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Record W7100982594

JOURNAL OF MANAGEMENT EDUCATION / June 2002 Thompson / CHINESE PERSPECTIVES CHINESE PERSPECTIVES ON THE IMPORTANT ASPECTS OF AN MBA TEACHER

2016· article· en· W7100982594 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldSocial Sciences
TopicCriminal Law and Evidence
Canadian institutionsnot available
Fundersnot available
KeywordsMarketizationChinaSupply and demandWork (physics)Business educationQuarter (Canadian coin)
DOInot available

Abstract

fetched live from OpenAlex

The marketization of China has led to an increased demand for manage-ment education in that country. This demand is increasingly being met by the supply of MBA and other business courses broadly modeled on those offered in North America and Europe. Ensuring the success of such programs plainly requires some modification of course content to account for the peculiarities of China’s business environment. However, differences between Eastern and Western learning traditions also suggest that teaching approaches may also need alteration. Key to ensuring such alteration is an appropriate understand-ing of what Chinese students regard as the important aspects of an MBA teacher. This article uses data from 113 Chinese students to highlight what these aspects are. MANAGEMENT EDUCATION DEMAND AND SUPPLY IN CHINA China is poised to be the world’s largest new market for management edu-cation in the next few decades (Johnstone, 1997; Kamis, 1996). Some esti-mates suggest that by 1996, foreign joint ventures in China alone needed around a quarter of a million professionally trained managers, around one 229 Author’s Note: The author is grateful to two anonymous referees for useful comments on two earlier drafts of this article. The assistance and comments of Qin Gui and Florence Phua are also gratefully acknowledged. The data on which this article is based were collected while the author was a faculty member of Hong Kong University School of Business, support from which is

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.050
Threshold uncertainty score0.100

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0030.003
Scholarly communication0.0040.002
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0260.001

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 head0.015
GPT teacher head0.334
Teacher spread0.318 · 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 source (direct Gemma or distilled Codex), not a consensus.

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

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

Citations0
Published2016
Admission routes1
Has abstractyes

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