Which side of the spread is your programme on? The Sofion condition model

There is a question the sector keeps asking: does medical education work? It is the wrong question, and the answer is already settled. A Cochrane review of continuing education, covering 215 studies and more than 28,000 health professionals, found that educational meetings improve adherence to desired practice by a median of about four percentage points. On patient outcomes the median is around a tenth of a percentage point.

But the average is not the interesting number. The spread around it is enormous. The middle half of programmes runs from roughly 0.3 percent to 13 percent, a spread of about forty-five times. A quarter do almost nothing. A quarter do many times more. So the only question worth asking is the one a brand manager actually cares about: which side of that spread is my programme on, and why.

The Sofion condition model answers that question before the money is spent. It is not a new learning theory and not a new outcome ladder. It is a diagnosis up front, built on the factors the evidence already points to, turned into questions you can answer in advance.

First, the gate question

Before anything else, one question outranks all the rest. Does the professional fail to do the desired thing because of what they do not know, or because of something education cannot touch?

A doctor can know exactly what to do and still not do it, because they disagree, because the system gets in the way, or because habit wins. Education only reaches what someone is able to know and do. If the barrier sits somewhere else, more education is the wrong tool, and the honest advice is to spend the budget elsewhere. A good part of all programmes land at the bottom of the spread for exactly this reason: they were built to answer a knowledge problem that was not there.

The four blocks

When it genuinely is a knowledge problem, the model works through sixteen conditions, in four blocks. Each is a yes or no you can judge before you start.

The behaviour you ask. Is it simple rather than complex? Are you asking the professional to start doing something, which is easier, rather than to stop? Is the outcome one the doctor already finds important, not just the sponsor? Is there room to improve, or do most already do it?

The form you bring it in. Is it short, because shorter often beats longer? Is it built so people actually complete it, not just enrol? Does something tangible go into practice, a pocket card or a change in the workflow? Is the teacher a respected voice in that field?

What happens after. This is where most programmes lose it, and it is the most expensive block to do well. Does the professional set their own goal? Do they get feedback on their own performance? Can they compare themselves with peers? Is there support from the people around them?

How you measure. Is there a baseline before the start? Is the outcome measured objectively, not by self-report? A JAMA review of physician self-assessment found that in thirteen of twenty comparisons, a doctor’s self-rating had little, no, or even an inverse relationship with their objectively measured competence, and the gap was widest among the least able and most confident. Is there a delayed measurement months later, to see what stuck? And is it fixed in advance what you will claim, so the result is not chosen after the fact to flatter?

Sixteen conditions, each a yes or no. The count is the score. A low score means better content will not save the programme. A high score means it has the conditions to land at the top of the spread, if you then also measure it.

What the score is, and is not

We are honest about this. The sixteen conditions are factors reported across the studies, not a validated instrument with a known reliability, and adding them into a single number is a choice, not a proof. So we present it for what it is: a structured checklist built on the best available evidence, a way to see the weak spots before you commit, not a guarantee. Anyone who sells a score like this as settled science is doing the very thing the model warns against.

The claim rule

There is a standard framework of outcome levels, from participation and satisfaction, through knowledge and competence, to behaviour in practice and patient outcomes. We do not replace it. We use it to be precise about what each result lets us say.

The line that matters most sits between two of those levels. Competence is showing how, inside a learning setting. Behaviour is doing it, in your own practice. An end quiz proves competence. It does not prove behaviour. Presenting a passed quiz as changed practice is selling one level as another, and the first person who notices is right.

And there is a ceiling. No reliable review shows a patient-health effect from education alone, so we do not claim it.

What we refuse to claim

Two lines are fixed. We do not claim patient outcomes on the basis of an education programme. And the outcome we measure is never the prescribing volume of the funded medicine. The moment that becomes the goal, the measurement is no longer education measurement, it is sales measurement, and the whole argument about independent education is lost. We measure things that are generic and clinical, phrased without reference to a brand: guideline adherence, recognition of a condition, time to diagnosis. That is also what keeps it on the right side of the line between information about health and advertising.

Why this is the foundation

The condition model is the diagnosis that sits under everything else we do. The learner journey is how we build a programme that scores well on it. The measurement discipline is block D of the model, made concrete. It turns a slogan, reach is not learning, into a method you can check in advance and prove afterwards.

Want to know which side of the spread your programme is on? Start a conversation.

Sources

• Forsetlund L, et al. Continuing education meetings and workshops: effects on professional practice and healthcare outcomes. Cochrane Database of Systematic Reviews, 2021.
• Davis DA, et al. Accuracy of physician self-assessment compared with observed measures of competence: a systematic review. JAMA, 2006.
• Moore DE, et al. Achieving desired results and improved outcomes: integrating planning and assessment throughout learning activities. Journal of Continuing Education in the Health Professions, 2009.