THE SHORT ANSWER

Begin with the domain knowledge and transferable skills you already use, identify an adjacent capability demanded by changing tasks, practise it through a real project and collect evidence of improvement. A focused bridge is usually more actionable than total reinvention.

Move one capability at a time

A marketer may add experimentation and AI-assisted analysis. An analyst may add decision communication and workflow automation. A manager may add agent oversight and process design. The existing domain remains part of the value.

Build an adjacent-skill bridge

  1. Name a changing task in your current or target role.
  2. List the knowledge and relationships you already bring.
  3. Choose one adjacent capability that improves the task.
  4. Build a small work sample using it.
  5. Seek feedback from someone who understands the outcome.
  6. Revise and document what you learned.

Use labour signals carefully

Job descriptions, practitioner conversations and project demand can reveal local skill needs. Regional job-posting studies are useful but miss informal work and may overrepresent digitally advertised roles. Treat a trend as a question to investigate, not an order to abandon your field.

Evidence & context: World Bank

Reskilling conditions are unequal

Time, equipment, language, employer support and access to meaningful practice shape who can adapt. OECD evidence treats training as a shared responsibility across workers, employers and policy—not a moral test imposed only on individuals.

A realistic plan protects a small recurring practice window and produces useful work before adding another course.

Evidence & context: OECD

Sources & further reading

  1. Skills in the AI Age

    OECD. A 2026 synthesis of cross-country evidence on AI adoption, task change and complementary skills. Country, sector and firm differences mean its findings do not produce one universal skills ranking.

  2. Empowering the Workforce in the Context of a Skills-First Approach

    OECD. A 2025 review of skills-first hiring and workforce development. Demonstrated skills can complement qualifications and experience, but access to validation and employer recognition remains uneven.

  3. South Asia Development Update: Jobs, AI, and Trade

    World Bank. A 2025 regional report using labour data and job postings to distinguish AI exposure from human complementarity in South Asia. Online listings underrepresent informal and some local labour markets, so the findings are directional rather than a complete picture of India or the region.

Examples and exercises are illustrative unless attributed to a source. No independent expert review is claimed.

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