Change Readiness

Resilience is what you need after something has happened. Change readiness is what you have before it does, and the two get used as though they were the same word.

Change readiness is the capacity to stay effective while circumstances alter. It is a baseline state rather than something summoned in a crisis, which is the whole distinction: by the time a capacity has to be summoned, the decisions that mattered have already been taken by whoever was ready.

What the evidence supports#

Huang, Ryan, Zabel and Palmer's 2014 meta-analysis covered 71 independent samples and 7,535 people. Emotional stability and ambition predicted adaptive performance, and the pattern of predictors differed from the one that predicts routine task performance. Adaptive performance is a separate thing from doing the job well, and it can be predicted.

Pulakos, Arad, Donovan and Plamondon analysed more than 1,000 critical incidents across 21 jobs in 2000 and identified eight dimensions of adaptive behaviour that employers valued across occupations.

Edmondson's 1999 study of 51 work teams found that psychological safety, the shared belief that a person can take a risk without being punished for it, predicted team learning behaviour, which in turn predicted performance. Adaptability is not only a property of a person. A room can suppress it.

De Freitas and colleagues reported in 2023 on 124 people playing custom games that required working out their own position and capabilities. The humans were close to optimal at reorienting once conditions were altered. The deep reinforcement learning agents tested were far from it: they mastered a fixed rule set at superhuman level and then failed to register that the rules had moved.

What the evidence does not support#

None of this measures change readiness in an organisation adopting AI, and nobody should present it as though it did. Edmondson's teams were not using AI. Pulakos and Huang predate it.

Change fatigue, the idea that continuous change without recovery exhausts the capacity rather than building it, is the claim most often made in this territory and the one with the least behind it. The literature on it is mostly cross-sectional, so the direction over time is not established. It is repeated here as a hypothesis and not as a finding.

What AI changes#

De Freitas is the useful result because it names the asymmetry precisely. The machine was better inside the rules and worse at noticing the rules had changed. That is the division of labour the evidence actually supports. Most adoption plans assume the reverse.

The risk runs the other way at the same time. When a system handles the part of a task that requires adjustment, the person stops practising the adjustment. That is cognitive offloading again, and the measured versions of it are elsewhere on this site: 19 per cent slower while believing they were 20 per cent faster, and endoscopists whose unassisted detection rate fell after exposure to an AI aid.

The part worth holding on to is that the decline is not felt. Performance holds while the system works, which is what makes it look like competence.

What absence looks like#

Under pressure, narrowing. Attention contracts and the familiar routine is run harder, which the literature calls threat rigidity and which looks from the outside like decisiveness.

In an organisation it looks like a plan that is revised on schedule rather than on evidence, and a set of questions that only get asked after the quarter has closed.

Practising change readiness#

The practice attached to this skill in SuperSkills (Kogan Page, 2026) is the anchor principle: a short sentence, chosen in advance by a team and repeated aloud, naming what is protected when a protocol, a metric or a system directs otherwise.

Write the anchor before the pressure. Ten words or fewer, specific enough that some protocol could contradict it, chosen by the people who will have to hold it rather than issued to them. The moment it is needed is the one moment it cannot be composed honestly.

Say it when nothing is happening. At a shift change, at the start of a review. Repetition in calm conditions is what makes the sentence available in difficult ones.

Record what holding it cost. The delay, the revenue declined, the reprimand. An organisation that never records these has no evidence that anybody held a line, and the cost falls entirely on the individual who did. The formal version of the same record is the cost ledger in the Integrity Loop.

Run the second loop. The operating rhythm attached to this skill is the reality advantage in the Five Loops, which closes with one kill-question logged before every major bet and validated by a person rather than a system.

What none of this establishes#

No trial exists. Nothing here shows that teams with anchors deviate better, or that the anchor rather than the individual's own judgement produced any recorded deviation. The honest reading is that an anchor gives a person language for a call they might have made anyway, and makes it defensible afterwards to people who were not in the room.

Assessing change readiness#

Organised by the ten subskills beneath this SuperSkill:

• Decision-making under pressure, agility in uncertainty. Can they point to a decision taken before the evidence was complete, and say what they were weighing? A decision journal makes the answer checkable rather than reconstructed.
• Bias recognition and belief updating. Has anything they believed twelve months ago changed, and can they say what changed it? This is the subskill most vulnerable to hindsight, and the one a written record protects.
• Change navigation, strategic adaptability. Did the change hold? A person who adapts repeatedly and consolidates nothing is at the shaping failure described in the adaptability cycle.
• Scenario thinking, problem-solving in novel situations. Observable in whether they can describe the situation that would make the current plan wrong.
• Resilience and stress tolerance, self-regulation. Best assessed by the people around them rather than by the person, and not by an instrument.

What this assessment cannot do#

None of it is scored or validated, and readiness that was never tested by circumstance leaves no evidence either way. An empty record here can mean a stable year rather than a rigid person.

Where this goes next#

• The stillness paradox, why the capacity to move quickly rests on having settled in advance what will not move.
• The anchor principle, the written form of that, and what holding one costs.
• Small rules that scale, three habits that hold a team together while everything around it changes. They sit under empathy, and they are what readiness looks like between people.

Key research and primary sources

• Pulakos, E. D., Arad, S., Donovan, M. A. and Plamondon, K. E. (2000). Adaptability in the Workplace: Development of a Taxonomy of Adaptive Performance. Journal of Applied Psychology, 85(4).
• Huang, J. L., Ryan, A. M., Zabel, K. L. and Palmer, A. (2014). Personality and Adaptive Performance at Work: A Meta-Analytic Investigation. Journal of Applied Psychology, 99(1).
• Edmondson, A. (1999). Psychological Safety and Learning Behavior in Work Teams. Administrative Science Quarterly, 44(2).
• De Freitas, J. et al. (2023). Self-orienting in human and machine learning. Nature Human Behaviour, 7.

Every figure on this page has been checked against the source that reports it. Where a number could not be confirmed, it was removed rather than left standing, and what was removed is recorded in the build register.

About this research#

Written by Rahim Hirji, author of SuperSkills (Kogan Page, 2026), keynote speaker on AI and human capability, and founder of The SuperSkills Intelligence Company.

How this research works · Reviewed quarterly · Found an error? Tell me and it is corrected on the page.

• Curiosity
• Change
  readiness
• Principled
  innovation
• Global
  adaptability
• Empathic
  communication
• Big
  picture thinking
• Augmented
  mindset