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Record W4391145009 · doi:10.21203/rs.3.rs-3879704/v1

Exploring the Nexus of Sustainable Entrepreneurship: A Qualitative Inquiry into the Interplay of Inflation, Service Quality, and Technology Adoption in Business Processes within the TOE Framework

2024· preprint· en· W4391145009 on OpenAlexaff
Mason Cooper, Noah Bennett, Isabella Hayes

Bibliographic record

VenueResearch Square · 2024
Typepreprint
Languageen
FieldBusiness, Management and Accounting
TopicEntrepreneurship Studies and Influences
Canadian institutionsKellogg's (Canada)
Fundersnot available
KeywordsNexus (standard)EntrepreneurshipQuality (philosophy)BusinessMarketingService (business)Knowledge managementIndustrial organizationEconomicsEngineeringFinanceComputer science

Abstract

fetched live from OpenAlex

Abstract This qualitative inquiry delves into the intersection of sustainable entrepreneurship, exploring the interplay among inflation, service quality, and technology adoption within the Technology-Organization-Environment (TOE) framework. The primary objective is to gain profound insights into the adaptive strategies employed by entrepreneurs, illuminating their commitment to sustainability amidst economic uncertainties. In adopting a qualitative research design, the study employed semi-structured interviews with entrepreneurs actively immersed in sustainable ventures. Thematic analysis served as the methodological lens, allowing for the systematic identification of patterns and connections within the collected data. The findings reveal the intricate dynamics of sustainable entrepreneurship. Entrepreneurs strategically navigate the challenges posed by inflation, showcasing innovative approaches such as dynamic pricing mechanisms. Service quality emerges as a linchpin, not merely as a transactional consideration but as a fundamental element fostering customer relationships. Moreover, technology adoption is unveiled as a transformative force, influencing both operational efficiency and the overarching sustainability of ventures within the TOE framework. Acknowledging the qualitative nature of the study, there is a recognition of the limitations in terms of generalizability. Future research endeavors could enrich the exploration by incorporating the perspectives of diverse stakeholders and broadening the sample, thereby enhancing the applicability of the study's insights. Practically, entrepreneurs stand to benefit from the study's findings by gaining practical insights for adeptly navigating economic uncertainties. The research underscores the significance of fostering customer relationships and strategically incorporating technology to align with sustainability goals. In the realm of societal implications, this study contributes significantly to the ongoing discourse on sustainable entrepreneurship. It emphasizes the broader benefits accruing to society when businesses are steadfastly committed to environmental and social responsibility. The originality and value of this research lie in its provision of unique insights into the interconnected dynamics of sustainable entrepreneurship. By shedding light on how entrepreneurs intricately balance economic viability with environmental and social goals, the study adds depth to the current understanding of sustainable business practices. As with any research endeavor, limitations are acknowledged. Sample specificity and potential researcher bias are recognized factors that may influence the generalizability of the findings. These constraints, however, do not diminish the valuable contributions made by this exploration into the multifaceted landscape of sustainable 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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.017
metaresearch head score (Gemma)0.018
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.017
Threshold uncertainty score0.091

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0170.018
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0070.012
Scholarly communication0.0050.005
Open science0.0010.006
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.142
GPT teacher head0.419
Teacher spread0.277 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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
Published2024
Admission routes1
Has abstractyes

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