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Record W3210225394 · doi:10.1123/jsm.2021-0066

A Framework of Strategic Approaches to Membership Growth in Nonprofit Community Sport

2021· article· en· W3210225394 on OpenAlexaff
Kristen A. Morrison, Katie Misener

Bibliographic record

VenueJournal of Sport Management · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicNonprofit Sector and Volunteering
Canadian institutionsUniversity of WaterlooUniversity of Toronto
Fundersnot available
KeywordsDynamismStrategic planningStrategic managementNomothetic and idiographicStrategic thinkingBusinessPublic relationsProcess managementKnowledge managementMarketingPolitical sciencePsychologyComputer science

Abstract

fetched live from OpenAlex

Engaging in strategic planning may help leaders of community sport organizations (CSOs) to develop strategic thinking as well as build capacity to sustain and expand their programs despite environmental uncertainty. This study proposes a framework for understanding how the membership growth strategies of CSOs are shaped based on their environment. Semi-structured interviews with presidents of CSOs, alongside analysis of strategic plan documents, were used to identify strategic imperatives that CSO leaders considered when formulating their organizational strategies. These imperatives were grouped into two dimensions: organizational readiness for growth and environmental dynamism. These dimensions were then juxtaposed to create a matrix of four strategic approaches: Trailblazers, Enhancers, Maintainers, and Carers. Each approach is described in detail and implications for strategic management in community sport are discussed.

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)0.003
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.332
Threshold uncertainty score0.397

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.214
GPT teacher head0.329
Teacher spread0.116 · 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 designObservational
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

Citations5
Published2021
Admission routes1
Has abstractyes

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