The Prediction Error Map

Why it works

Exhaustion caused by ambiguity rarely stems from one major threat. It arises from the accumulation of many small, individually harmless contradictions that never close.

Our brain continuously predicts what will happen next and compares that prediction with reality. When something does not match, a small warning signal arises – a “prediction error”. One costs almost nothing. It becomes problematic when many remain unresolved at the same time: a priority that changes every two weeks, contradictory figures, a manager with shifting expectations. Each inconsistency is small in itself. Together they create a persistent state that the nervous system cannot resolve – experienced as diffuse exhaustion that is difficult to explain (Friston, 2010; Clark, 2013).

This kind of structural ambiguity is now the rule rather than the exception. Current management research describes strategic ambiguity as a distinct capability that organisations can learn. Organisations that handle “radical uncertainty” well do not wait for clarity – they monitor individual signals deliberately and keep several paths open in parallel (Bastian et al., 2025). This exercise applies the same principle personally: do not wait for clarity; name the individual points concretely.

At a glance

How to proceed

1. Ask the opening question

   Answer honestly: “When did I last feel exhausted without being able to say why?” Let the answer settle briefly before continuing.

2. Collect contradictions

   Write the contradictions in your everyday work on separate cards – one point per card. Guiding questions: Where are things currently inconsistent? Where are you receiving a different answer today than two weeks ago? Which expectation of you has shifted without anyone saying so? Take your time; most people produce six to twelve cards.

3. Draw the map

   Draw two axes: horizontally, “How often does this affect me?”; vertically, “Can I resolve it or only tolerate it?” Place each card in the appropriate position.

4. Examine the centre

   Focus on the cards that land in the middle – where uncertainty about whether something can be resolved is greatest. Experience shows that this area produces the most stress, even more than points that are clearly irresolvable.

5. Make two decisions

   Choose one resolvable point and define a concrete next step. Then identify one irresolvable point where the goal is not a solution but a reliable anchor (see “The Body Budget”).

Reflection questions

Give these questions deliberate time – ideally in writing, alone or after completing the exercise.

1. Which prediction error costs me the most energy – not because it is the most threatening, but because it occurs most often?

2. Is there a point on my map that I have labelled “irresolvable” without actually testing that assumption?

3. Which contradictions have existed for so long that I no longer consciously notice them until someone asks?

4. How do I recognise the difference between a prediction error I can resolve and one I can only tolerate?

5. What would change if I actually addressed this one point instead of continuing to endure it?

6. Which inconsistencies do I create myself – for example through contradictory communication with my team?

7. If I look at this map again in three months, which points would have disappeared if I changed something today?

8. Whose prediction error am I carrying here – my own or someone else’s, such as my manager’s?

9. What does it say about my organisation if so many of these points are structural rather than personal?

10. Which single point would I address first if I could choose only one?

What people often discover

The sentence heard most often is: “I thought I was simply overloaded – but it is really just one point that has been wearing me down for weeks.” Many people experience noticeable relief once diffuse exhaustion has an address, even if the point itself has not yet been resolved. The most burdensome cards are rarely the most dramatic; they are the small ones that recur most frequently. Several cards often turn out to be structural – not personal failure, but the expression of an organisation that has not yet found a good way to handle its own ambiguity.

For everyday use

The resolvable point becomes the next concrete action – usually a conversation that has been avoided. For irresolvable points, do not create pressure for a solution; create an anchor. In teams, a short monthly “map update” works well as a fixed ritual so contradictions do not accumulate unnoticed again.

Variants