What Do Teacher-Education College Students Know about Parental Involvement: A Comparative Study between the U.S. and Israel
Bibliographic record
Abstract
Given that the professional literature provides ample evidence of the importance of parental involvement and its effect on learners’ academic outcomes and positive social/emotional states, the aim of this quantitative study was to understand and compare the perceptions of preservice teachers regarding parental involvement and family engagement in Israel and the U.S. Fisher’s Perception of Parental Involvement Scale (PPIS; Fisher, 2011) was used to survey 469 education-college students: 269 American students and 200 Israeli students. Analysis indicated that the model was a better fit for Israeli students and an acceptable fit for U.S. students. However, in general, Israeli and US students in teaching colleges agreed on many of the components of parental involvement. Some results differed by gender, age, level of education, and prior teaching experience. These results may suggest that the fundamental concepts that constitute the family engagement are not culturally bound, but rather may be common among different cultures and nations. Further research is required to confirm this. Notwithstanding, gaining a general understanding of pre- and in-service teachers’ perceptions regarding parental involvement and family engagement could prompt the colleges to expand their teacher-education programs to better address this important issue.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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".