Achieving Organizational Flexibility and Competitive Advantage Through Information Systems Flexibility: A Path Analytic Study
Why this work is in the frame
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Bibliographic record
Abstract
This paper presents an empirical study to examine the relationship between IS flexibility, organizational flexibility, and competitive advantage. The study presumes IS usage and organizational learning as the intermediate variables. The study used a questionnaire survey to obtain responses from IS users. The survey was carried out with 296 user-respondents from 42 organizations across eight industrial sectors. For the purpose of gaining more insight into a variable, its dimensions were considered. These dimensions were evolved from the literature. The qualitative scales for the dimensions were explained with a scale table. The scale table was constructed using fuzzy possibility values. Each respondent used this table as a guideline before responding to each item in the questionnaire. The data analysis validates the relationship between IS flexibility, organizational flexibility, and competitive advantage. The results of path analysis confirmed that organizational flexibility and competitive advantage could be achieved through IS flexibility.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.006 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it