in study selection may have influenced the final sample despite dual-reviewer procedures; and the number of included studies was not high, though the evidence was considered “moderate” by Slavin’s criterion.
- Evident from the text: only 6 studies were included, all were quasi-experimental with comparison groups rather than RCTs, and the included studies came only from Spain and Italy, limiting generalizability.
- Evident from the text: most studies did not report teacher professional development models or teachers’ beliefs about the modifiability of creativity, preventing moderator analysis; no included study reported medium- or long-term maintenance of effects.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
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Cites
Statistics
Claims the paper makes
2 of 30 cited sources checked · 0 supported · 0 flagged · accuracy not yet measured
- Findingown data
The scoping search identified only three systematic reviews in students or general population focusing on the impact of CTPIP.
“Our scoping search has identified only three systematic reviews in students or general population focusing on the impact of CTPIP (i.e., Davies et al., 2013;Scott et al., 2004;Valgeirsdottir & Onarheim, 2017).”
Quote in the paperSubstantial claim0 of 3 sources checked - Findingown data
Most experimental groups of the studies on CTPIP included in this review have significantly improved their scores on creativity or divergent thinking in the post-test phase compared to the control groups.
“most of the experimental groups of the studies on CTPIP included in this review have significantly improved their scores on creativity or divergent thinking in the post-test phase compared to the results obtained by the control groups.”
Quote in the paperSubstantial claim - Findingcitation
The overall effect size across all studies is moderate.
“the value of the overall ES shows moderate effect (Cohen, 1988) across all studies”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Cohen, 1988
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Rests on an assumption: The standardized tests used in the included studies (e.g., TTCT) validly measure creativity or divergent thinking.
- Findingcitation
Most CTPIP use standardized tests to quantify their results, such as TTCT.
“the use of standardized tests to quantify their results, such as TTCT (Torrance, 1990).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Torrance, 1990
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Findingown data
All studies but one do not report information on the model of teacher professional development used or teachers' beliefs about the modifiability of creativity.
“Regarding to the model of teacher professional development used (e.g., whether teachers had one-off training days, or if a support network was established, or whether the professional development was enhanced through a teacher learning community) or teachers' beliefs about the modifiability of creativity, unfortunately, all the studies but one, do not report information on this issue.”
Quote in the paperSubstantial claim
- Findingown data
All studies adopted quasi-experimental designs with comparison group.
“In relation to the research design, all studies adopted quasi-experimental designs with comparison group.”
Quote in the paperNot a substantial claim - Findingnone given
Spain and Italy have been the countries that have made the greatest commitment over the last two decades to the implementation and, especially, the systematic and rigorous evaluation of CTPIP in primary education.
“Spain and Italy have been the countries that have made the greatest commitment over the last two decades to the implementation and, especially, the systematic and rigorous evaluation of CTPIP in primary education.”
Quote in the paperNot a substantial claim - Findingown data
Improvement was significantly greater in the experimental group as compared with the control group.
“Results showed that improvement was significantly greater in the experimental group as compared with the control group, suggesting that the intervention had an impact on creative thinking.”
Quote in the paperSubstantial claim - Findingcitation
The number of studies included in this review is small compared to other reviews on CTPIP.
“Obviously, the number of studies included in this review can be considered small, especially when compared to the number of studies included in other reviews on CTPIP (e.g., Scott et al., 2004;Valgeirsdottir & Onarheim, 2017).”
Quote in the paperNot a substantial claim0 of 2 sources checked - Findingown data
Z-statistic (6.88, p < .001) indicates a combined evidence denoting a non-null (significant) effect.
“Z-statistic (6.88, p < .001)indicates a combined evidence denoting a non-null (significant) effect.”
Quote in the paperSubstantial claim - Findingnone given
Most CTPIP share the notion of creativity or divergent thinking as the ability to generate multiple alternative solutions as opposed to the one correct solution.
“most of CTPIP share a common basis: (a) the notion of creativity or divergent thinking (i.e., the ability to generate multiple alternative solutions as opposed to the one correct solution);”
Quote in the paperNot a substantial claim - Findingown data
The results of the studies show an improvement in the creativity or divergent thinking of the children in the experimental groups after the application of the CTPIP compared to the results obtained by the control groups.
