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Character-Based Judgment: Recasting How We See Individuals in Strategic Management

2025· article· en· W4416007185 on OpenAlexaff
Mary Crossan, Dusya Vera, Ashley Salaiz, Seemantini Pathak

Bibliographic record

VenueAcademy of Management Proceedings · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicValues and Moral Education
Canadian institutionsWestern University
Fundersnot available
KeywordsCharacter (mathematics)Perspective (graphical)Strategic planningStrategic managementStrategic ChoiceAction (physics)

Abstract

fetched live from OpenAlex

We ask, how does character influence the judgment on which strategy is based?, and make the bold claim that strategic management theories are incomplete and misguided by the failure to consider a character perspective. We review the three main assumptions about human beings in strategy – strategic actors as (1) boundedly rational and socio-cognitively biased, (2) opportunistic, and (3) bundles of competencies – and broaden them through a character lens. We propose an agenda for a character perspective in strategy with three starting areas: a reconsideration of upper-echelons theory, character as multi-level, and ways to measure and develop character. That character can be developed has important implications for the ability of all individuals to pursue character-based judgment and sustainable organizational excellence.

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)0.009
metaresearch head score (Gemma)0.016
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: Other · Consensus signal: Other
Teacher disagreement score0.014
Threshold uncertainty score0.050

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.016
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.002
Science and technology studies0.0040.048
Scholarly communication0.0140.020
Open science0.0010.004
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0020.000

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 head0.075
GPT teacher head0.349
Teacher spread0.274 · 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
Published2025
Admission routes1
Has abstractyes

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