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Record W4403440242 · doi:10.1108/qram-02-2023-0031

Navigating the PhD journey: a collective consideration of junior academics in qualitative accounting and management research

2024· article· en· W4403440242 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueQualitative Research in Accounting & Management · 2024
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicAccounting Education and Careers
Canadian institutionsUniversity of OttawaConcordia University
Fundersnot available
KeywordsOriginalitySociologyValue (mathematics)Set (abstract data type)Qualitative researchPedagogyProductivityPublic relationsSocial sciencePolitical science

Abstract

fetched live from OpenAlex

Purpose The purpose of this paper revolves around the informal coming together of various doctoral students in the area of qualitative accounting and management research and the attempt to learn from their respective experiences. Together, the authors share personal reflections and valuable insights in revealing their vulnerabilities, aspirations and how they make sense of the PhD journey and their becoming as academics. Design/methodology/approach This paper builds on an open discussion and written reflections among the authors, who represent a diverse set of both doctoral students at various levels and recent graduates from different countries, schools and backgrounds. Findings The discussion highlights the struggles the authors experience as doctoral students, how they learn to cope with them as well as how they are socialized throughout their PhD journey. This allows them to take a critical stance towards increased productivity demands in academia and to embrace doctoral students as a powerful collective, whose aspirations may inspire a change of academic reality for the better. Originality/value While guidance on how to succeed as doctoral students is common, we seldom hear about doctoral students as particularly “fragile selves” (Knights and Clarke, 2014) who, as opposed to more established scholars, are more actively experiencing difficulties with finding their ways in academia. The authors are thus motivated to create a rare common voice of a group of doctoral students here by providing a more intimate account of the PhD journey.

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)0.068
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Scholarly communication, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.476
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0680.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.009
Science and technology studies0.0010.001
Scholarly communication0.0020.002
Open science0.0010.001
Research integrity0.0000.003
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 head0.296
GPT teacher head0.538
Teacher spread0.242 · 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