articles

Predictive analytics is only as good as your capacity to act on it

At a recent Public Policy Projects roundtable supported by Four Eyes Insight, senior NHS trust and system leaders converged on a theme we raise with clients constantly: identifying risk is no longer the hard part. Acting on it is.

The discussion, chaired by Rt Hon Stephen Dorrell and held under the Chatham House Rule, explored how NHS organisations can move from retrospective reporting toward predictive, problem-sensing intelligence – anticipating which patients are at risk of falls, readmission, deterioration or long stays, rather than simply reporting on it after the fact.

Insight without capacity is just a list

Participants were candid that predictive tools don’t create improvement by themselves – they identify risk. The value only materialises when clinical and operational teams have the capacity to respond to what the tool tells them. Several delegates pointed to analytical capability as a gap across multiple levels of the system, not just at board level. Operational, clinical and digital teams all need support to understand, own and act on data – otherwise insight stays remote from the people who can actually change care.

This isn’t a hypothetical concern. NHS England’s 2026 transparency update, discussed at the roundtable, warns that delivery is exposed to real analytical capacity risk, including the potential loss of up to a third of internal NHS England analysts through voluntary redundancy. National policy is pushing hard toward transparency and data-driven decision-making – but local systems may increasingly have fewer people with the skills to act on it.

Learning from what already works

One of the more practical threads of the discussion was a call for more rigorous learning from positive deviance – services and teams that already achieve strong outcomes under the same constraints as everyone else. Rather than assuming success can simply be copied from one trust to another, participants argued the NHS needs better systematic mechanisms to understand why certain teams outperform, and what’s transferable versus what’s dependent on local relationships, leadership and context.

Where this lands for us

This is the operational half of the equation that predictive analytics alone can’t solve. At Four Eyes Insight, our work sits precisely at this junction – pairing data and financial insight with the operational capability to actually mobilise around it, so risk identification turns into intervention rather than another report nobody has capacity to act on.

As the roundtable made clear: national policy is increasingly pro-transparency. The delivery question is whether trusts have the time, workforce and operational capability to convert that direction into sustained change.

Read the full roundtable report from Public Policy Projects and Arqis Health.