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Record W7132867424

"Better than 1,000 Pieces of Gold": A Case Study of Inland Chinese Parents and Children Making Decisions Together to Study Abroad

2022· article· W7132867424 on OpenAlex
Damian Jacob Wyman

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueLehigh Preserve · 2022
Typearticle
Language
FieldSocial Sciences
TopicInternational Student and Expatriate Challenges
Canadian institutionsnot available
FundersLehigh University
KeywordsStudy abroadQualitative researchFocus groupLongitudinal studyEthnographyDialecticSocial connectednessChinese cultureCultural diversity
DOInot available

Abstract

fetched live from OpenAlex

Chinese students make up the largest and second largest group of internationals in U.S. and Canadian universities, yet they receive scant attention in terms of how they decide to study transnationally in North America. Most of the research on Chinese families' study abroad decision-making has been conducted with those from first tier eastern coastal cities, while this study includes Chinese families from Lanzhou, Gansu Province, a third tier inland city. This qualitative longitudinal case study explores how Chinese parents and their youth describe the decision-making process; how they understand the challenges and benefits; and how they address the difficulties and opportunities of study abroad. Perspectives and experiences of 11 parent-child dyads in Lanzhou were gathered through individual semi-structured interviews and a focus group interview, commencing before the youth went abroad and concluding after their first year of studies. Data analysis was conducted using NVivo. I discovered that Chinese students and parents made the study abroad decisions in dialectic communication with considerable attention given to developing the youth's capabilities in ways that best fit their own interests, preferences, traits, and talents. While the youth were abroad and experiencing benefits and challenges in the first year, they were seeking the capabilities of developing relational connectedness in cross-cultural contexts and broadening the youth's experiences and perspectives. In their quest, they were challenged by cultural differences, new intercultural competencies, relational and communication paradigms, and academic and intellectual expectations. My study complicates the body of research that largely concludes that Chinese parents make most of the study abroad decisions, and that financial gain, status maintenance, and immigration are the central end goals they seek. It also adds to the body of research that examines the salient challenges and benefits that Chinese students encounter in study abroad in how it shows that these largely revolve around the capabilities they and their families most value. These findings can support those working or studying with North American universities in re-envisioning their understandings of what Chinese students and their families seek in study abroad, and why. Administrators in institutions of higher education, counselors, faculty, and students can find implications for how to better support and work with Chinese students and their families; as well, Chinese families and Chinese international high school divisions can take away insights regarding the decisions, struggles, and benefits in study abroad that Chinese families experience. Keywords: Chinese parents, Chinese students, Chinese families, international students, study abroad, decision-making, capabilities, difficulties, benefits, Lanzhou, Gansu Province

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.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.030
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.003
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.040
GPT teacher head0.372
Teacher spread0.332 · 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