Parenting and prosocial behaviors: A meta‐analysis
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Ascertaining whether and the extent to which different aspects of parenting are associated with prosocial behaviors could inform parenting programs in cultivating healthy development. Multilevel meta‐analyses ( k = 124) involving children and adolescents were conducted to examine associations between parenting and prosocial behaviors while accounting for demographic and study characteristics. Authoritative parenting ( r = .174, p < .001) was associated positively whereas authoritarian parenting ( r = −.107, p < .001) was associated negatively with prosocial behaviors. These associations remained robust across infancy, childhood, and adolescence in both individualistic and collectivistic cultures. These associations also were invariant across child and parent gender. Moderating effects relevant to the type of prosocial behaviors under examination were identified. Authoritative parenting was associated positively with general, public, emotional, anonymous, dire, compliant, and other specific types of prosocial behaviors (e.g., sharing), but associated negatively with altruistic prosocial behaviors. Authoritarian parenting was associated negatively with general and altruistic prosocial behaviors, but not other specific types. Moderating effects relevant to study design and informant of parenting were found. No moderating effects were identified for the informant and target of prosocial behaviors. Associations of permissive (r = −.096, p < .01) and neglecting parenting ( r = −.054, p = .543) remain unclear due to insufficient number of studies and publication biases. Implications for theories, research, and practice are discussed.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it