The Insight Study of Consumer Life-styles and Purchasing Behaviors in Songkla Province, Thailand
Bibliographic record
Abstract
Purposes of the insight study of consumer life-styles and purchasing behaviors in Songkla province, Thailand” were: 1)to understand consumer life-styles and purchasing behaviors; 2) to determine the factors affecting consumer life-stylesand purchasing behaviors; and 3) to examine consumer attitudes among traditional and modern trade channels. The data were collected through self-administered questionnaires among a sample of 300 consumers in Songkla province.Descriptive and inferential statistics, composed of frequency, percentage, t-test, and multiple regression, were used inthe data analysis. The results indicated that consumer life-styles oriented in outgoing, dependent in decision making,economically conscious, necessity and convenience concern. The purchasing behaviors were focus on product variety,facility & service, outlet location, pricing, product quality, refreshment of product and product modernity. At a 0.05statistically significant level, demographic and socio-economic characteristics affecting consumer life-styles andpurchasing behaviors. There were discernable consumers’ attitudinal differences between traditional and modern tradechannels.
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How this classification was reachedexpand
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".