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Record W3194952539 · doi:10.3390/jrfm14080383

Risk and Opportunity—The Leadership Challenge in a World of Uncertainty—Learnings from Research into the Implementation of the Australian National Disability Insurance Scheme

2021· article· en· W3194952539 on OpenAlexvenueno aff
David Rosenbaum, Elizabeth More

Bibliographic record

VenueJournal of risk and financial management · 2021
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicCommunity Development and Social Impact
Canadian institutionsnot available
Fundersnot available
KeywordsImplementationTransformational leadershipPreparednessRisk managementProcess managementBusinessPublic relationsEngineeringPolitical scienceManagementFinanceEconomics

Abstract

fetched live from OpenAlex

This paper considers the risks and opportunities inherent in a major national change process through a descriptive approach to the implementation challenges for Australian non-profit disability service providers as they grapple with the implementation of the transformational National Disability Insurance Scheme (NDIS). It highlights the leadership challenges associated with the newly developed NDIS Implementation Framework and, in doing so, recognises the risk and opportunity issues contained with that implementation process. The research used grounded theory coupled with framework analysis in a qualitative study that, in part, sought to identify leadership characteristics deemed necessary to minimize risks, capitalize on opportunities, and support positive change outcomes leading to successful NDIS implementations amongst several participating organisations, each with differing demographics and at different stages in the implementation process. The findings, which have been grouped into phases, suggest a range of leadership attributes at key phases of the NDIS implementation that are necessary to minimise implementation risks and maximise opportunities associated with the NDIS. These phases have been identified as: (i) An input phase where the emphasis must be on internal change preparedness and external environmental impacts and drivers; (ii) A process phase where the emphasis is on direct implementation issues; and (iii) An outcomes phase where active consideration needs to be on organisational mission sustainability, as well as the risk and opportunity challenge. The study is crucial in revealing leadership challenges and lessons for large scale change and risk management in the non-profit sector, within and beyond the specific case of Australia’s NDIS implementation, useful for both scholars and practitioners.

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)0.004
metaresearch head score (Gemma)0.001
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 score0.084
Threshold uncertainty score0.821

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.146
GPT teacher head0.337
Teacher spread0.191 · 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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