The Impact of Out-of-School Learning on Academic Achievement in Elementary and Secondary Education: A Meta-Analysis
Abstract
1. Introduction
- What effect does out-of-school learning have on students’ academic achievement?
- How do out-of-school setting characteristics (out-of-school setting, duration/length, country, geographical location, and continent), discipline and sample characteristics (discipline, school level, and grade), and methodological choices (experiment design, random assignment, question type, and assessment item type) influence the effect of out-of-school learning on students’ academic achievement?
1.1. Out-of-School Setting Characteristics
1.2. Discipline and Sample Characteristics in Out-of-School Studies
1.3. Methodological Choices in Out-of-School Studies
2. Methods
2.1. Inclusion Criteria and Coding Process
2.1.1. Out-of-School Setting Characteristics
2.1.2. Discipline and Sample Characteristics
2.1.3. Methodological Choices
2.2. Analysis
3. Results
3.1. Descriptive Findings
3.2. Publication Bias Findings
3.3. The Effect of Out-of-School Learning on Academic Achievement
3.4. Moderator Analyses
3.4.1. Out-of-School Setting Characteristics
3.4.2. Discipline and Sample Characteristics
3.5. Methodological Choices
4. Discussion
4.1. Out-of-School Characteristics
4.2. Discipline and Sample Characteristics
4.3. Methodological Choices
5. Conclusions
Implications
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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| ID | Authors | Grade | Discipline | Country | Duration | Measurement | School Level |
|---|---|---|---|---|---|---|---|
| 1 | Krüger et al., 2022 [53] | 10–13 | Science | Germany | 2 | MC * | Secondary |
| 2 | Pambudi, 2022 [54] | 4 | Math | Indonesia | MC * | Elementary | |
| 3 | Alnajjar, 2021 [55] | 9 | Science | Saudi Arabia | MC * | Secondary | |
| 4 | Haydari & Costu, 2021 [56] | 5 | Science | Türkiye | 3 | Mixed | Middle |
| 5 | Piila et al., 2021_1 [57] | 5–6 | Math | Finland | MC * | Secondary | |
| 6 | Piila et al., 2021_2 [57] | 5–6 | Math | Finland | MC * | Secondary | |
| 7 | Avci & Gümüş, 2020 [58] | 4 | Social science | Türkiye | 4 | MC * | Elementary |
| 8 | Clark et al., 2020 [59] | Science | USA | 4 | MC * | Elementary + Middle + High | |
| 9 | Oyovwi, 2020 [60] | Science | Nigeria | MC * | Secondary | ||
| 10 | Saleh et al., 2020 [61] | 10 | Science | Malaysia | MC * | Secondary | |
| 11 | Siddiqui et al., 2019_1 [41] | 5 | Reading | England | 6 | Elementary | |
| 12 | Siddiqui et al., 2019_2 [41] | 5 | Math | England | 6 | Elementary | |
| 13 | Young & Young, 2018 [62] | Math | USA | High school | |||
| 14 | Price & Chiu, 2018_1 [63] | 4–8 | Science | USA | 6 | MC * | Elementary + Middle |
| 15 | Price & Chiu, 2018_2 [63] | 4–8 | Science | USA | 6 | MC * | Elementary + Middle |
| 16 | Price & Chiu, 2018_3 [63] | 4–8 | Science | USA | 6 | MC * | Elementary + Middle |
| 17 | Price & Chiu, 2018_4 [63] | 4–8 | Science | USA | 6 | MC * | Elementary + Middle |
| 18 | Bakioglu et al., 2018 [64] | 5 | Science | Türkiye | MC * | Middle school | |
| 19 | Mernisa & Djukri, 2018 [65] | 10 | Science | Indonesia | Mixed | High school | |
| 20 | Hick, 1970 [66] | Reading | USA | Mixed | |||
