Mixed signals

Social worker

58.0K UK workers · typical pay £40,000 · entry route Postgraduate degree (Level 7+). Projected headcount change: +3% to 2035.

Post to X LinkedIn

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How AI is actually used here · measured · Anthropic Economic Index

Thin signal. Only 11% of the Claude usage mapped to this job is actual work. The rest is personal or study use of the same skills. Read the figures below as indicative, not precise.

53%

Augmentation

AI mostly assists

2.9×

Time compression

~4.6h → ~96min

2.87/5

AI autonomy

how hands-off it runs

48%

Automation

of measured usage

How the collaboration splits · the six measured modes

learning 28.7%feedback loop 27.6%task iteration 16%directive 15.9%unclassified 8.6%validation 3.1%

What people make with AI here

advice / recommendation32%explanation / answer16%document / report15%

Real Claude.ai usage mapped to this occupation's SOC group, Apr+May 2026, CC-BY. Claude users only; task times model-estimated; augment/automate is how AI is used, not a count of jobs lost. Method →

Facts · ONS + NCS

UK workers (2024)

58.0K

Median pay

£40.0K

Our scored call · a labelled hypothesis, not a measurement

AI exposure

4 / 10

Elasticity

6.5 / 10

2035 outlook

+3%

Exposure · 4/10

Why AI can do the work

Social work requires high levels of emotional intelligence, physical presence for home visits, and complex human judgement in sensitive safeguarding situations. While AI will significantly streamline administrative tasks like report writing and case record management, the core of the role remains deeply rooted in interpersonal relationships and physical-world intervention.

Elasticity · 6.5/10

Gated by population

Whether demand expands when it gets cheaper

Cheaper output would shift the threshold for intervention from crisis-only to preventative support, unlocking massive latent demand for family and mental health services.

Trajectory to 2035