A lot of organisations think about reskilling like this: people need to learn new tools, update their technical knowledge, and become more comfortable working alongside intelligent systems. Consequent to this, budgets are allocated, programmes are launched, and course completion rates are tracked. At the end of it, a lot of them discover that the capability gap they were trying to close has not meaningfully narrowed, despite the investment. A 2026 survey of over 500 enterprise leaders in the United States and United Kingdom found that despite widespread training investment, a majority of organisations still lack the workforce capability to apply new technology confidently and effectively in their day-to-day work. The conclusion was direct: the issue is not access to training. It is whether people can actually use what they have learned when it matters.
That finding points to a problem. Most reskilling efforts are treating this shift as a content problem (that people need new information) when what it actually presents is a capability problem. Those two problems have very different solutions.
What Reskilling Misses
The majority of reskilling investment flows toward tool familiarity. That is, how to navigate new platforms, how to prompt systems effectively, and/or how to use the software that has just been introduced. These things are useful to know. The problem is that tool knowledge moves fast; faster, now, than at any previous point in recent professional history. PwC’s 2025 Global AI Jobs Barometer, drawn from analysis of close to a billion job advertisements, found that the skills being sought in the most affected roles are changing 66% faster than in roles less exposed to this shift. A training programme built around today’s dominant tools may be partially outdated before the cohort completes it. This is not a reason to stop training people. It is a reason to question whether tool-level training is the right primary investment.
But the more significant problem is not the pace of change. It is what tool training addresses and what it leaves entirely untouched. Research from the World Economic Forum published this year found that many professionals, particularly earlier in their careers, already believe themselves proficient in critical thinking and communication despite evidence that this proficiency is not present at the level they assume. More training in tools will not correct that. In fact, it may deepen the problem by giving people a sense of readiness that discourages the harder work of genuine capability development.
The Capability Shift You Should Focus On
When routine execution is absorbed elsewhere, what changes is not only what people do. It is what they are required to be good at. McKinsey’s research published earlier this year made the point that as the routine work (sifting information, drafting, organising, basic analysis) moves to systems that can perform it efficiently, workers must lean more heavily on the capabilities those systems do not yet offer. Those capabilities include judgement, relationship-building, critical thinking, the ability to interpret information within context rather than simply transmitting it, as well as the intellectual confidence to challenge an output and make a consequential decision that carries real accountability.
These are not skills in the conventional sense of that word. They are not acquired by completing a module or earning a credential. They develop through sustained practice in environments that demand them, through making real decisions under uncertainty, working through ambiguous problems without a predetermined answer, and taking responsibility for outcomes that matter. The professional who has spent years executing defined processes in a structured environment has not necessarily developed them, regardless of how many training programmes they have completed.
Redesigning Work, Not Just Training
The organisations beginning to respond to this correctly are not doing so primarily through better training programmes. They are redesigning the work itself. A 2025 World Economic Forum study found that 52% of leaders ranked job redesign, not reskilling, as their top workforce priority. That number reflects a shift in understanding at the leadership level. The problem is not principally that people lack information. It is that the structure of work, as currently designed, does not create the conditions in which capability develops and is exercised. EY’s research on redesigning work around human strengths highlights that the focus must move from learning how to use intelligent systems to learning how to think with them and alongside them. The WEF’s Future of Jobs Report 2025 identifies critical thinking, analytical reasoning, and adaptability as the most essential capabilities for the decade ahead, and explicitly distinguishes them from technical proficiency. They are related but not equivalent, and developing one does not automatically develop the other.
In practice, what this requires is the creation of environments where people are genuinely required to exercise judgement rather than execute predefined steps. Where the accountability for an outcome is real and sits with a specific person. Where ambiguity is a normal feature of the work and not something ironed out before it reaches the professional. Where the expectation is not that someone produces the right answer efficiently, but that they interrogate the problem, weigh the competing considerations, and make a decision they can defend. These conditions develop capability. They cannot be replicated in a learning management system, however well designed.
What This Means For Individuals
For the individual professional, the practical implication is that you should not confuse course completion with capability development. They are not the same thing, and in a period when the shelf life of any specific technical knowledge is shorter than it has ever been, treating them as equivalent is not ideal. The capabilities that will matter most over the coming decade (judgement under uncertainty, the ability to identify the right question rather than produce a ready answer, the intellectual confidence to challenge outputs and take genuine accountability for decisions) are built in the practice of real work, under real conditions, with real consequences. They are built by seeking out work that demands them. By putting yourself in environments where you cannot simply execute but must think, interpret, and decide. The professionals who develop this kind of capability deliberately will not simply be better positioned than those who accumulate more credentials, but will be operating at a different level of contribution altogether.
The reskilling conversation is not wrong. Learning new things in a period of rapid change is good, but, in itself, it is insufficient. Tool knowledge is accelerating across every sector and every level. The deeper capability work — the redesign of environments, the rebuilding of development pathways, the serious investment in the conditions that build judgement and critical thinking — is being deferred. This is probably because it seems harder to measure, harder to fund, and harder to explain to a board than a training completion rate. But it is the work that will actually determine whether the people inside an organisation are equipped to navigate what comes next.