| 21 | Clesens, 1974 [67] | SE | Multidisciplinary | USA | 6 | MC * | Special education |
| 22 | Ballagas, 1981 [68] | SE | Science | USA | 6 | Mixed | Special education |
| 23 | Holmes, 2011_1 [69] | 6 | Science | USA | 1 | MC * | Middle school |
| 24 | Holmes, 2011_2 [69] | 6 | Science | USA | 2 | MC * | Middle school |
| 25 | Holmes, 2011_3 [69] | 6 | Science | USA | MC * | Middle | |
| 26 | Su and Cheng, 2013 [70] | 4 | Science | Taiwan | Elementary | ||
| 27 | Wünschmann et al., 2017 [71] | 3 | Science | Germany | 1 | Mixed | Elementary |
| 28 | Akkaya Yılmaz & Karakus, 2018 [72] | 6 | Social science | Türkiye | MC * | Middle | |
| 29 | Bolat et al., 2020 [73] | 5 | Science | Türkiye | MC * | Middle | |
| 30 | Bozdogan & Kavci, 2016 [74] | 6 | Science | Türkiye | 5 | MC * | Middle |
| 31 | Cetin & Metin, 2013 [75] | 7 | Social science | Türkiye | 2 | MC * | Middle |
| 32 | Karakas & Ozur-Sahin, 2017_1 [76] | 6 | Social science | Türkiye | Middle | ||
| 33 | Karakas & Ozur-Sahin, 2017_2 [76] | 7 | Türkiye | Middle | |||
| 34 | Sahin & Saglamer-Yazdan, 2013 [77] | 7 | Science | Türkiye | 6 | MC * | Middle |
| 35 | Achor et al., 2014 [78] | 11 | Science | Nigeria | MC * | Secondary | |
| 36 | Dairianathan & Subramaniam, 2011 [79] | 5 | Science | Singapore | MC * | Upper elementary | |
| 37 | Pan &Hsu, 2020 [80] | 6 | Science | Taiwan | 4 | MC * | |
| 38 | Wüst-Ackermann et al., 2018 [28] | 5&6 | Science | Germany | MC * | Secondary | |
| 39 | Otte et al., 2019 [27] | 3–6 | Reading | Denmark | MC * | Elementary+ Middle | |
| 40 | Itzek-Greulich et al., 2015_1 [81] | 9 | Science | Germany | 3 | MC * | Secondary |
| 41 | Itzek-Greulich et al., 2015_2 [81] | 9 | Germany | 3 | |||
| 42 | Itzek-Greulich et al., 2017_1 [82] | 9 | Science | Germany | 2 | MC * | Secondary |
| 43 | Itzek-Greulich et al., 2017_2 [82] | Germany | 2 | ||||
| 44 | Tsakeni, 2017 [83] | 10 | Science | Zimbabwe | 4 | ||
| 45 | Karbeyaz & Kurt, 2022 [84] | 3 | Science | Türkiye | 6 | Elementary | |
| 46 | Klemmer et al., 2005_1 [85] | 3 | Science | USA | Elementary | ||
| 47 | Klemmer et al., 2005_2 [85] | 4 | Science | USA | Elementary | ||
| 48 | Klemmer et al., 2005_3 [85] | 5 | Science | USA | Elementary | ||
| 49 | Cotic et al., 2020 [86] | 4 | Science | Slovenia | 2 | Mixed | Elementary |
| 50 | Scharfenberg et al., 2007 [87] | 12 | Germany | 4 | Mixed | Secondary | |
| 51 | Pantela & Kyza, 2017 [88] | 4 | Social science | Cyprus | Elementary | ||
| 52 | Fägerstam & Blom, 2013 [44] | 7&8 | Science | Sweden | 2 | OE ** | High School |
| 53 | Randler et al., 2005 [89] | 3&4 | Science | Germany | OE ** | Elementary | |
| 54 | Sellmann & Bogner, 2013 [90] | 10 | Science | Germany | 4 | MC | High |
| k | g | SE | Variance | Test of Null | 95% CI | Test of Heterogeneity | |||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Z | p | Lower | Upper | Q | df | p | |||||
| Random | 54 | 0.529 | 0.070 | 0.005 | 7.589 | <0.001 | 0.392 | 0.665 | 744.810 | 53 | <0.001 |
| Variable | Category | k | g | 95% CI | QB | df | p |
|---|---|---|---|---|---|---|---|
| Discipline | Science | 36 | 0.632 | [0.423, 0.841] | 26.627 | 3 | <0.001 |
| Math | 5 | 0.295 | [0.053, 0.538] | ||||
