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Record W4306294826 · doi:10.1108/aaaj-02-2022-5682

Public-private partnership in Alberta, Canada: a path dependence perspective

2022· article· en· W4306294826 on OpenAlexaboutno aff
Michael Opara, Robert Rankin, Ran Ling, Thien Le

Bibliographic record

VenueAccounting Auditing & Accountability Journal · 2022
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicPublic-Private Partnership Projects
Canadian institutionsnot available
Fundersnot available
KeywordsGeneral partnershipPoliticsPublic–private partnershipOriginalityContext (archaeology)Public administrationPolitical sciencePublic relationsSociologyGeographySocial scienceQualitative research

Abstract

fetched live from OpenAlex

Purpose In this study, the authors revisit Alberta's public-private partnership (P3) program after 20 years of field level experience by retracing its historical emergence and institutional evolution given its political context. Specifically, the authors adopt a path dependence perspective to reconstruct and reexamine Alberta's P3 program emergence, reflect on the successes achieved, and articulate challenges that must be overcome to institutionalize P3s as part of Alberta's infrastructure delivery environment in the future. Design/methodology/approach Adopting a constructivist approach and a case-based methodology, the authors (re)analyze the activities of governmental agents, private industry, and other actors as part of a new infrastructure policy introduced in 2002 to transform the provincial institutional landscape to accommodate P3. Findings The authors find Alberta's P3 emergence was driven by the necessity of its infrastructure deficits, political expediency, and resource scarcity. Furthermore, with well-entrenched conservative political actors as gatekeepers, Alberta's P3 implementation demonstrated stability and incremental change simultaneously, consistent with core elements of path dependency. Following the introduction of P3 in Alberta, the province lacked formal institutional structures that would transition its P3 program from good to great and enable it to become firmly embedded in the public infrastructure delivery landscape. With the subsequent absence of P3-convinced (political) leadership and uncertainty about its P3 policy direction, Alberta was unable or unwilling to consolidate the progress made at the start of the program. Originality/value Most recently, the emergence of new political leadership in Alberta has (re)catalyzed policy progress, pointing toward a more methodical program approach, and suggesting a rediscovered confidence in P3s in the province with the establishment of a P3 Office (P3O), including nascent formal rules for unsolicited bids. These recent changes in our view make for a much more anchored policy and could lead to program sustainability and eventual institutionalization. Given the unpredictability of the recent political change, a more robust analysis of the relationship between political party control, leadership, and P3 stability is required to anticipate future policy and organizational obstacles.

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)0.003
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.130
Threshold uncertainty score0.945

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0150.015
Scholarly communication0.0080.003
Open science0.0020.005
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.042
GPT teacher head0.258
Teacher spread0.216 · 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 designQualitative
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
Published2022
Admission routes1
Has abstractyes

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