MétaCan
Menu
Back to cohort
Record W3085656625

Конкурентоспроможність українських підприємств на міжнародному ринку ІТ-аутсорсингу

2013· article· ru· W3085656625 on OpenAlex
Ganna Duginets, I. Ryelina

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

VenueПроблемы и перспективы развития сотрудничества между странами Юго-Восточной Европы в рамках ЧЭС и ГУАМ · 2013
Typearticle
Languageru
FieldEconomics, Econometrics and Finance
TopicEconomic Issues in Ukraine
Canadian institutionsnot available
Fundersnot available
KeywordsOutsourcingBusinessUkrainianMarket shareQuality (philosophy)CommerceBusiness administrationMarketing
DOInot available

Abstract

fetched live from OpenAlex

In this paper a study of the definition of the competitiveness of Ukrainian enterprises on the international market of IT outsourcing is made. The current state of the international outsourcing market is analyzed, and the resulting conclusion is that even slight growth during crisis indicates high efficiency of the industry and demand for services of the outsourcing market. It has been determined that the largest consumer of business process outsourcing services is North American market. (USA, Canada). The second in importance consumer market for this type of services is the Western Europe region. The third largest customer of outsourcing services is Japan. The features of development of IT outsourcing on the Ukrainian market are studied. It was determined that, as of right now, the Ukrainian market of software development services and IT outsourcing is the largest one in Central and Eastern Europe. A significant number of highly skilled IT professionals provide the reliability of growth of the industry and focus on providing high quality IT services on the global market. It is proved that Ukrainian enterprises have significant competitive advantages on the international market of IT outsourcing.

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)0.007
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Open science, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.419
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.003
Meta-epidemiology (narrow)0.0070.009
Meta-epidemiology (broad)0.0100.005
Bibliometrics0.0050.005
Science and technology studies0.0030.003
Scholarly communication0.0040.007
Open science0.0100.005
Research integrity0.0050.007
Insufficient payload (model declined to judge)0.0640.176

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 head0.025
GPT teacher head0.197
Teacher spread0.172 · 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