Effect of Digital Safety Interventions on Parental Practices in Safeguarding Children’s Digital Activities: Systematic Review and Meta-Analysis
Bibliographic record
Abstract
Background The prevalence of and growth in digital technology present opportunities for educational and social enrichment; however, there are also many health and digital safety risks for children engaging with digital technology. While there is a growing body of research on digital safety programs to enhance children’s digital safety through parental support, evidence regarding the effectiveness of such interventions remains limited. Objective This study aimed to evaluate the effectiveness of digital safety interventions on parental practices related to safeguarding children’s digital activities. Methods The review was conducted following the Joanna Briggs Institute methodology for systematic reviews and has been reported in accordance with the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines. A comprehensive search was performed in May 2024 in MEDLINE, CINAHL Ultimate, PsycINFO, Web of Science, The Allied and Complementary Medicine Database, ProQuest Central, and IEEE Xplore databases to identify peer reviewed articles that were (1) published in English, (2) included parents as participants, and (3) reported on programs or interventions designed to enhance parents’ knowledge and skills to safeguard children’s digital safety. Results A total of 11 published studies between 2012 and 2024 were included in the review. Data from 8 studies were included in the meta-analysis. A significant effect (Hedges g=–0.47; 95% CI –0.85 to –0.08; P<.001) was observed in children’s screen time in the 5 randomized controlled studies, while a large effect size was observed in 3 quasi-experimental studies (Hedges g=1.90; 95% CI –4.36 to 8.16; P<.001). A substantial level of heterogeneity was evident in the randomized studies (I2=87.95%). The quasi-experimental studies exhibited no heterogeneity (I2=0%). Overall, parents’ digital safety knowledge and skills improved as a result of the digital safety interventions. Notably, children’s screen time (P=.04) and parents’ own screen time (P=.001) decreased following the digital safety intervention. Conclusions Parents who participate in digital safety interventions report higher levels of knowledge and skills related to digital safety, as well as a shift in attitudes, including the intention to implement strategies to safeguard their children engaging with technology. The enhanced knowledge and skills reported in these studies led to measurable reductions in both parents’ and children’s screen time. Future research should identify strategies that address community norms and other digital safety risks beyond screen time and bullying, which were predominant outcomes in these studies.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.005 | 0.002 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".