The risk is not only that work changes. It is that we keep operating as if it hasn’t.
The question that started this paper
I kept noticing something in conversations with capable professionals.
They were not failing. In fact, many were doing very well.
But the very things that had made them successful were beginning to create the next ceiling.
The expert who always knew the answer was now expected to frame the problem. The reliable person who fixed everything was now expected to build a team that did not depend on them.
The person who had learned to wait for approval was now in a role where nobody could give them perfect permission.
This paper asks a simple question: what happens when the way we learned to succeed is no longer enough for the work that is emerging?
1. Why this matters now
The world of work is changing quickly. AI is part of that story, but not the whole story.
Companies are redesigning work. Roles are becoming less fixed. Teams are expected to do more with fewer resources. Customers expect faster, better and more personalised outcomes. Geopolitics and new business models add more uncertainty.
The World Economic Forum reports that employers expect 39% of workers’ core skills to change by 2030. LinkedIn estimates that 70% of the skills used in most jobs will change by 2030, with AI as an important catalyst. [1][2]
The ILO adds an important note of caution. It finds that one in four workers globally is in an occupation with some exposure to generative AI, but says most jobs are more likely to be transformed than simply removed. [3]
That distinction matters. The issue is not only whether a job survives. The issue is how the value inside that job changes.
The issue is not only that jobs disappear. The composition of value inside jobs changes.
2. What many of us learned to value
It would be too simple to say that schools and universities ‘produce executors’. Education is diverse, and many good institutions do much more than that.
But many of us have spent years in systems that rewarded correctness, execution, individual performance and external validation more often than they rewarded shaping, orchestration, framing and self-authorship.
The OECD’s Learning Compass makes the desired shift quite clear. It places student agency near the centre of future-ready education. It describes agency as being able to set goals, reflect, act and help shape one’s future rather than simply be shaped by it. [4][5]
India’s National Education Policy 2020 makes a similar move. It calls for less rote learning and more critical thinking, problem solving and experiential learning. [6]
These policy directions do not prove that every learner today is passive. They do suggest that agency, judgment and self-direction need to be built deliberately.
3. The world is beginning to ask for something else
As more routine execution can be assisted or automated, the human contribution can move upward.
Microsoft’s 2026 Work Trend Index describes this as a move toward greater human agency. In its survey of 20,000 AI-using knowledge workers across ten markets, 66% said AI gave them more time for high-value work. Fifty-eight per cent said they were producing work they could not have produced a year earlier. [7]
The important point is not that everyone must become a senior leader. It is that more people may be able to direct, judge, design, combine and own work that once required much larger teams or much more support.
That changes what it means to be valuable.
| What often created value | What may matter more now |
|---|---|
| What often created valueDoing the work well | What may matter more nowShaping what work should be done |
| What often created valueKnowing the answer | What may matter more nowFraming the right question |
| What often created valuePersonal output | What may matter more nowCreating results through others, systems and AI |
| What often created valueWaiting for authority | What may matter more nowActing with judgment before everything is explicit |
| What often created valueBeing the expert | What may matter more nowBringing perspective and making trade-offs |
4. The change is easy to miss
The popular boiled-frog story is not good science. But the idea behind it is useful: gradual change can be harder to notice than sudden change.
If your job vanished tomorrow, you would know something had changed.
But what if the job stays? What if you are still busy, still praised and still needed, while the basis of your future value moves somewhere else?
You may still be the person everyone calls when something breaks. You may still be admired for knowing the answer. You may still get good reviews for reliability.
And yet the next level may now ask for something different: direction, judgment, influence, orchestration, framing or the courage to act before somebody gives you a perfect brief.
What if you are still succeeding at something that is becoming less central to your future value?
5. The two costs
The defensive cost
There is a real risk side to this shift. Tasks are automated. Workflows change. Some roles shrink. Others are redesigned.
