Child Cognitive Development and Parent Roles: A Preliminary Comparison of Moroccan Parents to United States and United Kingdom Benchmarks
Bibliographic record
Abstract
Abstract There is a dearth of research examining what parents in MENA region know about children’s brain development and the type of activities they engage their young children at home to promote their cognitive development. This article describes and compares the views and behaviors of parents with children 0–6 years old from Casablanca, Morocco, the US, and the UK on early parental engagement. Seventy-eight Moroccan parents were compared to 1066 US/UK parents. The study utilizes survey data and explores parents’ understanding of and support for their children’s early cognitive development. Results reveal that more than fifty percent of Moroccan parents do not see themselves as having an impact on brain development until after the first year of their child’s life compared to 10% of US parents, in part because they believe that babies’ capacity for learning in the earliest years is limited. Yet Moroccan parents reported higher frequencies of teaching their young children letters and numbers and reading a book to them than US parents. These differences in at-home teaching practices may reflect the higher percentage of US/UK children who participate in early learning programs outside their own homes; such programs are not culturally accepted in Morocco. The belief that there is little capacity for learning in children’s earliest years among Moroccan parents may minimize parents’ motivation to function as their child’s first teacher in the absence of early education programs. Policy implications and interventions are discussed concerning ways to change parents’ knowledge and beliefs to motivate early learning activities.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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 source (direct Gemma or distilled Codex), 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".