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Record W2952357669 · doi:10.5430/ijfr.v10n5p66

Theorizing Servitisation for SME Performance

2019· article· en· W2952357669 on OpenAlexvenueno aff
Arman Hj. Ahmad, Norsida Shafaruddin, Ridzuan Masri, Normy Rafida Abdul Rahman, Wan Sabri Wan Hussin

Bibliographic record

VenueInternational Journal of Financial Research · 2019
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicService and Product Innovation
Canadian institutionsnot available
Fundersnot available
KeywordsIndustrial organizationBusinessProduct (mathematics)Competition (biology)MarketingMathematics

Abstract

fetched live from OpenAlex

Introduction: Over the last three decades, servitisation has progressively become a key strategic choice for manufacturing companies. Recognizing the increased emphasis on services with traditional product offerings, the term servitisation refers to the innovative increase in value a company can achieve by creating a viable amalgamation of products and services. Furthermore, their reasons to pursue servitisation could be similar to those of large firms. As such, understanding how servitisation works in SMEs is of tremendous economic importance.Methodology: This paper is a qualitative in nature and aiming to understand the practice of integrating services into products via added value and its importance to SMEs in Malaysia by theorizing the concept of servitisation for SME performance. The clear understanding of the concept could contribute to better development of SME sector in Malaysia. Careful analyses of fifty articles with different themes on servitisation yields some insights on issues prevalent in the matter.Results: Current servitisation research suggests that transitioning to a broader servitisation model for a firm that operates a traditional product model requires a significant amount of assets. However, many SMEs do not have an expendable amount of resources to refit their firms for a progressive servitisation model. Additional elements that act as barriers in SME servitising strategies involve overwhelming competition from wealthier and better-known organizations and an inherently diminished range of influence on the market.Conclusion/- and Recommendations: Absence of servitisation research in SMEs establishes an important area for extended study as SMEs represent the largest margin of all firms. Additionally, SME organizations’ servitisation efforts warrant examination because their access (or lack thereof) to important organizational resources manifest in manners distinct from larger firms.

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)0.002
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.574
Threshold uncertainty score0.243

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
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 head0.067
GPT teacher head0.355
Teacher spread0.287 · 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 designNot applicable
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".

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Citations3
Published2019
Admission routes1
Has abstractyes

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