What is happening now
AI capability and adoption are being measured across industries.
Future 2030–2036
Prepare for possibilities, not promises.
Research-informed questions for the technologies and sectors that may shape the next decade.
Exploratory scenario framework. Sector notes below are questions for investigation, not current market rankings or guaranteed forecasts.
AI
Why it matters
Test whether a specific task becomes cheaper, faster or more reliable.
Business opportunities
Workflow services, integration and quality evaluation.
Risks
Reliability, liability, operating cost and adoption friction.
Skills to learn
Data literacy, process design, software integration and evaluation.
5–10 year outlook
Adoption may widen if reliability and economics improve; uneven uptake is also plausible.
AI: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research Stanford HAI · 2026 AI Index
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Robotics
What is happening now
AI capability and adoption are being measured across industries.
Why it matters
Test whether a specific task becomes cheaper, faster or more reliable.
Business opportunities
Workflow services, integration and quality evaluation.
Risks
Reliability, liability, operating cost and adoption friction.
Skills to learn
Data literacy, process design, software integration and evaluation.
5–10 year outlook
Adoption may widen if reliability and economics improve; uneven uptake is also plausible.
Robotics: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research Stanford HAI · 2026 AI Index
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Autonomous systems
What is happening now
AI capability and adoption are being measured across industries.
Why it matters
Test whether a specific task becomes cheaper, faster or more reliable.
Business opportunities
Workflow services, integration and quality evaluation.
Risks
Reliability, liability, operating cost and adoption friction.
Skills to learn
Data literacy, process design, software integration and evaluation.
5–10 year outlook
Adoption may widen if reliability and economics improve; uneven uptake is also plausible.
Autonomous systems: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research Stanford HAI · 2026 AI Index
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Energy
What is happening now
Energy-system research uses different policy and technology scenarios.
Why it matters
Infrastructure and input costs can reshape the economics of a business.
Business opportunities
Efficiency services, monitoring and supplier improvements.
Risks
Capital intensity, permitting, infrastructure and policy changes.
Skills to learn
Project economics, measurement, procurement and scenario planning.
5–10 year outlook
Different policy, demand and investment paths imply different opportunities; no single path is certain.
Energy: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research IEA · 2025 World Energy Outlook
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Climate technology
What is happening now
Energy-system research uses different policy and technology scenarios.
Why it matters
Infrastructure and input costs can reshape the economics of a business.
Business opportunities
Efficiency services, monitoring and supplier improvements.
Risks
Capital intensity, permitting, infrastructure and policy changes.
Skills to learn
Project economics, measurement, procurement and scenario planning.
5–10 year outlook
Different policy, demand and investment paths imply different opportunities; no single path is certain.
Climate technology: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research IEA · 2025 World Energy Outlook
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Manufacturing
What is happening now
Energy-system research uses different policy and technology scenarios.
Why it matters
Infrastructure and input costs can reshape the economics of a business.
Business opportunities
Efficiency services, monitoring and supplier improvements.
Risks
Capital intensity, permitting, infrastructure and policy changes.
Skills to learn
Project economics, measurement, procurement and scenario planning.
5–10 year outlook
Different policy, demand and investment paths imply different opportunities; no single path is certain.
Manufacturing: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research IEA · 2025 World Energy Outlook
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Fintech
What is happening now
Employer research identifies technological and structural pressures on jobs and skills.
Why it matters
A sector opportunity depends on a specific customer need and route to adoption.
Business opportunities
Evaluate training, workflow support, compliance processes and specialist services.
Risks
Regulation, technical maturity, buyer trust, funding and delivery capacity.
Skills to learn
Domain knowledge, customer discovery, security and commercial judgement.
5–10 year outlook
Use branching scenarios. The cited labour-market study runs to 2030; any extension to 2036 is ITERAQ’s exploratory framing, not its forecast.
Fintech: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research World Economic Forum · 7 January 2025
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Digital payments
What is happening now
Employer research identifies technological and structural pressures on jobs and skills.
Why it matters
A sector opportunity depends on a specific customer need and route to adoption.
Business opportunities
Evaluate training, workflow support, compliance processes and specialist services.
Risks
Regulation, technical maturity, buyer trust, funding and delivery capacity.
Skills to learn
Domain knowledge, customer discovery, security and commercial judgement.
5–10 year outlook
Use branching scenarios. The cited labour-market study runs to 2030; any extension to 2036 is ITERAQ’s exploratory framing, not its forecast.
Digital payments: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research World Economic Forum · 7 January 2025
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Biotech
What is happening now
Employer research identifies technological and structural pressures on jobs and skills.
Why it matters
A sector opportunity depends on a specific customer need and route to adoption.
Business opportunities
Evaluate training, workflow support, compliance processes and specialist services.
Risks
Regulation, technical maturity, buyer trust, funding and delivery capacity.
Skills to learn
Domain knowledge, customer discovery, security and commercial judgement.
5–10 year outlook
Use branching scenarios. The cited labour-market study runs to 2030; any extension to 2036 is ITERAQ’s exploratory framing, not its forecast.
Biotech: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research World Economic Forum · 7 January 2025
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Healthcare
What is happening now
Employer research identifies technological and structural pressures on jobs and skills.
Why it matters
A sector opportunity depends on a specific customer need and route to adoption.
Business opportunities
Evaluate training, workflow support, compliance processes and specialist services.
Risks
Regulation, technical maturity, buyer trust, funding and delivery capacity.
