Helicopter Parenting, Parental Psychological and Behavioral Control Revisited: Assessing Constructs Across the United States and South Korea
Bibliographic record
Abstract
This study examined the construct validity of helicopter parenting by comparing this construct with other close relevant constructs of psychological control and behavioral control, using a cross-cultural comparison approach. Data were collected from college students in the United States ( N = 380) and South Korea ( N = 204). Multi-group structural equation modeling analyses indicated that helicopter parenting was a correlated yet separate construct, compared with psychological control and behavioral control in both the US and Korea samples, suggesting a convergent and discriminant validity cross-culturally. Several items in helicopter parenting, psychological control, and behavioral control were more associated with Korean contexts. This study contributes to the extant literature by investigating the validity issue of helicopter parenting in a cross-cultural context, providing an in-depth understanding of parental control practices across Eastern and Western cultures.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".