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Record W1990285870 · doi:10.1163/146481706793646675

Trading or Teaching: Dilemmas of Everyday Life Economy in Central Asia

2006· article· en· W1990285870 on OpenAlexaff
Duishon Shamatov, Sarfaroz Niyozov

Bibliographic record

VenueInner Asia · 2006
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Education and Multiculturalism
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsDignityMoralityEquity (law)Work (physics)EthnographyFace (sociological concept)Economic JusticeCentral asiaPolitical scienceSociologySocial scienceLawBusiness

Abstract

fetched live from OpenAlex

Abstract The paper discusses the effects of the collapse of the Soviet Union on teachers’ life and work in Badakhshan and Osh provinces of Tajikistan and Kyrgyzstan. Challenging some of the assumptions of the Soviet studies about the interaction between teaching and other sources of moneymaking by teachers, the paper illustrates continuities and changes in the pre-Soviet, Soviet and post-Soviet times in terms of role, nature, forms, and ethics of trading and commercial activities in the life of the teachers in the two countries. The paper draws from the two ethnographic case studies carried out in Tajikistan and Kyrgyzstan between 1999 and 2005. The drastic actual changes in the status and work of the teachers in post- Soviet Central Asia has presented teachers with tough choices. One of such choices was whether to become involved in trading and commerce. Teachers’ experience of trading and commercialisation has been contradictory: necessary, possible, rewarding; yet challenging and often disgusting and contrary to the very morality of the teaching profession. The teachers’ life and work serves as windows to the larger issues that have both local and global ramifications. The challenges teachers face in the paper speak to basic issues of human experience: dignity, justice, hope, equity, care and humanity. The paper’s major argument is that while teachers are increasingly gaining from their involvement in trading, it is the societies that are losing, both by loss of the best teachers and by the implications of trading and commercial activities on the education systems in Kyrgyzstan and Tajikistan. The policy makers must make decisions about how teachers could be provided with conditions that enable them to focus on the major priority of their work for the benefit of the future generations of Central Asia.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.596
Threshold uncertainty score0.991

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.027
GPT teacher head0.313
Teacher spread0.286 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations13
Published2006
Admission routes1
Has abstractyes

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