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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 OpenAlex
Michael Opara, Robert Rankin, Ran Ling, Thien Le

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

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.

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)0.009
metaresearch head score (Gemma)0.008
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.497
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.008
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.003
Science and technology studies0.0030.000
Scholarly communication0.0030.007
Open science0.0020.002
Research integrity0.0000.003
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 head0.042
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