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Record W46576325

Beyond Traditional IT-enabled Innovation: Exploring Frugal IT Capabilities

2014· article· en· W46576325 on OpenAlexaff
Suchit Ahuja, Yolande E. Chan

Bibliographic record

VenueJournal of the Association for Information Systems · 2014
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInnovation and Socioeconomic Development
Canadian institutionsQueen's University
Fundersnot available
KeywordsEmerging marketsInnovation managementKnowledge managementCompetitive advantageIndustrial organizationBusinessOpen innovationResource (disambiguation)ImprovisationEconomicsMarketingComputer science
DOInot available

Abstract

fetched live from OpenAlex

Innovation programs in developed economies are centered on resource richness and abundance. As firms seek newer innovation paradigms to sustain competitive advantage, we suggest the use of “frugal innovation”, which originates in emerging economies and is rooted in low cost approaches, constrained resources, and flexible improvisation. Frugal innovation principles when viewed from the theoretical lens of IT capability, RBV, and other related literature, can provide a rich foundation for frugal IT innovation research. In this exploratory paper, we explain the concept of frugal innovation and its position within a number of existing innovation paradigms. This is a significant contribution considering the number of emerging innovation concepts. We also demonstrate the potential integration of frugal innovation principles with traditional IT-enabled innovation approaches – a concept we call “frugal IT innovation”. We then explore potential “frugal IT capabilities” that may enable frugal IT innovation and finally provide propositions to guide future research.

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)0.004
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: none
Teacher disagreement score0.807
Threshold uncertainty score0.578

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.005
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 head0.044
GPT teacher head0.215
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

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".

Quick stats

Citations19
Published2014
Admission routes1
Has abstractyes

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