| Social science | 5 | 0.757 | [0.468, 1.045] | ||||
| Reading | 3 | 0.166 | [0.069, 0.263] | ||||
| School Level | Elementary school | 14 | 0.805 | [0.479, 1.131] | 9.205 | 3 | 0.027 |
| Middle school | 12 | 0.617 | [0.291, 0.943] | ||||
| Secondary school | 27 | 0.500 | [0.211, 0.790] | ||||
| Mixed | 6 | 0.209 | [−0.035, 0.454] | ||||
| Setting | Designed | 21 | 0.252 | [0.073, 0.431] | 4.249 | 2 | 0.119 |
| Unstructured | 11 | 0.524 | [0.257, 0.791] | ||||
| Mixed | 6 | 0.573 | [0.225, 0.920] | ||||
| Experimental | Pretest-posttest | 47 | 0.573 | [0.419, 0.727] | 2.086 | 1 | 0.149 |
| Design | Posttest only | 5 | 0.248 | [−0.165, 0.661] | |||
| Country | USA | 15 | 0.149 | [−0.010, 0.308] | 21.344 | 2 | <0.001 |
| Turkey | 11 | 1.023 | [0.685, 1.361] | ||||
| Germany | 10 | 0.421 | [0.082, 0.760] | ||||
| Continent | Europe | 29 | 0.576 | [0.396, 0.756] | 32.546 | 3 | <0.001 |
| North America | 15 | 0.149 | [−0.010, 0.308] | ||||
| Asia | 7 | 1.162 | [0.802, 1.521] | ||||
| Africa | 3 | 0.732 | [0.333, 1.131] | ||||
| Geographical Location | North America | 15 | 0.149 | [−0.010, 0.308] | 52.000 | 5 | <0.001 |
| Middle East | 12 | 0.976 | [0.660, 1.292] | ||||
| Central Europe | 11 | 0.414 | [0.099, 0.730] | ||||
| Asia | 6 | 1.267 | [0.926, 1.608] | ||||
| Scandinavia | 4 | 0.180 | [−0.093, 0.454] | ||||
| Africa | 3 | 0.732 | [0.333, 1.131] | ||||
| Question | Multiple choice | 31 | 0.559 | [0.343, 0.775] | 0.001 | 1 | 0.979 |
| Type | Mixed | 7 | 0.565 | [0.159, 0.972] | |||
| Random | Yes | 29 | 0.307 | [0.167, 0.447] | 17.998 | 1 | <0.001 |
| Assignment | No | 16 | 1.020 | [0.722, 1.318] | |||
| Duration/Lenght | 2–6 h | 7 | 0.034 | [−0.163, 0.230] | 19.966 | 3 | <0.001 |
| 7–12 h | 3 | 0.637 | [0.452, 0.822] | ||||
| 13–24 h | 6 | 0.552 | [0.134, 0.971] | ||||
| More than a week | 10 | 0.360 | [0.137, 0.582] | ||||
| Assessment | Conceptual | 18 | 0.343 | [0.258, 0.400] | 3.524 | 1 | 0.060 |
| Item Type | Declarative | 15 | 0.258 | [0.207, 0.309] |
| k | Variable | B | SE | p | Tau-sq | R2 |
|---|---|---|---|---|---|---|
| 54 | Year | 0.070 | 0.027 | 0.009 | 0.171 | 0.001 |
| 35 | Grade | −0.136 | 0.044 | 0.002 | 0.181 | 0.001 |
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Delen, İ.; Özüdoğru, F.; Şen, S.; Biasutti, M. The Impact of Out-of-School Learning on Academic Achievement in Elementary and Secondary Education: A Meta-Analysis. Sustainability 2026, 18, 1437. https://doi.org/10.3390/su18031437
Delen İ, Özüdoğru F, Şen S, Biasutti M. The Impact of Out-of-School Learning on Academic Achievement in Elementary and Secondary Education: A Meta-Analysis. Sustainability. 2026; 18(3):1437. https://doi.org/10.3390/su18031437
Chicago/Turabian StyleDelen, İbrahim, Fatma Özüdoğru, Sedat Şen, and Michele Biasutti. 2026. "The Impact of Out-of-School Learning on Academic Achievement in Elementary and Secondary Education: A Meta-Analysis" Sustainability 18, no. 3: 1437. https://doi.org/10.3390/su18031437
APA StyleDelen, İ., Özüdoğru, F., Şen, S., & Biasutti, M. (2026). The Impact of Out-of-School Learning on Academic Achievement in Elementary and Secondary Education: A Meta-Analysis. Sustainability, 18(3), 1437. https://doi.org/10.3390/su18031437

