Integrated operational services: meeting continuously changing needs and expectations
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
This paper aims to provide a practitioner's view as to how property and facilities management professionals, and their colleagues in other operation support areas need to respond to changing customer needs and expectations. The views expressed are based on the author's extensive experience of property strategy, workplace innovation and service management, both as a consultant adviser and more recently in his current position as director of infrastructure operations for PricewaterhouseCoopers in the UK. While recognising the progress that has been made in improving the style, mix and efficiency of office environments, the author argues that these changes must be accompanied by improvements in service delivery. There are three aspects to this. First, closer engagement with the customer, based on a real understanding of business drivers and needs. Second, better integration with the whole operations community acting as one recognising the increasing impact of connectivity and flexible working on accommodation solutions. Third, creating an enhanced customer experience more akin to that of a good restaurant or hotel. This paper should be of interest to professionals who are involved in the planning or implementation of new accommodation or the introduction of new practices such as sharing or hotelling.
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 | 0.000 | 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 | 0.000 | 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) | 0.001 | 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 it