“Moreover, the results of the studies show an improvement in the creativity or divergent thinking of the children in the experimental groups after the application of the CTPIP compared to the results obtained by the control groups.”
Quote in the paperSubstantial claim - Findingnone given
None of the studies provide evidence on whether the gains in the experimental groups or losses in the control groups are maintained over time.
“none of the studies provide evidence on whether the gains in the experimental groups or losses in the control groups are maintained over time.”
Quote in the paperSubstantial claim - Findingown data
Contrary to expectations, the control groups in most of the studies selected in this review experienced a decrease in their scores on creativity or divergent thinking at the end of the implementation of the CTPIP.
“contrary to expectations, the control groups in most of the studies selected in this review experienced a decrease in their scores on creativity or divergent thinking at the end of the implementation of the CTPIP.”
Quote in the paperSubstantial claim - Premisecitation
Evidence on the effectiveness of CTPIP remains elusive.
“In addition, evidence on the effectiveness of CTPIP remains elusive (Valgeirsdottir & Onarheim, 2017).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Valgeirsdottir & Onarheim, 2017 source
- Interpretationreasoning
The reliability level of the evidence provided by these systematic reviews on the effectiveness of CTPIP is low, because the number of studies based on robust evaluation research designs that they include is clearly insufficient.
“However, the reliability level of the evidence provided by these systematic reviews on the effectiveness of CTPIP is low, because the number of studies based on robust evaluation research designs (e.g., Randomized Control Trial -RCT) that includes is clearly insufficient.”
Quote in the paperSubstantial claim - Interpretationown data
Some programs, interventions, or practices exist that can effectively help teachers, practitioners, and policy makers to promote creativity or divergent thinking in school-aged children.
“The results suggest that some programs, interventions, or practices exist that can effectively help teachers, practitioners, and policy makers to promote creativity or divergent thinking in school-aged children.”
- Also stated in: § 4.2. Conclusion · hedged
“These results suggested that some programs, interventions, or practices exist that can effectively help teachers, practitioners, and policy makers to promote creativity or divergent thinking in school-aged children.”
Quote in the paperSubstantial claim- Rests on an assumption: The six included studies are of high methodological quality.
- Rests on an assumption: The standardized tests used in the included studies (e.g., TTCT) validly measure creativity or divergent thinking.
- Rests on an assumption: The studies included in the review are representative of CTPIP in primary education generally.
- Also stated in: § 4.2. Conclusion · hedged
- Interpretationcitation
Creativity or divergent thinking can be enhanced through various methodologies, not only through the performance of artistic activities as it is commonly trained.
“Creativity or divergent thinking can be enhanced through various methodologies, not only through the performance of artistic activities as it is commonly trained (Sátiro, 2012).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Sátiro, 2012
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationown data
The intervention had an impact on creative thinking.
“suggesting that the intervention had an impact on creative thinking.”
Quote in the paperSubstantial claim - Premisecitation
RCT or QED with comparison group provide the strongest evidence that programs rather than some other factor caused the improvement in creativity or divergent thinking.
“this review only included studies adopting RCT or Quasi-Experimental Design (QED) with comparison group (i.e., random assignment and/or matching with appropriate adjustment for any pretest differences) (Campbell & Stanley, 1963), because these provide the strongest evidence that programs rather than some other factor caused the improvement in creativity or divergent thinking (Slavin, 2008;Valgeirs”
Quote in the paperSubstantial claim0 of 3 sources checked - Interpretationreasoning
Typical developing primary education pupils' creativity or divergent thinking can be exponentially enhanced through training.
“it is observed how typical developing primary education pupils' creativity or divergent thinking can be exponentially enhanced through training”
Quote in the paperSubstantial claim - Interpretationreasoning
CTPIP influence the development of typical developing primary education pupils' creative potential.
“it is demonstrated that CTPIP influence the development of their creative potential, as already exposed by authors such as Scott et al. (2004), andValgeirsdottir &Onarheim (2017).”
Quote in the paperSubstantial claim0 of 2 sources checked - Interpretationcitation
The moderate overall effect size can be considered of important practical relevance.
“which can be considered of an important practical relevance (Hattie, 2009).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hattie, 2009
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationcitation
There is still no agreement on what methodology should be used mainly in CTPIP to further enhance typical developing primary education pupils' creativity or divergent thinking.
