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Record W3007883431 · doi:10.1108/ijrdm-06-2019-0179

Towards professionalising Canadian retail management careers

2020· article· en· W3007883431 on OpenAlexaffabout
Frances Gunn, Anna Cappuccitti, Seung Hwan Lee

Bibliographic record

VenueInternational Journal of Retail & Distribution Management · 2020
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicManagement and Organizational Studies
Canadian institutionsSeneca PolytechnicToronto Metropolitan University
Fundersnot available
KeywordsOriginalityPerceptionFraming (construction)Focus groupValue (mathematics)Public relationsAgency (philosophy)Qualitative researchSample (material)Content analysisBusinessMarketingSociologyPsychologyPolitical scienceEngineering

Abstract

fetched live from OpenAlex

Purpose The purpose of this study is to investigate patterns in the social construction of occupational jurisdiction and related professional career identity. It examines the agency associated with framing messages that influence perceptions about the professional nature and value of retail management careers. The aim is to identify sources which produce influential messages about perceptions about retail management careers and the content of these messages. Design/methodology/approach This study utilises a qualitative research methodology (focus-group interviews) to explore the observations of people involved with the monitoring and management of career messages. Two focus groups were conducted with a) nine Canadian retail practitioners and b) seven post-secondary educators from retail management education programmes. Findings The focus groups identify five sources of influential messages including (1) part-time retail work experience, (2) educational institutions, (3) parents, (4) retail industry/practitioners and (5) media. They also identify three content themes presented by these sources including (1) the importance of educational requirements, (2) the nature of occupational roles and (3) the value of the career. Research limitations/implications The significance and generalisability of the results are limited by the size and nature of the sample. Practical implications This study makes a practical contribution by identifying potential career awareness strategies. Originality/value This research makes a theoretical contribution by expanding understanding of the role of communication with career perceptions and with the related constitution of career professionalisation.

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)0.005
metaresearch head score (Gemma)0.009
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.116
Threshold uncertainty score0.273

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0170.005
Scholarly communication0.0060.001
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0120.001

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 head0.024
GPT teacher head0.239
Teacher spread0.216 · 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
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

Citations6
Published2020
Admission routes2
Has abstractyes

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