The Aging of the World's Population and Its Effects on Global Business
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Theoretical or conceptualConsensus signal: none
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.726
- Threshold uncertainty score
- 0.193
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
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) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.220 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
The rapid aging of the world's population will bring unprecedented and important changes in the global economic environment, creating unique challenges and opportunities for businesses worldwide. These challenges and opportunities span multiple business areas, including strategy, human resources, cross-cultural management, and marketing, while operating simultaneously at the functional, corporate, and public policy levels nationally and internationally. In this paper, we first present an overview of the aging situation globally and the challenges that result from it. Then we explain some of the reasons behind demographic shifts in different countries, and how a graying population affects macroeconomic systems. Finally, we analyze the implications for businesses, in terms of both opportunities and challenges, and provide insights on how businesses can cope with these changes. We explain our findings through several themes that emerge from our research and discuss their implications for global businesses.
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.
The record
- Venue
- Academy of Management Perspectives
- Topic
- Economic and Technological Innovation
- Field
- Economics, Econometrics and Finance
- Canadian institutions
- Simon Fraser University
- Funders
- not available
- Keywords
- Population ageingBusinessPopulationBusiness environmentWorld populationMarketingGlobal environmental analysisHuman resourcesEconomic growthEconomicsDeveloping countrySociologyManagement
- Has abstract in OpenAlex
- yes