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Record W2032876427 · doi:10.1080/0965254x.2012.742129

The contingent role of customer orientation and entrepreneurial orientation on product innovation and performance

2013· article· en· W2032876427 on OpenAlex
Amonrat Thoumrungroje, Olimpia C. Racela

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Strategic Marketing · 2013
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicEntrepreneurship Studies and Influences
Canadian institutionsAssumption University
Fundersnot available
KeywordsBusinessEntrepreneurial orientationMarketingCustomer orientationProduct (mathematics)Product innovationSample (material)Orientation (vector space)Path analysis (statistics)New product developmentMarket orientationEntrepreneurshipTest (biology)Computer scienceMathematics

Abstract

fetched live from OpenAlex

This paper synthesizes marketing and entrepreneurship literature and postulates the complementary nature of a customer orientation with that of an entrepreneurial orientation, then explores their relationships with product innovation and performance. A path analysis was used to test the hypotheses based on data collected from a sample of 159 strategic business units in 15 different industries. The results show that an entrepreneurial orientation does not have a relationship with product innovation unless it is coupled with the complementary effect of a customer orientation. This study also indicates that product innovation mediates this complementary effect on new product and firm performance. In addition, a customer orientation is found to exert a direct positive effect on both new product and firm performances. Although most hypotheses were supported, two out of five were not. As such, the findings present valuable practical insights as well as interesting contributions to the theoretical advancements in marketing and entrepreneurship.

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)0.001
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.150
Threshold uncertainty score0.215

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.017
GPT teacher head0.227
Teacher spread0.210 · 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