“These results align with those obtained by Scott et al. (2004), and clearly unveil that there is still no agreement on what methodology should be used mainly in CTPIP to further enhance the typical developing primary education pupils' creativity or divergent thinking.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Scott et al. (2004) source
- Study design and conductcitation
The review included only studies based on robust evaluation research designs.
“we have only included studies based on robust evaluation research designs (Slavin, 2008;Valgeirsdottir & Onarheim, 2017)”
Quote in the paperSubstantial claim0 of 2 sources checked - Interpretationreasoning
The small number of included studies is determined by the high number of studies on CTPIP excluded during selection, mainly because they adopted qualitative, pre-experimental or quasi-experimental designs with limitations in sample size or intergroup comparability.
“However, these results are determined by the high number of studies on CTPIP that have been excluded throughout the selection process of this systematic review, mainly because they adopted qualitative, pre-experimental or quasi-experimental designs, with quite some limitations in sample size or intergroup comparability.”
Quote in the paperSubstantial claim - Interpretationreasoning
This underreporting prevents determining the influence of these potential moderators when implementing a meta-analysis on the effectiveness of CTPIP.
“This underreporting data problem is particularly troublesome as it prevents determining the influence of these potential moderators when implementing a meta-analysis on the effectiveness of CTPIP.”
Quote in the paperSubstantial claim - Study design and conductcitation
The review implemented a pre-specified protocol based on international high-quality standards for systematic reviews.
“we have implemented a pre-specify protocol based on international high-quality standards for systematic reviews (The Campbell Collaboration, 2019)”
- Also stated in: § 2.1. Inclusion and exclusion criteria · plain
“The review team developed a systematic review protocol following Campbell Systematic Reviews Policies and Guidelines (The Campbell Collaboration, 2019).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites The Campbell Collaboration, 2019
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Also stated in: § 2.1. Inclusion and exclusion criteria · plain
- Interpretationreasoning
The current findings provide support for the effectiveness of CTPIP on creativity or divergent thinking in typical developing primary education pupils.
“Therefore, taken together, the current findings provide support for the effectiveness of CTPIP on creativity or divergent thinking in typical developing primary education pupils.”
Quote in the paperSubstantial claim- Rests on an assumption: The standardized tests used in the included studies (e.g., TTCT) validly measure creativity or divergent thinking.
- Rests on an assumption: The studies included in the review are representative of CTPIP in primary education generally.
- Premisecitation
Elaboration is less related to the creative process and more to conceptual organization and semantic relations.
“Elaboration seems to be less related to the creative process and more to conceptual organization and semantic relations (Prieto et al., 2002).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Prieto et al., 2002
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Classified as probably not a substantial claim. 21
- May combine two claims. 25
- The quote only partly states this claim. 2
Probably not a substantial claim: may not pass S2 (checkable).
PremisecitationTeachers and practitioners need access to high-quality evidence-based programs and/or practices to improve creativity or divergent thinking.
“In this sense, in order to improve creativity or divergent thinking, teachers and practitioners need, among other factors, to have access to high-quality evidence-based programs and/or practices, but those types of interventions can only be identified by systematic reviews, which are widely believed to provide the best evidence to inform decision-making (Stewart et al., 2012).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Stewart et al., 2012 source
The section “Avoiding bias in the conduct and reporting of systematic reviews” says systematic reviews are widely promoted as providing the best evidence for decision-making. It does not address teachers, creativity or divergent thinking, or say that evidence-based interventions can only be identified through systematic reviews. (LLM, conf=0.85)
Experimental — accuracy not yet measured
Classified as probably not a substantial claim. May combine two claims.
PremisecitationInterventions to improve creativity or divergent thinking can only be identified by systematic reviews, which are widely believed to provide the best evidence to inform decision-making.
“In this sense, in order to improve creativity or divergent thinking, teachers and practitioners need, among other factors, to have access to high-quality evidence-based programs and/or practices, but those types of interventions can only be identified by systematic reviews, which are widely believed to provide the best evidence to inform decision-making (Stewart et al., 2012).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Stewart et al., 2012 source
The Introduction section ‘Avoiding bias in the conduct and reporting of systematic reviews’ says systematic reviews are widely promoted as providing the best evidence to inform decision-making. It does not discuss creativity or divergent-thinking interventions, or say that such interventions can only be identified by systematic reviews. No page number is supplied in our copy. (LLM, conf=0.88)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing). The quote only partly states this claim.
