Relative Deprivation vs. Transition: Rehabilitating laid-off young oil workers in Kelowna and beyond
Bibliographic record
Abstract
Our paper investigates young and early career mobile workers as well as their home communities in the Okanagan Valley. By using random selection methodology and open-ended interviews, this paper further explores two inter-related objectives: mobile workers’ relative deprivation from unemployment and poor financial management planning / skills and (2) impacts on family / relationships. Initial findings indicate multiple issues ranging from limited or zero savings, to lack of awareness in financial management and strain on family life. Building upon that, the findings further offer to broader perspectives. For example, rising inflation combined a stagnant wage could lead to deepening economic inequality. Finally, this paper also aims to identify measures that can be implemented through public-private initiatives to enable the laid off oil workers to transition into Kelowna’s thriving construction and housing sector, among others. Resume Notre article enquete sur les jeunes travailleurs ayant une carriere mobile precoce, ainsi que sur leurs communautes natales, dans la vallee d'Okanagan. En utilisant une methode de selection aleatoire et des entrevues a questions ouvertes, cet article explore davantage deux objectifs inter-relies: (a) la privation relative de travail des travailleurs mobiles et la mauvaise planification/competence manageriale financiere; (b) les impacts sur la famille/ les relations. Les premieres constatations indiquent de multiples problemes allant d' epargnes limitees ou inexistantes a un manque de conscience dans la gestion financiere entrainant de la tension dans la vie familiale. Bases sur ces faits, les resultats offrent une plus grande perspective. Par exemple, l'inflation en hausse combinee a une stagnation du salaire pourrait mener a une aggravation des inegalites economiques. Enfin, cet article vise aussi a identifier les mesures qui peuvent etre appliquees a travers des initiatives privees-publiques afin de permettre aux travailleurs licencies de l'industrie petroliere de pouvoir faire une transition vers le secteur florissant de la construction et du bâtiment de Kelowna, secteur dynamique parmi tant d'autres.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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".