The Generation Z workplace: well-being and productivity for the next generation
Bibliographic record
Abstract
This interior design practicum investigates how workplace wellbeing and productivity can be optimized for members of Generation Z, who were born after 1996 and represent 23% of the Canadian population (Statistics Canada, 2016). This practicum also explores the integration of Generation Z’s values, characteristics, needs and preferences into the existing workforce, which includes members of the Baby Boomer Generation (born 1946-1964), Generation X (born 1965-1976), and Generation Y (born 1977-1995). Furthermore, this project explores how interior design strategies can facilitate organisational goals such as intergenerational knowledge transfer, succession planning, and training. The investigations of Generation Z are theoretical, as their workplace needs and preferences are still unknown. By looking at sociological and psychological theory, market research data, and current workplace trends, it is possible to anticipate what the workplace may look like in the near future. Further investigations include contextual analysis, precedent analysis, and literature reviews on the environmental and psychological factors that affect workplace wellbeing and productivity. Each investigation provides valuable insights towards designing the Generation Z workplace. The resulting design for the workplace of the future is located in one of Winnipeg, Manitoba’s newest and most environmentally responsible buildings, Centrepoint at 311 Portage Avenue. The building, which has attained a Gold certification from the Leadership in Energy and Environmental Design (LEED) Building Standard, was strategically chosen to help the proposed design achieve environmental sustainability goals. Specific human health and wellbeing goals are also implemented and measured against the criteria in the WELL Building Standard.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".