Findingown dataThe final sample of studies reviewed was 6.
“The final sample of high methodological quality studies reviewed was 6.”
Quote in the paperNot a substantial claim- Rests on an assumption: The six included studies are of high methodological quality.
May combine two claims. The quote only partly states this claim.
Findingown dataThe meta-analytic estimate of the overall effect size of the combined studies was 0.48 (95% CI 0.34, 0.62), a moderate effect.
“The meta-analytic estimate of the overall effect size of the combined studies shows moderate effect across all studies.”
- Also stated in: § 3. Results · plain
“The meta-analytic estimate of the overall ES of the combined studies was 0.48 (95% Confidence Interval [CI] = 0.34, 0.62).”
Quote in the paperSubstantial claim- Rests on an assumption: The effect sizes from the different creativity or divergent thinking measures used in the included studies are comparable and can be pooled in a single meta-analysis.
- Rests on an assumption: The included CTPIP are sufficiently similar to be combined into a single overall effect estimate.
- Rests on an assumption: The included studies provide unbiased estimates of the CTPIP effect, with no publication bias or other small-study effects.
- Also stated in: § 3. Results · plain
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
FindingcitationThe dominant statistical analyses were bivariate (e.g., t-test, U test), and the standardized test most frequently used to measure creativity or divergent thinking was TTCT.
“The dominant statistical analyses were bivariate (e.g., t-test, U test), and the standardized test most frequently used to measure creativity or divergent thinking was TTCT (Torrance, 1990).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Torrance, 1990
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Findingown dataSpecifically, 90% of the children in the experimental group improved scores after the intervention, in contrast with only 43% of the children in the control group.
“Specifically, 90% of the children in the experimental group improved scores after the intervention, in contrast with only 43% of the children in the control group.”
Quote in the paperNot a substantial claimMay combine two claims.
FindingcitationMost CTPIP include a wide variety of activities based on a previous cognitive process, which are relatively challenging from a contextual perspective and include practical exercises to apply the strategies acquired.
“a wide variety of activities based on a previous cognitive process, which are relatively challenging from a contextual perspective and include a series of practical exercises to apply the strategies acquired (Scott et al., 2004);”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Scott et al., 2004 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataThe total of studies selected belong to 2 countries (Spain and Italy), and they were parts of journal publications.
“The total of studies selected belong to 2 countries (i.e., Spain and Italy), and they were parts of journal publications.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe duration of the CTPIP analyzed was variable, ranging between 5 sessions of 1 h each and 9 months, 2 sessions per week of 2 h each.
“The duration of the CTPIP analyzed was variable, ranging between the 5 sessions of 1 h each and 9 months, 2 sessions per week of 2 h each.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn terms of total sample, 615 participants were examined in these studies (M = 102.5 participants), with a range between 60 and 224 participants.
“In terms of total sample, 615 participants were examined in these studies (M = 102.5 participants), with a range between 60 and 224 participants.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataThe studies were published between 2002 and 2020, and the publication languages were English (n = 4) and Spanish (n = 2).
“The studies were published between 2002 and 2020, and the publication languages were English (n = 4) and Spanish (n = 2).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based). May combine two claims.
FindingreasoningCTPIP carried out in extracurricular contexts included in this review agree that in the school context, intervention proposals should also be designed and worked by the group's class teachers in the classroom to significantly increase motivation and the strengthening of creative thinking skills focused on the characteristics of creativity or divergent thinking.
“CTPIP carried out in extracurricular contexts included in this review agree that in the school context, intervention proposals should also be designed and worked by the group's class teachers on in the classroom to significantly increase motivation and the strengthening of creative thinking skills focused on the characteristics of creativity or divergent thinking.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe results make apparent positive effects of the intervention in improving creativity, which vary according to the aspect of creativity evaluated.
“The results make apparent the positive effects of the intervention in improving creativity, which vary according to the aspect of creativity evaluated.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingnone givenCTPIP were implemented mainly in school time, and the sessions were led by the group's class teacher under the supervision of the researchers.
