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Record W4410260526 · doi:10.36887/2524-0455-2025-2-2

Tools of public administration: an innovative approach

2025· article· en· W4410260526 on OpenAlexaboutno aff
Andrii Okhrimenko

Bibliographic record

VenueActual problems of innovative economy and law · 2025
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicLabor Market and Education
Canadian institutionsnot available
Fundersnot available
KeywordsAdministration (probate law)Public administrationBusinessPolitical scienceComputer scienceEngineering managementEngineering

Abstract

fetched live from OpenAlex

The article reveals the theoretical and methodological foundations of the study of innovative public administration instruments in the context of the transformation of the modern model of governance. The author emphasizes the need to rethink the instrumental support of public policy in the context of digitalization, the growing complexity of social demands, decentralization, and service reorientation of government. The author analyzes modern approaches to the classification of tools by the type of managerial interaction (vertical and horizontal), functional purpose (analytical, communication, managerial, and organizational), and level of technological development (traditional, digital, innovative tools). Particular attention is paid to the tools of e-democracy, crowdsourcing, and public monitoring, which open new opportunities for citizen participation in policymaking. The international experience of applying innovative management practices in the Nordic countries, Estonia, and Canada is summarized, and the prospects for their application in Ukraine are analyzed. It is found that the effective adaptation of innovative tools to Ukrainian conditions requires compliance with the principles of localization, institutional sustainability, participatory approach, human resource development, and ethical integrity. The article substantiates the need to create an institutional environment in which innovations in governance are viewed as a tool for strengthening the capacity of communities, improving the quality of public services, and building trust in the government. An innovative approach to public administration forms the basis for the transition to flexible, client-oriented, and socially responsible governance models. Expanding the toolkit of management actions facilitates the integration of digital technologies into the daily activities of public authorities, which increases the transparency and effectiveness of policies. The conceptualization of innovative tools proposed in the article opens new research areas in managerial transformations and digital governance. Keywords: public administration, innovative tools, e-governance, smart tools, digital transformation, participatory governance, institutional adaptation, e-democracy, participatory tools, management technologies.

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)0.001
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: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.543
Threshold uncertainty score0.659

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.059
GPT teacher head0.262
Teacher spread0.203 · 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 designTheoretical or conceptual
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
Published2025
Admission routes1
Has abstractyes

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