Skills to learn
Domain knowledge, customer discovery, security and commercial judgement.
5–10 year outlook
Use branching scenarios. The cited labour-market study runs to 2030; any extension to 2036 is ITERAQ’s exploratory framing, not its forecast.
Healthcare: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research World Economic Forum · 7 January 2025
Read original ↗
Cybersecurity
What is happening now
Employer research identifies technological and structural pressures on jobs and skills.
Why it matters
A sector opportunity depends on a specific customer need and route to adoption.
Business opportunities
Evaluate training, workflow support, compliance processes and specialist services.
Risks
Regulation, technical maturity, buyer trust, funding and delivery capacity.
Skills to learn
Domain knowledge, customer discovery, security and commercial judgement.
5–10 year outlook
Use branching scenarios. The cited labour-market study runs to 2030; any extension to 2036 is ITERAQ’s exploratory framing, not its forecast.
Cybersecurity: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research World Economic Forum · 7 January 2025
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Defence technology
What is happening now
Employer research identifies technological and structural pressures on jobs and skills.
Why it matters
A sector opportunity depends on a specific customer need and route to adoption.
Business opportunities
Evaluate training, workflow support, compliance processes and specialist services.
Risks
Regulation, technical maturity, buyer trust, funding and delivery capacity.
Skills to learn
Domain knowledge, customer discovery, security and commercial judgement.
5–10 year outlook
Use branching scenarios. The cited labour-market study runs to 2030; any extension to 2036 is ITERAQ’s exploratory framing, not its forecast.
Defence technology: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research World Economic Forum · 7 January 2025
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Mobility
What is happening now
Employer research identifies technological and structural pressures on jobs and skills.
Why it matters
A sector opportunity depends on a specific customer need and route to adoption.
Business opportunities
Evaluate training, workflow support, compliance processes and specialist services.
Risks
Regulation, technical maturity, buyer trust, funding and delivery capacity.
Skills to learn
Domain knowledge, customer discovery, security and commercial judgement.
5–10 year outlook
Use branching scenarios. The cited labour-market study runs to 2030; any extension to 2036 is ITERAQ’s exploratory framing, not its forecast.
Mobility: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research World Economic Forum · 7 January 2025
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Logistics
What is happening now
Employer research identifies technological and structural pressures on jobs and skills.
Why it matters
A sector opportunity depends on a specific customer need and route to adoption.
Business opportunities
Evaluate training, workflow support, compliance processes and specialist services.
Risks
Regulation, technical maturity, buyer trust, funding and delivery capacity.
Skills to learn
Domain knowledge, customer discovery, security and commercial judgement.
5–10 year outlook
Use branching scenarios. The cited labour-market study runs to 2030; any extension to 2036 is ITERAQ’s exploratory framing, not its forecast.
Logistics: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research World Economic Forum · 7 January 2025
Read original ↗
Space
What is happening now
Employer research identifies technological and structural pressures on jobs and skills.
Why it matters
A sector opportunity depends on a specific customer need and route to adoption.
Business opportunities
Evaluate training, workflow support, compliance processes and specialist services.
Risks
Regulation, technical maturity, buyer trust, funding and delivery capacity.
Skills to learn
Domain knowledge, customer discovery, security and commercial judgement.
5–10 year outlook
Use branching scenarios. The cited labour-market study runs to 2030; any extension to 2036 is ITERAQ’s exploratory framing, not its forecast.
Space: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research World Economic Forum · 7 January 2025
Read original ↗
Quantum computing
What is happening now
Employer research identifies technological and structural pressures on jobs and skills.
Why it matters
A sector opportunity depends on a specific customer need and route to adoption.
Business opportunities
Evaluate training, workflow support, compliance processes and specialist services.
Risks
Regulation, technical maturity, buyer trust, funding and delivery capacity.
Skills to learn
Domain knowledge, customer discovery, security and commercial judgement.
5–10 year outlook
Use branching scenarios. The cited labour-market study runs to 2030; any extension to 2036 is ITERAQ’s exploratory framing, not its forecast.
Quantum computing: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research World Economic Forum · 7 January 2025
Read original ↗
Education
What is happening now
Employer research identifies technological and structural pressures on jobs and skills.
Why it matters
A sector opportunity depends on a specific customer need and route to adoption.
Business opportunities
Evaluate training, workflow support, compliance processes and specialist services.
Risks
Regulation, technical maturity, buyer trust, funding and delivery capacity.
Skills to learn
Domain knowledge, customer discovery, security and commercial judgement.
5–10 year outlook
Use branching scenarios. The cited labour-market study runs to 2030; any extension to 2036 is ITERAQ’s exploratory framing, not its forecast.
Education: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research World Economic Forum · 7 January 2025
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Future of work
What is happening now
Employer research identifies technological and structural pressures on jobs and skills.
Why it matters
A sector opportunity depends on a specific customer need and route to adoption.
Business opportunities
Evaluate training, workflow support, compliance processes and specialist services.
Risks
Regulation, technical maturity, buyer trust, funding and delivery capacity.
Skills to learn
Domain knowledge, customer discovery, security and commercial judgement.
5–10 year outlook
Use branching scenarios. The cited labour-market study runs to 2030; any extension to 2036 is ITERAQ’s exploratory framing, not its forecast.
Future of work: this is a research framework. A sector-specific evidence review is required before publishing a current assessment.
Research World Economic Forum · 7 January 2025
Read original ↗