Task-based analysis of technology
Occupations are broken into tasks and matched with what technologies can do, to estimate which tasks may be automated or augmented and how wages may respond.
GCRI · Zukunft der Arbeit und Kompetenzen
Economics explains how labour markets allocate work and pay, how technology and trade change demand for skills, and how institutions such as minimum wages and sozialen Schutz shape outcomes. In this field it frames the questions about jobs, wages and transitions.
Economics and development economics study how societies produce, distribute and consume resources and how living standards change. They estimate the costs of shocks and the trade-offs among policy responses. In work and skills, society and human development and artificial intelligence, economic analysis quantifies indirect losses as shocks spread through supply chains and labour markets. It supports prioritising investment in prevention and recovery. The canonical description is on die STEM Commons.
Occupations are broken into tasks and matched with what technologies can do, to estimate which tasks may be automated or augmented and how wages may respond.
Effects of minimum wages, collective bargaining and employment protection on employment, wages and job quality are analysed with comparative evidence.
Job losses and gains from decarbonisation are traced by sector and region, with costs to displaced workers and communities estimated.
Die Ansicht, die ein Team nutzen würde, um diese Methode zu verfolgen: ihre Messgrößen, Zustände und Entscheidungen. Namen sind Beispiele, Werte sind illustrativ.
Future of work · Labour economics · Run R-4567
robuste Standardfehler
| Task exposure to automation | 0.16 | 0.16 | [−0.5, 0.4] | Nein |
| Vacancy-to-unemployed ratio | 0.38 | 0.19 | [−0.1, 0.2] | Nein |
| Training participation | 0.17 | 0.13 | [−0.5, 0.9] | Nein |
| Occupational injury rate | −0.20 | 0.07 | [−0.6, 0.3] | Nein |
Datasets and records used by economics and development economics on this platform, with the role each plays and the label its values carry. Sources are listed in dem Quellenregister.
| Daten | Rolle | Kennzeichnung |
|---|---|---|
| Occupational task data | Task content | BERICHTET |
| Labour force surveys | Employment and wages | Veröffentlichte Statistiken |
| Sector employment data | Transitions | Veröffentlichte Statistiken |
Das Modell, seine Annahmen, seine Daten und seine Unsicherheit in der Form, in der eine Wissenschaftlerin oder ein Ingenieur sie prüfen würde. Die Strukturen folgen veröffentlichten Methoden. Die dargestellten Werte sind illustrativ, keine Befunde.
The couplings between the systems in labour economics: signs of influence, a reinforcing and a balancing loop, and cross-links where stress jumps.
Models are assessed against historical episodes and out-of-sample data. Parameter estimates are compared across studies and identification strategies.
| Prüfen | Wie es gemacht wird |
|---|---|
| Context fit | Task data from one country are checked for fit before use in another |
| Comparative evidence | Institutional effects are compared across countries and periods |
| Distributional reporting | Results are reported by group, region and wage level |
Equilibrium models may understate disruption and nonlinear cascades. Informal economies and non-market losses are poorly measured.
Process explorer · Process
10 steps·4 Stufen
Verfahren
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