“CTPIP were implemented mainly in school time, and the sessions were led by the group's class teacher under the supervision of the researchers.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAs for the total score on the creativity test, a shift towards a higher score is observed in the experimental group, while the control group experiences a minimal change with a slight decrease in the total score on the test.
“As for the total score on the creativity test, a shift towards a higher score is observed in the experimental group, while the control group experiences a minimal change with a slight decrease in the total score on the test.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenSampling techniques were mainly non-probabilistic.
“Sampling techniques were mainly non-probabilistic.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataQ-statistic (750.70; p < .001) shows that the effect sizes are heterogeneous, while I2 = 98.38% also means that the data are heterogeneous, confirming that the effectiveness of CTPIP differed across studies.
“Qstatistic (750.70;p < .001)shows that the ES are heterogeneous, while I 2 = 98.38% also means that the data are heterogeneous, confirming therefore that the effectiveness of CTPIP differed across studies.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataMost CTPIP have been implemented by teachers under the supervision of researchers during school time, with variable duration, including a wide variety of procedures, practices, strategies, techniques, resources and/or activities.
“the results show that most of CTPIP have been implemented by teachers under the supervision of the researchers during school time, with a variable duration, including a wide variety of procedures, practices, strategies, techniques, resources and/or activities (e.g., playful, dialogical, artistic, cooperative activities).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenEach CTPIP focused on different procedures, practices, strategies, techniques, resources, and activities to achieve the expected impact.
“Regarding the most relevant characteristics of the CTPIP identified, each of them focused on different procedures, practices, strategies, techniques, resources, activities, etc., to achieve the expected impact”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThis systematic review with meta-analysis of all CTPIP in school-aged children studies released between 2000 and 2021, using rigorous inclusion criteria designed to align with evidence-based practices movement, yielded a moderate positive effect and significant impacts for creative or divergent thinking skills.
“This integrated and comprehensive systematic review with meta-analysis of all CTPIP in school-aged children studies released between 2000 and 2021, using rigorous inclusion criteria designed to align with evidence-based practices movement, yielded a moderate positive effect and significant impacts for creative or divergent thinking skills.”
Quote in the paperSubstantial claim- Rests on an assumption: The standardized tests used in the included studies (e.g., TTCT) validly measure creativity or divergent thinking.
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone givenOur findings are generally consistent with previous reviews focusing on CTPIP.
“our findings are generally consistent with previous reviews focusing on CTPIP”
Quote in the paperNot a substantial claimMay combine two claims.
FindingcitationThe creative thinking skills most influenced by CTPIP are flexibility and originality, while fluency and elaboration are the most resistant to change.
“The creative thinking skills that seem to be most influenced by the CTPIP are flexibility and originality, while fluency and elaboration are the most resistant to change.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationValgeirsdottir & Onarheim (2017) propose a methodological research standard consisting of three criteria: measure creativity of participants both pre- and post-training, use an attention-placebo control group, and ensure a sufficient sample size.
“Indeed, Valgeirsdottir & Onarheim (2017) propose a methodological research standard consisting of three criteria (i.e., measure creativity of participants both pre-and post-training, use an attention-placebo control group, and ensure a sufficient sample size), to which researchers can look when designing and planning future research of the effectiveness of CTPIP.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Valgeirsdottir & Onarheim, 2017 source
May combine two claims.
PremisecitationCreativity can be developed through training and facilitated through creative environment and interventions.
“There is evidence to suggest that creativity can be developed through training and facilitated through creative environment and interventions (Gutman & Schoon, 2013).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Gutman & Schoon, 2013
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
PremisecitationThe school offers an environment rich in interactive experiences and expressive possibilities, which can be optimal for the promotion of creativity or divergent thinking.
“The school offers an environment rich in interactive experiences and expressive possibilities, which can be optimal for the promotion of creativity or divergent thinking (Segundo et al., 2020;Beghetto & Kaufman, 2014).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Segundo et al., 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Beghetto & Kaufman, 2014 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataThe reliability of the coding was 92%, and it was never below 90% for any single item.
“The reliability of the coding was 92% (it was never below 90% for any single item).”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductreasoningThe search for relevant literature was based on a wide variety of sources to ensure inclusion of all relevant studies, published and unpublished.
