Retraining in a Changing Technology Market: What Is Worth the Investment?

Earlier this month, G20 ministers responsible for innovation and technology met in North Carolina to discuss how governments can support the development and adoption of emerging technologies. The resulting Carolina Principles address the entire innovation cycle, from research and development through investment, commercialization, regulation, infrastructure, adoption and workforce development. Among these priorities, one deserves particular attention from professionals making decisions about the next stage of their careers: retraining.

The underlying message is hardly new: technology is developing rapidly, occupations are evolving alongside it, and professionals are increasingly expected to expand their capabilities throughout their careers. What is changing, however, is the speed at which technological developments are being translated into new expectations in the labour market.

These expectations are already visible in hiring practices. Technological fluency is extending well beyond traditionally technical positions, with employers increasingly seeking professionals who can work effectively with digital tools and data, understand the practical applications of AI, and contribute to technology-enabled organizational change. At the same time, technical roles themselves are becoming more complex. Expertise in a particular technology remains important, but it is increasingly accompanied by expectations that professionals can connect technical capabilities with business requirements, communicate across functions, solve complex problems and adapt as technologies continue to evolve.

The resulting career-planning challenge is significant: we are being asked to make decisions today about the capabilities we will need in a labour market that is still taking shape. The prevailing response is familiar: retrain, upskill, acquire new certifications. The considerably more difficult question is what, exactly, is worth learning.

Training Has Become a Market

There is certainly no shortage of answers. Universities offer microcredentials, colleges develop accelerated programs, technology companies operate proprietary certification systems, professional associations provide specialized credentials, and private training providers promote pathways into occupations associated with emerging technologies. Online learning platforms have expanded the range further, making professional training more accessible than at almost any previous point.

This expansion has created substantial opportunities for professional development, but it has also created an increasingly competitive market for selling it. A professional searching for the “best AI certification,” “most valuable technology skills” or a “future-proof career” enters an information environment in which many of the organizations providing guidance also have a commercial interest in the decision that follows.

The existence of that commercial interest does not diminish the potential value of the training. It does, however, make independent evaluation essential. A certificate advertised as being “in demand” is not necessarily a credential employers are requesting. Rapid growth in a particular technology does not automatically translate into equivalent demand for every skill associated with it, and completing a program does not necessarily provide the level of applied experience employers expect when recruiting for that capability.

Start With the Market, Not the Certificate

Before investing in training, begin with research rather than the course catalogue. Examine a sufficiently broad sample of current job postings to identify patterns in employer demand: which capabilities appear repeatedly, which requirements are essential rather than preferred, whether employers are explicitly requesting a particular certification or prioritizing practical experience, and which combinations of technical and business capabilities consistently appear together.

The analysis should then extend beyond job postings. Industry reports, investment patterns, corporate expansion plans and technology implementation strategies can provide important signals about where demand may be developing. Understanding which technologies organizations are actually implementing, where capital is being allocated and which business problems companies are attempting to solve provides considerably more useful context than relying on generalized predictions about the “jobs of the future.”

The objective is not to predict the precise composition of the labour market three years from now. In an environment characterized by rapid technological development, such precision would be unrealistic. The objective is to make a better-informed investment today by identifying where credible evidence of future demand intersects with existing professional experience and capabilities.

Evaluate the Certificate as an Investment

Once a genuine capability gap has been identified, the training itself should be evaluated with the same discipline applied to any other professional investment. Transferability matters: does the program develop a capability that can be applied across organizations, industries and technologies, or does it primarily teach the operation of a single product? Practical application matters as well: will the training provide opportunities to demonstrate the acquired capability through projects, professional practice or measurable outcomes?

The expected shelf life of the curriculum deserves particular scrutiny in rapidly developing fields. A program built heavily around a technology that may change substantially within a year carries a different level of risk from one that develops durable concepts and transferable capabilities. Professional fit is equally important. New knowledge has greater strategic value when it builds upon existing expertise and strengthens a professional profile rather than positioning an experienced professional to compete from the beginning in an already crowded field.

Finally, there is return on investment. Training requires both financial resources and time, and both have opportunity costs. The relevant question is therefore not simply whether a program is interesting or whether the subject is growing, but what evidence suggests that the investment will improve employment prospects, professional mobility, advancement opportunities or the value of existing expertise.

Career decisions rarely come with complete information, particularly when technological and labour-market conditions are changing simultaneously. They can, however, be based on evidence rather than prediction.

