Importance of Informal Skills for Sporting Goods Retailers in the Service Relationship
Bibliographic record
Abstract
We discuss the everyday work of sporting goods salespeople in France, stressing the importance of informal and relational skills in the service relationship, which draws on the seller and buyer’s shared interest in sports. Salespeople do far more than just perform predefined tasks. Their effectiveness depends largely on being able to develop personal relationships with customers. We collected quantitative and qualitative data through four methods: 1) a questionnaire sent in 2019 to all sports and recreational retail managers in the Grand Est region of France (n=61); 2) an analysis of job listings posted in the press, online and in stores in 2019 and 2020 (n=152), which we used to draw up a list of skills and qualifications for the advertised positions; 3) semi-structured interviews with salespeople and store managers (n=20) on their everyday work, their relationships to sporting goods and their perceptions of customer relationships; and 4) ethnographic observation of everyday sales work in ten stores (January-February 2020). In service work, a sense of selflessness is valued, as reflected in the practice of adaptive selling. Salespeople develop a sense of the customers’ lifestyle and approach to sports and create verbal, cognitive and emotional closeness. The personal relationships that develop through such adjustments ultimately facilitate sales transactions, whose meaning is socially constructed by both parties.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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".