MétaCan
Menu
Back to cohort
Record W2982348414 · doi:10.1108/ccsm-05-2018-0062

Cross-cultural professional experiences of female expatriates

2019· article· en· W2982348414 on OpenAlex

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

VenueCross Cultural & Strategic Management · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Student and Expatriate Challenges
Canadian institutionsnot available
Fundersnot available
KeywordsExpatriateMainland ChinaScholarshipOriginalityCLARITYCross-culturalPsychologyPublic relationsSociologyChinaPolitical scienceSocial scienceQualitative research

Abstract

fetched live from OpenAlex

Purpose In this world of global interconnectedness, women continue to develop cross-cultural careers and their experiences impact global scholarship and practice. The purpose of this paper is to explore the relationships, resources and characteristics that support female expatriate success, with specific focus on the role of mentor/coach relationships. The sample included 102 women from the USA, Canada, Australia and the UK working or formerly working in Mainland China, Hong Kong, Macau or Taiwan. Design/methodology/approach This three phase sequential mixed-methods exploratory research study included 10 one-on-one semi-structured interviews, 102 survey respondents and 3 facilitated focus groups attended by nine professional women. Findings This research offers evidence that resiliency-based characteristics must be cultivated and developed to support expatriate cross-cultural success. These characteristics can be cultivated through relying on multiple relationships, such as mentors, coaches, host country liaisons, expatriate colleagues, friends and family as well as by supporting and mentoring others. These characteristics can also be developed through specific cultural experiences, knowledge and skill building resources, as well as developing an informed view of self and identity clarity through reflective activities. Originality/value Based on the overall findings, a cross-cultural professional success model was designed and implications for scholarship, organizational effectiveness and cross-cultural leadership practice are presented.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.444
Threshold uncertainty score0.997

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 studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.060
GPT teacher head0.416
Teacher spread0.356 · 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