“To this end, the search for relevant literature was based on a wide variety of sources to ensure the inclusion of all those studies, published and unpublished, related to the topic of the review.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataAt the second and third screening levels, all remaining studies were examined in pairs, a screening guide was used, and discrepancies were resolved by further review and discussion by the review team.
“However, all the studies remained were examined in pairs at the second and third screening level, and a screening guide was used in these screening levels.Based on the review's inclusion and exclusion criteria, discrepancies were resolved by further review of the respective titles, abstracts and full text, and discussion by the review team.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone givenData and information from the selected sample of studies were extracted and coded independently by two reviewers, who resolved their differences, and it was verified by another research team member.
“Data and information from selected sample of studies were extracted and coded independently by two reviewers, who resolved their differences, and it was verified by the other research team member.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
InterpretationcitationThe decrease in control groups' scores may be due to factors such as impoverishment of creativity or divergent thinking in the absence of stimulation, negative impact of the promotion of other more academic skills throughout the school year, or teachers' negative perceptions of students' behaviors associated with creativity or divergent thinking.
“These results may be due to multiple factors, such as the impoverishment of creativity or divergent thinking in the absence of stimulation, the negative impact of the promotion of other more academic skills throughout the school year, or even teachers' negative perceptions of students' behaviors associated with creativity or divergent thinking, as already evidenced by Gajda et al. (2017).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gajda et al. (2017) source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone givenThe period covered by the review extends from 2000 onwards until March 2021, so literature published before and after those dates has not been included.
“the period covered extends from 2000 onwards until March 2021, so literature published before and after that dates has not been included in the review”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductreasoningThe amount of gray literature included is limited, despite the use of different search engines, which may have increased the threat of publication bias.
“the amount of gray literature included is limited, despite the use of the different search engines that collect this type of literature, which may have increased the threat of publication bias”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductreasoningResearcher bias in selecting studies may have influenced the final sample, although its effects were attempted to be attenuated by the parallel development of the selection process by two reviewers, resolving any dissonance with the participation of the other research team member.
“researcher bias in selecting studies may have influenced the final sample, although its effects were attempted to be attenuated by the parallel development of the selection process by two reviewers, resolving any dissonance with the participation of the other research team member”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationFlexibility and originality are the skills most characteristic of creativity or divergent thinking.
“These results support the findings of Prieto et al. (2002), who state that flexibility and originality are the skills most characteristic of creativity or divergent thinking.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Prieto et al. (2002)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
The paper relies on this without support.
The six included studies are of high methodological quality.
“The final sample of high methodological quality studies reviewed was 6.”
The paper relies on this without support.
The effect sizes from the different creativity or divergent thinking measures used in the included studies are comparable and can be pooled in a single meta-analysis.
“The meta-analytic estimate of the overall ES of the combined studies was 0.48 (95% Confidence Interval [CI] = 0.34, 0.62).”
The paper relies on this without support.
The included CTPIP are sufficiently similar to be combined into a single overall effect estimate.
“The meta-analytic estimate of the overall ES of the combined studies was 0.48 (95% Confidence Interval [CI] = 0.34, 0.62).”
The paper relies on this without support.
The included studies provide unbiased estimates of the CTPIP effect, with no publication bias or other small-study effects.
“To this end, the search for relevant literature was based on a wide variety of sources to ensure the inclusion of all those studies, published and unpublished, related to the topic of the review.”
The paper relies on this without support.
The standardized tests used in the included studies (e.g., TTCT) validly measure creativity or divergent thinking.
“the use of standardized tests to quantify their results, such as TTCT (Torrance, 1990).”
The paper relies on this without support.
The studies included in the review are representative of CTPIP in primary education generally.
“the current findings provide support for the effectiveness of CTPIP on creativity or divergent thinking in typical developing primary education pupils.”
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Linking Disparate Strands: A Critical Review of the Relationship Between Creativity and Education
Rawlings, B. S., & Cutting, S. J. (2024) · Educational Psychology Review · doi:10.1007/s10648-024-09973-z · Cited by 31 · see citing works
“Importantly, also, a recent review of studies in Spain and Italy found that providing teachers with access to research-led creativity-based programs and training enhanced children’s divergent thinking compared to control groups (Ruiz-del-Pino et al., 2022).”
