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Record W4406452674 · doi:10.36956/rwae.v6i1.1485

The Determinants of Entrepreneurs’ Business Performance in Rural South Jordan: Under the Mediating Role of Demographic Factors

2025· article· en· W4406452674 on OpenAlex
Jamil Salem Al Zaidanin

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

VenueResearch on World Agricultural Economy · 2025
Typearticle
Languageen
FieldComputer Science
TopicEconomic Growth and Development
Canadian institutionsIGNIS Innovation (Canada)
Fundersnot available
KeywordsEconomic geographyBusinessDevelopment economicsGeographyEconomics

Abstract

fetched live from OpenAlex

Although managing a business may seem straightforward, effectively navigating and adapting to environmental changes presents considerable challenges. In Jordan, rural entrepreneurs play a pivotal role in fostering economic development, driving prosperity, and generating employment opportunities that contribute significant value to the economy. This study aims to analyze the factors influencing the business performance of rural Jordanian entrepreneurs (BPRJE). These factors are categorized into three main areas: personal traits, the external business environment, and supportive elements. Additionally, this study investigates the direct and indirect effects of perceived demographic factors within this framework. To achieve the research objectives, data were collected using purposive sampling and a cross-sectional survey. Partial Least Squares Structural Equation Modeling (PLS-SEM) was employed for data analysis. The results indicate that both the external business environment (EBE) and personal traits (PT) have a strong direct positive impact on BPRJE and an indirect influence through the mediating role of demographic factors (DF). However, supportive elements (SEL) were not significantly and positively correlated with BPRJE, either directly or through DF mediation. Furthermore, although perceived demographic factors influence BPRJE, they weaken the relationship between supportive elements and BPRJE. This study provides a comprehensive understanding of critical success factors and the role of demographic influences on the performance of rural Jordanian entrepreneurs. This underscores the importance of continued research on emerging entrepreneurial success factors and calls for comparative studies on rural entrepreneurship across different regional and global contexts to better address their unique challenges and opportunities.

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 score0.029
Threshold uncertainty score0.236

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.020
GPT teacher head0.261
Teacher spread0.241 · 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