Start from work, not only job titles.
Many changes appear first inside task clusters, workflow timing, supervision patterns, and exception handling before a job title changes.
Method & Sources
How the tools read labor change.
Robot Labor uses a curated, rule-based framework to organize research questions about task redistribution, human judgment, shared systems, and responsibility. Public source families provide context for those readings; neither the method nor the sources produce automatic forecasts.
01 / Reading method
Start from the work system, then trace how participation changes.
The method is designed to keep tool outputs interpretable: begin with tasks and workflow, separate different kinds of work, identify shared systems, and state the limits of the reading.
Separate machine-fit and human-core layers.
Routine, measurable, repeatable layers are read differently from trust-based, safety-sensitive, emotionally demanding, or judgment-heavy layers.
Look for shared systems.
The tools emphasize hybrid work: monitoring, escalation, handoffs, coordination, and responsibility distribution between people and machines.
Treat the result as a discussion aid.
Each output is a structured research prompt based on the selected input and current research classifications. Local law, workplace design, management choices, budget, and technology maturity can produce different readings.
Reading bands
Directional categories, not numerical scores.
The Role Change Checker reports restructuring pressure as Low, Moderate, or High. The bands are qualitative rule-based readings of the selected role or work traits; they are not probabilities, percentages, labor-market forecasts, or estimates of job-loss risk.
02 / Sources & evidence
What supports the tool readings.
The current tool set uses public source families and curated editorial records. Sources help define context, normal role scope, structural patterns, and institutional constraints; they do not determine the outcome for a worker, workplace, or sector.
Role boundaries and task taxonomies
O*NET OnLine and comparable public occupation frameworks help define role boundaries, common tasks, work activities, and work contexts.
Employment structure and outlook
Public labor agencies provide occupational definitions and broad structural trends used as context rather than deterministic forecasts.
Skills, work change, and policy
International Labour Organization, OECD, Eurofound, and Cedefop materials support cross-country context on skills and changing work.
Workflow and industry reports
Public industry studies and institutional workflow material help identify recurring redesign patterns without imposing one model on every workplace.
Regulation, licensing, and safety context
Public regulators, professional standards bodies, educational authorities, health guidance, and safety rules help identify where human responsibility remains central.
03 / Editorial practice
Static records, reviewed when content changes.
The interactive tools use curated local JSON records rather than a live labor-market feed. Tool results are structured readings assembled from those records; they are not source citations, forecasts, or automatically updated statistics.
Named public sources should be identified in articles or Frameworks when a claim materially depends on them. Source families and tool records are reviewed when related content changes; there is no live feed or fixed refresh schedule. The source notes were last reviewed on August 3, 2026.
Corrections, missing sources, and update suggestions can be sent through the Contact page.
04 / Use boundary
Structured context, not a decision system.
The method organizes public evidence and project classifications into directional readings; it cannot predict an individual job outcome or determine what a workplace should do. Local facts, consultation with affected workers, sector requirements, and relevant professional judgment remain necessary when applying the analysis to a real setting.