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“Indeed, creativity training programs have been implemented successfully in classrooms around the world (Ritter et al., 2020; Ruiz-del-Pino et al., 2022) But how can creativity be measured?”
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Young children's creativity education in the context of Lithuania: A systematic review
Žarnauskaitė, M. (2023) · Thinking Skills and Creativity · doi:10.1016/j.tsc.2023.101310 · Cited by 18 · see citing works
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“Research has revealed that students’ creative potential and skills can be developed through appropriate instruction and guidance in classroom settings (Isaksen & Treffinger, 2004; Marcos et al., 2020; Rubenstein et al., 2013; Ruiz-del-Pino et al., 2022).”
Varlık, S., Varlık, F., & Karakuş, M. (2024) · Teaching and Teacher Education · doi:10.1016/j.tate.2024.104800 · Cited by 8 · see citing works
Promoting gifted students’ creativity through design-based STEM activities
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“…environments (Maslin et al., 2023), how interventions, trainings and programs can foster creativity from an early age (Alves-Oliveira et al., 2021; Ruiz-del-Pino et al., 2022), creating a framework to explain how children are creative using complex dynamic systems theory (Kupers et al., 2019)…”
BackgroundInvestigating Lasting Effects of Real-Time Feedback on Originality and Evaluation Accuracy
de Chantal, P., Houde-Labrecque, C., Leblanc, M., & Organisciak, P. (2024) · Creativity Research Journal · doi:10.1080/10400419.2024.2441014 · Cited by 10 · see citing works
“As a result, various interventions have been developed to enhance creative thinking in both children and adults (for meta-analyses and systematic reviews, see Alves-Oliveira et al., 2021; Haase et al., 2023; Ruiz-Del-Pino et al., 2022; Scott et al., 2004a, 2004b).”
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“Research suggests that teachers need to be trained and supported to equip students with strategies, approaches, resources and environments to promote creativity (Ruiz-del-Pino et al., 2022).”
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“The meta-analysis of creativity training in primary education by Ruiz-del-Pino et al. (2022) found that the duration of creativity training programs varied.”
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Hernández, W. G., Maritza, P. R., & Marcelina, M. G. (2024) · Thinking Skills and Creativity · doi:10.1016/j.tsc.2024.101479 · Cited by 4 · see citing works
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“…the effect of the various intervention programs on students’ creativity in the existing literature (Alves Oliveira et al., 2022; Rose & Lin, 1984; Ruiz-Del-Pino et al., 2022; Scott et al., 2004; Torrance, 1972), only one meta-analysis, conducted two decades ago found to examine the…”
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Sequential thinking prompts for creative problem solving
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Rebuilding the Bridge: Overlooked Creativity Insights and Their Implications for Gifted Education
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“Even brief interventions enhance creative performance in primary and secondary classrooms when instruction includes modeling, peer collaboration, and feed-back (Ruiz-del-Pino et al., 2022; Shin & Jang, 2017).”
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“Several studies have analysed the impact of creative programs on student creativity (Davies et al., 2013; Ruiz-del-Pino et al., 2022; Scott et al., 2004).”
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Qandimova, N. (2026) · Science and Innovation · doi:10.67620/sai.58b0008
- Authors
- Ruiz-del-Pino, B., Fernández-Martín, F. D., & Arco-Tirado, J. L.
- Affiliations
- Universidad de Granada (ES)
- Venue
- Thinking Skills and Creativity
- Publisher
- Elsevier BV
- Published
- 2022-12
- Volume
- 46
- Pages
- 101172
- ISSN
- 1871-1871 (ISSN-L)
- OpenAlex
- W4307992961
- Cited by
- 48
- References
- 43
- Citations by year
- 2026: 9 · 2025: 21 · 2024: 15 · 2023: 3
- FWCI
- 1.51
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Thinking Skills and Creativity (publishedVersion, cc-by-nc-nd)
- Institutional Repository of the University of Granada (University of Granada) (submittedVersion, cc-by-nc-nd)
- Funders
- Universidad de Granada
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Creativity in Education and Neuroscience
- Social Sciences › Arts and Humanities › Visual Arts and Performing Arts › Creative Drama in Education
- Physical Sciences › Engineering › Mechanical Engineering › Design Education and Practice
- Keywords
- creativity training, creativity interventions, divergent thinking, elementary school students, creativity promotion, school-aged children
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