Context for observed market signals

Strong learning attention

21

Established core capability

0

Emerging opportunity

21

Specialist / niche

9

Insufficient evidence

37

Evidence period: 2026-W43 · compared with 2026-W42

1. Artificial Intelligence

   Strong learning attention

   Observed jobs

   307

   Employers

   27

   Sources

   27

   Demand share

   4.6%

   Demand level

   High

   Employer breadth

   Broad

   Momentum

   Rising

   Persistence

   Strong

   Confidence

   High · 85.8%

   Movement

   Rising

   Volatile

   Why this category?

   • Current rank: #1
   • 27 employers · 27 sources
   • Confidence: high
   • Persistence: strong (100%)

   Demand is strengthening across multiple employers and may merit additional curriculum or training attention.

2. Machine Learning

   Strong learning attention

   Observed jobs

   87

   Employers

   19

   Sources

   19

   Demand share

   1.3%

   Demand level

   High

   Employer breadth

   Broad

   Momentum

   Rising

   Persistence

   Moderate

   Confidence

   High · 85%

   Movement

   Rising

   Volatile

   Why this category?

   • Current rank: #4
   • 19 employers · 19 sources
   • Confidence: high
   • Persistence: moderate (63%)

   Demand is strengthening across multiple employers and may merit additional curriculum or training attention.

3. Business Development

   Strong learning attention

   Observed jobs

   77

   Employers

   15

   Sources

   15

   Demand share

   1.2%

   Demand level

   High

   Employer breadth

   Broad

   Momentum

   Rising

   Persistence

   Strong

   Confidence

   High · 85%

   Movement

   Rising

   Volatile

   Why this category?

   • Current rank: #5
   • 15 employers · 15 sources
   • Confidence: high
   • Persistence: strong (88%)

   Demand is strengthening across multiple employers and may merit additional curriculum or training attention.

4. Research

   Strong learning attention

   Observed jobs

   108

   Employers

   11

   Sources

   11

   Demand share

   1.6%

   Demand level

   High

   Employer breadth

   Broad

   Momentum

   Rising

   Persistence

   Strong

   Confidence

   High · 85%

   Movement

   Rising

   Volatile

   Why this category?

   • Current rank: #2
   • 11 employers · 11 sources
   • Confidence: high
   • Persistence: strong (75%)

   Demand is strengthening across multiple employers and may merit additional curriculum or training attention.

5. Software Engineering

   Strong learning attention

   Observed jobs

   33

   Employers

   11

   Sources

   11

   Demand share

   0.5%

   Demand level

   High

   Employer breadth

   Broad

   Momentum

   Rising

   Persistence

   Moderate

   Confidence

   High · 85%

   Movement

   Emerging

   Volatile

   Why this category?

   • Current rank: #7
   • 11 employers · 11 sources
   • Confidence: high
   • Persistence: moderate (50%)

   Demand is strengthening across multiple employers and may merit additional curriculum or training attention.

6. Customer Success

   Strong learning attention

   Observed jobs

   90

   Employers

   10

   Sources

   10

   Demand share

   1.4%

   Demand level

   High

   Employer breadth

   Broad

   Momentum

   Rising

   Persistence

   Strong

   Confidence

   High · 87.5%

   Movement

   Rising

   Volatile

   Why this category?

   • Current rank: #3
   • 10 employers · 10 sources
   • Confidence: high
   • Persistence: strong (100%)

   Demand is strengthening across multiple employers and may merit additional curriculum or training attention.

7. Procurement

   Strong learning attention

   Observed jobs

   21

   Employers

   8

   Sources

   8

   Demand share

   0.3%

   Demand level

   High

   Employer breadth

   Broad

   Momentum

   Rising

   Persistence

   Strong

   Confidence

   High · 87.3%

   Movement

   Rising

   Volatile

   Why this category?

   • Current rank: #9
   • 8 employers · 8 sources
   • Confidence: high
   • Persistence: strong (75%)

   Demand is strengthening across multiple employers and may merit additional curriculum or training attention.

8. Customer Experience

   Strong learning attention

   Observed jobs

   19

   Employers

   8

   Sources

   8

   Demand share

   0.3%

   Demand level

   High

   Employer breadth

   Broad

   Momentum

   Rising

   Persistence

   Strong

   Confidence

   High · 83.8%

   Movement

   Emerging

   Volatile

   Why this category?

   • Current rank: #10
   • 8 employers · 8 sources
   • Confidence: high
   • Persistence: strong (75%)

   Demand is strengthening across multiple employers and may merit additional curriculum or training attention.

9. DevOps

   Strong learning attention

   Observed jobs

   9

   Employers

   8

   Sources

   8

   Demand share

   0.1%

   Demand level

   Moderate

   Employer breadth

   Broad

   Momentum

   Rising

   Persistence

   Moderate

   Confidence

   Moderate · 71.8%

   Movement

   Rising

   Volatile

   Why this category?

   • Current rank: #19
   • 8 employers · 8 sources
   • Confidence: moderate
   • Persistence: moderate (63%)

   Demand is strengthening across multiple employers and may merit additional curriculum or training attention.

10. Talent Acquisition

    Strong learning attention

    Observed jobs

    17

    Employers

    7

    Sources

    7

    Demand share

    0.3%

    Demand level

    Moderate

    Employer breadth

    Broad

    Momentum

    Rising

    Persistence

    Moderate

    Confidence

    High · 82.5%

    Movement

    Rising

    Volatile

    Why this category?

    • Current rank: #13
    • 7 employers · 7 sources
    • Confidence: high
    • Persistence: moderate (63%)

    Demand is strengthening across multiple employers and may merit additional curriculum or training attention.

Learning Opportunity Signals are demand-side indicators. Categories are deterministic presentation guidance, not recommendations, supply measurements, shortage estimates, or forecasts.