Critical Thinking in the Training Market

As the market for professional training expands, the ability to evaluate what we are being encouraged to learn becomes increasingly important. Critical thinking in this context is not an abstract intellectual exercise; it is a practical career-management capability. It requires separating evidence from marketing, distinguishing growth in a technology from growth in employment, understanding the difference between acquiring a credential and developing a marketable capability, and assessing whether a fashionable skill genuinely contributes to a coherent professional direction.

The G20 discussions in North Carolina reflect a broader economic reality: governments and businesses are already planning for an environment in which emerging technologies will play an increasingly significant role in investment, productivity and organizational development. Professionals need to plan for that future as well, but continuous learning should not be confused with the continuous accumulation of credentials.

In a rapidly changing labour market, the ability to determine what is worth learning may ultimately become as important as the ability to learn it.

The New Business Case for Experienced Leaders

For those who have spent 10+ years in technology and corporate management, one change is clear: organizations are redefining the meaning of leadership.
As organizations redesign how work gets done, they are also reassessing the capabilities required to execute their priorities. Experience building organizations, managing complex environments and leading transformation remains valuable, however the business case for hiring an experienced leader may look different today.
A role that once centred on deep functional expertise and people leadership may now demand broader commercial judgment, cross-functional influence, technology fluency and the ability to lead through sustained change.
The title may be the same. The expectations aren’t.
The emphasis is shifting from managing a function to transforming it, from delivering technology to producing measurable business outcomes, and from adding capacity to creating leverage through automation, AI and new operating models.
This places adaptability at the centre of the leadership role. At a senior level, adaptability does not mean following every trend. It means recognizing which developments matter, reconsidering established assumptions and adjusting priorities without losing strategic direction. It also means connecting technology with operations, people, customers and financial outcomes while guiding teams through continuous change.
These capabilities may already be present in your experience but require clearer positioning. Your resume should reflect how you responded to changing conditions, influenced decisions and connected execution to business value.
For experienced professionals, the question is not only what they managed or delivered, but how they made decisions, recognized opportunities, navigated uncertainty, built support for change and moved an organization forward.
Nothing personal. The market moved. Your experience didn’t disappear. Its leadership value must now be positioned against current business priorities.

Geopolitical Change and Your Next Career Move

Business. Markets. Geopolitics.

Xi Jinping’s recent visits to Bishkek and Cairo deserve attention beyond diplomacy. China and Egypt have agreed to deepen cooperation across manufacturing, AI, data centres, semiconductors, critical minerals, EVs, renewable energy and the Suez Canal Economic Zone.
What does Chinese investment in Egypt have to do with labour markets thousands of kilometres away?
The answer is that political developments can reshape labour markets far beyond their immediate geography by redirecting capital, altering industrial capacity and changing the competitive conditions that determine where businesses invest and which skills they need.

Supply chains do not stop at national borders
Egypt connects Asia, Africa, the Middle East and Europe. Expanding Chinese industrial capacity around the Suez corridor could therefore have implications far beyond Egypt, new manufacturing capacity can alter sourcing decisions, increase competitive pressure, redirect logistics flows and encourage investment in alternative suppliers, domestic production and automation. Each response carries labour-market consequences.
The China-Egypt TEDA industrial zone already hosts more than 200 companies and has generated more than 10,000 direct jobs, with its expansion targeting renewable-energy equipment, automotive manufacturing, and healthcare products.
Data-centre development creates demand across power, construction, cooling, cybersecurity and technical operations. EV and battery manufacturing requires engineering, automation, skilled trades and supply-chain expertise. Expanding trade corridors affect transportation, warehousing, procurement and operations.
Investment can also redistribute opportunity. A factory built in Egypt may change a European supply chain, and influence North American sourcing.
An investment decision thousands of kilometres away can therefore influence labour demand in seemingly unrelated markets.

Follow investment before you follow job postings
Job postings are relatively late indicators of economic change. Before hundreds of positions are advertised, capital has usually been allocated, financing arranged, locations selected, infrastructure commissioned and supply chains developed.
Monitoring investment cannot predict employment with certainty, but it can indicate where to expect future opportunities.
The career question is therefore broader than “What jobs are available today?”
We should also ask: Where is investment moving, which industries will respond, and what capabilities will they require next?
Understanding these connections allows us to look beyond current vacancies towards the forces shaping tomorrow’s demand for skills and make better-informed career decisions before those changes begin to affect the job market.

Nothing personal. Strictly business.