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Record W4312710396 · doi:10.1177/16094069221147167

Linguistic Challenges of Fieldwork for First-Generation Ethnic Researchers

2022· article· en· W4312710396 on OpenAlexaff
Shirin Khayambashi

Bibliographic record

VenueInternational Journal of Qualitative Methods · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicQualitative Research Methods and Ethics
Canadian institutionsBrandon University
Fundersnot available
KeywordsEthnic groupNeuroscience of multilingualismSociologyLinguisticsImmigrationIdentity (music)Qualitative researchCultural identityPsychologyAnthropologyPolitical scienceSocial scienceAesthetics

Abstract

fetched live from OpenAlex

Language is a significant part of any fieldwork in cultural and cross-cultural qualitative research. With a growing number of 1.25-, 1.5- and second-generation children of immigrant families entering academia, many assume their bilingual proficiency helps them bypass translational and linguistic challenges. Based on my fieldwork experience, I am exploring the linguistic challenges of intragroup research. While I presumed my bilingualism in English and Farsi would help me build communal rapport during my fieldwork, I was surprised by my participants’ choice of broken English and refusal to complete their interview in Farsi. In this article, I argue that my positionality as a researcher and the intruding Anglo culture in the research process diminished my communal identity and intensified my hierarchical position. Upon assessing the linguistic challenges, I will make recommendations and suggestions to address similar challenges in the fieldwork.

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)0.115
metaresearch head score (Gemma)0.071
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesMetaresearch
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Methods · Consensus signal: Methods
Teacher disagreement score0.201
Threshold uncertainty score0.937

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.1150.071
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.946
GPT teacher head0.775
Teacher spread0.171 · 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; both teacher heads agree on what is shown here.

Study designTheoretical or conceptual
Domainnot available
GenreMethods

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

Citations1
Published2022
Admission routes1
Has abstractyes

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