Four For Friday | March 27, 2026
LF213 AI impact on jobs depends on bundles, Citizen power in Liverpool, pet-friendly age care, anti-scale and AI tool: Persyn
Welcome to this week’s Four For Friday, brought to you from Cambridge, UK, where I’ve just been on a fascinating course to address behavioural techniques for systems change. This week’s 4FF makes the case for rethinking AI’s impact on jobs, local social entrepreneurs, pets and not always going for hyperscale. Enjoy.
1. A fresh take on which jobs will be aixed
This is a new take on “AI exposure equals job loss” - it suggest what matters is not what AI can do, but the coordination cost of separating tasks within a job.
In weak-bundle occupations (low coordination cost), AI automates one task, the human narrows to the residual role, output floods the market, prices fall, and the least-productive workers are displaced. Modelled results show employment dropping 7% and labour income falling 12%. Strong-bundle jobs, where splitting tasks destroys value, are largely protected. Radiologists are the canonical example: the job is far more than reading scans.
The So What? AI job risk turns less on task exposure and more on whether your role can be cleanly disaggregated.
2. The case for citizens as entrepreneurial change makers
Britain’s civic life feels broken. James Plunkett’s case for an “activation layer” between institutions and citizens offers an attractive alternative model.
The Citizen First model, piloted in Essex and now running in Liverpool, pays 8-10 selected local to quit their jobs for a year to develop community ventures. The Essex trial returned £6.26 for every £1 invested. Liverpool’s programme was 20-times oversubscribed, with 90% of applicants from economically disadvantaged backgrounds and a third already securing follow-on funding. A national network of 70 such programmes would cost roughly £30m annually. The obstacles are less financial than structural: siloed budgets, no civic infrastructure mandate.
The So What? Converting lived experience into scalable ventures requires institutional scaffolding, not just good intentions.
3. The case for Pet-Friendly Aged Care
This month’s Ageing Australia magazine makes the case that the senior housing is dropping the ball on pets; dangerous since they’re great at companionship.
A recent survey found 96% of Australians believe residents should have pets, yet only 18% of facilities allow them.
The health case is solid: 78% of respondents report pets improve both mental and physical health, with reduced loneliness the most-cited benefit. Providers blame lack of education (45%), limited resources (42%), and facility design constraints (45%). Meanwhile, of 325 home-care recipients, fewer than one in ten receive pet-related support, and 22% delay their own medical care to look after their animal.
The So What? Pet-friendly policy isn’t a feel-good add-on. It’s a measurable lever for wellbeing in an ageing population. .
4. The case against scaling up
For two decades, “can it scale?” has been philanthropy’s default filter. This essay in Stanford Social Innovation Review challenges that.
The race to scale - potentially influenced by the startup ‘blitzscaling’ orthodoxy has influenced which organizations get funded and which problems get defined because it favours standardized outputs (hectares restored, households served) over the harder-to-count stuff that actually determines whether change endures.
Watershed restoration that looks great on paper collapses without local groundwater agreements. Community trust can’t easily be put in a spreadsheet. As the world behaves less like a machine and more as a living ecosystem, single solutions designed for replication hit their limits fast. Kak’s prescription: fund the bridges and lighthouses, not just the ships.
The So What? Complexity-era impact investing needs roots-and-relationships metrics, not just reach-and-replication ones.
AI Tool of the Week: Persyn
A useful tool to make images and video of AI people, or indeed of real people. It uses Google’s AI back end but is more usable and designed to help with eg marketing campaigns. Here’s one of me fulfilling my long ambition to ride a unicycle…
That’s all for now, happy weekend everyone.
- Stephen