Identity, Movement and Belonging In a Land of Tradition: A Critical Examination of the Nepali Workforce in Leh, Ladakh
Bibliographic record
Abstract
In recent years, Nepal has emerged at the forefront of the international labor market with a growing and continuous out-flow of migrant laborers. Such migratory patterns have landed people from Nepal in jobs all over the world; from power plants in Dubai to coffee shops in Toronto. This study situates the phenomenon of Nepali migrant labor in the rapidly urbanizing capital of Leh, Ladakh, and examines the experiences of identity and complexities of belonging within the transnational system of migration. I was prompted to conduct research in Leh after having heard from a local man that there was a small “slum” forming on the Northern edge of the city. He told me the so-called slum was primarily comprised of migrant laborers from rural India and Nepal. After hearing this, I was compelled to investigate the living conditions of Nepali workers in Ladakh. Further provocation to conduct my studies in Leh was incited upon realizing that while there is a vast body of knowledge concerning the reasons for migration, the experiences of migrant laborers at their respective labor destinations is severely understudied.
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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 | 0.022 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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".