The World Economic Forum expects decline in several clerical and administrative roles, while also showing growth in new roles and rising demand for analytical thinking, resilience, leadership and social influence. [1][8]
But exposure to AI is not the same as job loss. The ILO’s conclusion is more measured: transformation is more likely than wholesale replacement for most exposed jobs. [3]
The opportunity cost
The less visible cost is developmental delay.
- Years spent waiting for authority you could already begin to exercise.
- Years spent proving expertise when the next role values judgment.
- Years spent solving problems yourself when leverage requires orchestration.
- Years spent seeking approval when leadership requires authorship.
- Years spent answering questions when the larger value lies in framing them.
A person can remain fully employed and still spend years operating below their leadership capacity.
The real cost may not be losing your job. It may be taking ten years to become the leader you could have begun becoming in three.
This is why the changing world should not be framed only as a threat. Technology can also widen what one person is able to create, influence and orchestrate.
6. Why knowing is not enough
Suppose someone attends an excellent leadership programme.
They learn about delegation, strategy, influence and executive presence. They leave with useful frameworks and several strong insights.
Then Monday arrives.
Their boss still treats them the same way. Their team still escalates every difficult problem. The stakeholder they avoid is still there. They still associate expertise with safety. They still dislike disappointing people.
This does not mean the programme failed. It means that knowledge is only one part of development.
Research on training transfer has made this point for years. Supervisor support, peer support, opportunity to perform and the wider work environment all affect whether learning is used on the job. [9][10]
Knowledge can change what we know. Development also has to change what we notice, what we believe and how we respond.
8. Why coaching belongs at the core
If the barrier sits partly inside patterns, assumptions and identity, adding more content may not be enough.
A person needs a way to see their own operating system while it is running.
That is where coaching can help.
- What am I assuming here?
- What am I repeatedly doing?
- What have I treated as fact that is really a hypothesis?
- What am I protecting?
- What response has become automatic?
- Is it still serving me?
- What becomes possible if I respond differently?
The evidence on workplace coaching is positive, though the field is varied. A 2024 meta-analysis of 24 studies found medium to strong effects across cognitive, emotional and behavioural outcomes, while also noting wide differences across studies. [11]
Coaching is not the whole journey. It is the part that helps the person notice, question and interrupt the patterns that a course may leave untouched.
9. Development has to happen in the real world
Insight matters most when it changes what someone does next.
That is why the work has to leave the coaching conversation and enter the real environment.
| Type of experiment | Example | What it may create |
|---|---|---|
| Type of experimentInformation | ExampleAsk your leader what they need you to own differently. | What it may createBetter data; fewer guesses |
| Type of experimentBehaviour | ExampleState your point of view before presenting all the analysis. | What it may createNew behavioural evidence |
| Type of experimentRelationship | ExampleReset ownership with someone who routinely escalates to you. | What it may createA new relationship pattern |
| Type of experimentIdentity stretch | ExampleOperate for two weeks as if the larger mandate were already yours. | What it may createEvidence about a new way of being |
| Type of experimentStakeholder | ExampleAsk three people what they need more of, and less of, from you. | What it may createFeedback and enrolment |
The loop becomes simple:
See → choose → experiment → observe → reflect → recalibrate → repeat.
10. The person is not the only thing that changes
This may be the most important difference between a programme and a live development journey.
A programme often asks the person to learn away from the job and then transfer the learning back.
A live journey can let the person change while the work is happening.
The boss gets clearer information. The team experiences different ownership. Stakeholders see a stronger point of view. Decision rights shift. New conversations happen. Relationships begin to change.
The environment is no longer waiting at the end of the programme. It is part of the development process itself.
You do not return from the journey changed. You change while living the journey.
11. The next version of the person
The goal is not to manufacture a generic ‘ideal leader’.
The question is more personal:
Who is this person becoming, given who they already are and what their situation now asks of them?
For one person, the next version may need more voice. For another, less rescuing. For another, stronger political awareness. For another, more patience. For another, the courage to stop hiding behind expertise.
