الآثار الإقتصادیة لهجرة العمالة المصریة إلى الخارج [The Economic Impacts for the Egyptian Labor Emigration]
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Bibliographic record
Abstract
Egyptian labor emigration is considered one of the changes, that led to the structural distortions in the domestic labor market in Egypt, the countries gulf were the main source of the Egyptian labor temporal emigration, while the USA, Canada, and Australia were the main source of the permanent emigration from Egypt. After the first gulf war, the Egyptian economy faced labor immigration. The study research problem, handled nature of the changes that occurred in labor market, as a direct results of the national and international economic effects. So the objective of the study is to explore the main features of the Egyptian labor emigration, and the potential impacts of the Egyptian labor immigration. The study used the regression analysis, i.e., maximum likelihood estimation (MLE) for simple regression, and simultaneous equations system by three stage least squares (3SLS), and took with considerations autocorrelation, heteroscedasticity, non normality, and multicollinearity problems, the previous econometric problems were detected by lagrange multiplier tests, and were remedied by using Pagan’s conditional least squares (CLS) of autoregression procedure, Bollerslev’s generalized autoregressive conditional heteroscedasticity (GARCH), robust regression quantile of least absolute deviation (LAD), and Hoerl's Ordinary ridge regression (ORR) respectively. The study discussed the changes and growth in the Egyptian labor market, the results indicated that there was a statistical increasing significance in the population, labor force, employed labor, unemployed labor, and the labor wages, while there was a statistical decreasing significance in unemployment rate and wage of labor during the period subject to analysis. On the other hand the results indicated that there was a statistical significance increasing in the permanent and temporal emigration. Saudi Arabia captured the most Egyptian emigration, also, Libya, Jordan, and Kuwait. In general the whole emigration increased significantly during the period of the study. Features of the Egyptian labor immigration were discussed, i.e., gender, occupation, educational status, job status, age, and the reasons of immigration to Egypt either internal or external reasons, and the potential impacts of immigration, also the positive and negative impacts for emigration from Egypt. Emigration model was estimated by (3SLS) with Newey-West’s generalized method of moments (GMM), the results indicated that, increasing unemployment rate and population led to increase emigration, while increasing the demand for domestic labor and the average annual labor wage have an effect for decreasing emigration. Finally, some recommendation from the study were mentioned, for encouragement emigration, i.e., activating and establishment the international relationships between Egypt and the neighboring countries, a diplomatic effort for emigration stabilization abroad, the search of new labor market in other countries. Also some recommendation with respect to immigration, i.e., simplification investment procedures, encouragement the industries that have an intensive human labor, and activating the training role that agree with the labor market requirements, for developing the human resources
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.003 |
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