Role of Foreign Employment in Socioeconomic Development of Beldandi Rural Municipality, Kanchanpur, Nepal
Bibliographic record
Abstract
This study is about the role of foreign employment in socio-economic development of Beldandi rural municipality. The main objective of this study is to analyze the nature and the role of foreign employment in the socio-economic development of Beldandi Rural Municipality of Kanchanpur district. A micro-level case study type research design was applied in which primary data were collected from a household survey with random sampling methods. A semi-structured questionnaire was applied for primary data where secondary data related to foreign employment were collected from different published sources. Simple mathematical procedures were used to analyze the data. The study findings show that 85 percentage of households got economic security by increasing their economic status from remittance income, and 65 percentages of respondents improved their knowledge and skills and used their skills in their community after arrival. This study also shows that foreign employment has positive changes in the socioeconomic status of respondents. However about 11percent of respondents’ economic status is worse, 35 percent of respondents’ socioeconomic status did not changes and around 54 percent of the respondent’s social attitude changed due to foreign employment.
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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 | 0.002 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".