Service Customization Through Employee Adaptiveness
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.
Bibliographic record
Abstract
Customization strategies aimed at providing customers with individually tailored products and services are growing in popularity. In a service context, the responsibility for customization frequently falls on the shoulders of front-line customer contact employees. Few marketing scholars, however, have considered what it means to be adaptive in these roles and how customization behaviors can be encouraged. Drawing on marketing, organizational behavior, and psychology literatures, the authors define and empirically test antecedents of two distinct dimensions of employee adaptive behavior: interpersonal adaptive behavior and service-offering adaptive behavior. Results indicate that an employee’s level of customer knowledge, certain personality predispositions, and intrinsic motivation positively influence the propensity to adapt both their interpersonal style and the actual service offering. Implications for market segmentation, employee selection, training, and motivation are offered.
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 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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.004 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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