MétaCan
Menu
Back to cohort

Stakeholder Engagement in an Unconventional Form of Organizing: What Can We Learn from Hackathons?

2024· article· en· W4400446656 on OpenAlexaffabout
Ghita Lkhoyaali

Bibliographic record

VenueAcademy of Management Proceedings · 2024
Typearticle
Languageen
FieldEngineering
TopicBiomedical and Engineering Education
Canadian institutionsHEC Montréal
Fundersnot available
KeywordsStakeholder engagementStakeholderPsychologyComputer scienceKnowledge managementPolitical sciencePublic relations

Abstract

fetched live from OpenAlex

The concept of stakeholder engagement has developed around the premise that organizations that involve multiple stakeholders in organizational activities yield better outcomes than those that do not. Considering the importance of stakeholder engagement for addressing grand challenges in a sound and sustainable way, this paper explores how does stakeholder engagement unfold in unconventional form of organizing (UFO) dedicated to creating social value? For doing so, this article studies the stakeholder’s engagement mechanisms of AquaHacking; an initiative that has developed in the field of water conservation in Canada by adopting the organizing form of hackathons. Our analysis shows that in UFOs three mechanisms support the social value creation process: (1) harnessing fluidity, (2) maintaining attractiveness, and (3) ensuring commitment. Our findings also consider the challenges inherent to organizing in unconventional forms and the conditions for the viability of a UFO dedicated to social value creation.

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 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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.668
Threshold uncertainty score0.564

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 studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.046
GPT teacher head0.256
Teacher spread0.210 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designOther design
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

Citations0
Published2024
Admission routes2
Has abstractyes

Explore more

Same venueAcademy of Management ProceedingsSame topicBiomedical and Engineering EducationFrench-language works237,207