The next version should feel like an expansion of the person, not a costume they have been asked to wear.
| Being | Doing | Having |
|---|---|---|
| BeingReliable expert | DoingSolve, check, rescue, wait until certain | HavingCompetence, but growing dependency |
| BeingShaper / orchestrator | DoingFrame, ask, delegate, influence, create ownership | HavingWider impact, leverage and optionality |
12. A clearer view of the transition
Only now do the individual shifts become useful, because the words have some context.
| From | Toward |
|---|---|
| FromExecution | TowardShaping |
| FromIndividual contribution | TowardOrchestration |
| FromExpertise as the main source of confidence | TowardPerspective and judgment |
| FromApproval | TowardSelf-authorship |
| FromSolving the given problem | TowardFraming the right problem |
| FromDoing the current role well | TowardPractising the next role before the title |
These are not stages that everyone must pass through in the same order. They are lenses for asking where the next developmental edge may lie.
13. A different kind of development journey
If the challenge involves both the person and the environment, the development process needs to work with both.
| Stage | What happens |
|---|---|
| StageSee | What happensMap the external reality and the inner operating patterns. |
| StageDefine | What happensName the two or three developmental movements that matter most. |
| StageCoach | What happensSurface patterns, assumptions, beliefs, interpretations and choices. |
| StageExperiment | What happensTry new behaviour and gather new information in real work. |
| StageTrack | What happensKeep the development thread alive over time. |
| StageRecalibrate | What happensReview what has changed outside and inside; adapt the journey. |
| StageIntegrate | What happensMake the change visible and define the next developmental edge. |
The structure is designed. The development is emergent.
The person is not one participant among many consuming the same content. The person and their context become the curriculum.
14. Locate yourself in the question
Before looking for an answer, it may be useful to sit with five questions.
- What was I trained to value?
- What is my environment beginning to require?
- Where is the gap?
- What is that gap costing me?
- What might become possible if I closed it?
You do not need to answer them perfectly. The point is to make something visible that may have been operating quietly in the background.
This is not only about protecting yourself from a changing world. It is about not missing what the changing world now makes possible for you.
A note on evidence and interpretation
Some claims in this paper are well supported by current research. Others are developmental hypotheses that I am continuing to test through practice.
For example, current research strongly supports rapid change in work and skills, the importance of workplace conditions for learning transfer, and positive effects from coaching in many settings. It does not prove that education systems universally create executors, that every exposed role will disappear, or that one developmental model fits everyone.
I think that distinction matters. The aim is not to make the argument sound stronger than the evidence. It is to use the evidence carefully enough that we can ask better questions.
Sources
- 1.World Economic Forum. The Future of Jobs Report 2025. Employers expect 39% of workers' core skills to change by 2030.
- 2.LinkedIn. Work Change Report 2025. LinkedIn estimates that 70% of the skills used in most jobs will change by 2030.
- 3.International Labour Organization. Generative AI and Jobs: A 2025 Update. One in four workers globally is in an occupation with some degree of GenAI exposure; transformation is more likely than wholesale replacement.
- 4.OECD. The OECD Learning Compass 2030.
- 5.OECD. What Students Learn Matters. Student agency is described as the capacity to set goals, reflect and act responsibly to effect change.
- 6.Government of India, Ministry of Education. National Education Policy 2020.
- 7.Microsoft. 2026 Work Trend Index: Agents, human agency, and the opportunity for every organization.
- 8.World Economic Forum. Future of Jobs Report 2025 digest and skills outlook.
- 9.Govaerts, N. & Dochy, F. Disentangling the role of the supervisor in transfer of training. Educational Research Review, 2014.
- 10.Botke, J.A. et al. Work factors influencing the transfer stages of soft skills training: A literature review. Educational Research Review, 2018.
- 11.Bachmann, T. & Willermann, L. On the effectiveness of systemic coaching: a meta-analysis. Organisationsberatung, Supervision, Coaching, 2024.
© Ron Mukherjee. Please link to this page rather than reproducing substantial portions of the essay.