How does AI change the distribution of work and skills in marketing teams?
Task-based labour research and AI field experiments distinguish exposure, assistance, reallocation and observed employment outcomes.
15 references · 3 figures · 19 min read
02 Research evidence series
Our papers review research on AI in marketing, work and learning. Each one compares study findings, explains the methods and links to the original sources.
Task-based labour research and AI field experiments distinguish exposure, assistance, reallocation and observed employment outcomes.
15 references · 3 figures · 19 min read
A review of heterogeneous human–AI outcomes, separating access and reliance from productivity and independent capability.
14 references · 2 figures · 18 min read
Research on offloading, explanations, automation bias and interface design in human–AI decision-making.
16 references · 2 figures · 16 min read
A detailed review of the measurement evidence behind organisational AI readiness and the limits of composite scores.
20 references · 3 figures · 23 min read
A review of the engineering obligations that persist after an AI model is acquired or a working demonstration is built.
16 references · 2 figures · 16 min read
A review of inference systems and unit economics, separating token prices from the full cost of accepted work.
19 references · 4 figures · 18 min read
A technical review of inference memory, quantisation, serving performance and resource accounting for local and hosted systems.
20 references · 5 figures · 23 min read
Research on model scale, specialisation and compression, with a framework for testing quality-preserving substitution.
21 references · 4 figures · 20 min read
A review of indirect prompt injection, model-side defences and the permission boundaries around tool-using agents.
17 references · 3 figures · 17 min read
Technical evidence on memorisation and extraction, alongside the processing distinctions needed to assess marketing data flows.
15 references · 2 figures · 16 min read
Showing 11–20 of 30 papers
Dates show evidence cutoffs · Source references included in every paper
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