The Complex Nature of Change
An Illustrative Business Case Study in Organizational Assessment
The Business Challenge
A professional services business sets a target: increase the number of clients served by 25% over the next 12 months without compromising service quality.
Demand is growing, waiting times are increasing, and the owner is considering hiring additional employees. However, expanding the workforce would increase operating costs, and management is uncertain whether additional staffing is the most effective solution.
Before making that decision, the business undertakes an organizational assessment to understand how its existing resources are being used and what might prevent it from achieving its growth target.
What begins as a question about staffing and appointment capacity develops into a review of the entire service process.
Stage 1: Understanding How the Business Operates
The assessment begins by mapping the client journey, from the initial inquiry through appointment scheduling, service delivery, administration, and follow-up.
The review combines operational data with management interviews, employee surveys, focus groups, workflow observations, and client feedback.
Each perspective contributes information that the others may not possess.
To improve the customer experience, an organization must also understand the experience of the people who create it.
Employees therefore participate in the assessment as contributors to organizational decisions, not simply as subjects of performance evaluation.
Stage 2: Identifying Organizational Gaps
The assessment examines how existing practices support or obstruct the business objective.
Several potential gaps emerge.
Service definitions and client expectations. Services are not always clearly described. Clients may misunderstand what is included, what outcomes they can reasonably expect, and what information they need to provide.
Initial contact and needs assessment. The business lacks consistent criteria for identifying the nature and complexity of client needs before scheduling appointments. Administrative employees spend considerable time answering repetitive inquiries and collecting basic information.
Appointment allocation. Appointment lengths are standardized despite differences in client needs. Some clients require brief consultations, while others need more extensive assessment and assistance.
Client preparation. Employees frequently spend appointment time collecting information or requesting documents that could have been obtained beforehand.
Administrative workload. Routine correspondence, documentation, reminders, and follow-up instructions consume time that could potentially be redirected toward client service.
Employee capabilities. Differences in experience and professional skills may affect how efficiently employees assess client needs, communicate information, and resolve problems.
Inconsistent working practices. Employees have developed individual approaches to organizing their work, documenting information, and managing administrative responsibilities. These informal arrangements were manageable when the business was smaller and employees had greater flexibility. As demand increases, inconsistent procedures can create confusion, duplicated work, and difficulties coordinating responsibilities. The assessment therefore raises an important question: which activities require standardized procedures, and where should employees retain the flexibility to exercise professional judgment?Routine documentation and administrative processes may benefit from consistency, while client assessment and service delivery may require individual approaches. The objective is not to eliminate employee autonomy but to understand where variation creates value and where it creates unnecessary complexity.
Stage 3: Examining the Causes
The assessment must distinguish between the symptoms of operational problems and their underlying causes.
For example, appointments regularly running late might initially suggest that employees need better assessment and time-management skills.
However, further examination could reveal that clients arrive unprepared, appointment lengths do not reflect case complexity, or employees spend substantial time completing administrative tasks during consultations.
These findings would point toward different potential interventions.
Similarly, inconsistent employee practices do not automatically indicate poor performance. They may reflect missing procedures, outdated instructions, insufficient training, or effective adaptations developed by employees to address shortcomings in existing processes.
Understanding these differences is essential.
Training cannot compensate for an insufficiently designed process, just as improving a process cannot eliminate the skills gap.
The assessment therefore examines the relationship between management decisions, organizational procedures, employee capabilities, and client experiences before recommending changes.
Stage 4: Assessing Operational Capacity
The review examines how employee time is distributed between direct client service and supporting activities.
Consider an illustrative calculation.
Suppose an employee spends 40 minutes providing direct service and another 20 minutes completing related administrative tasks. Each client requires 60 minutes of employee time.
If administrative improvements could reduce that work from 20 minutes to eight minutes, the total time per client would fall to 48 minutes while direct service remained at 40 minutes.
Under these simplified assumptions, the same amount of available employee time could theoretically accommodate 25% more appointments.
| Activity | Current process | Illustrative improved process |
|---|---|---|
| Direct client service | 40 minutes | 40 minutes |
| Administration | 20 minutes | 8 minutes |
| Total time per client | 60 minutes | 48 minutes |
This is not a forecast of actual results. It illustrates how administrative efficiency could create additional service capacity without shortening client interactions.
The assessment would need to establish whether such savings are realistic, whether administrative work can genuinely be reduced, and whether other operational constraints would prevent the business from using the additional capacity.
It would also examine how the nature of client needs affects appointment duration and resource allocation.
The important finding is that increasing service capacity does not necessarily require employees to work faster or spend less time with clients.
It may require reconsidering how work is distributed throughout the organization.
Stage 5: Establishing Priorities
The assessment brings together findings from operational data, client feedback, employee experience, and management interviews.
Its purpose is not to recommend every possible improvement. It is to identify which gaps are most relevant to the business objective and require further investigation or action.
| Area Examined | Potential Finding | Question for the Improvement Plan |
|---|---|---|
| Service definitions | Clients have inconsistent expectations | How should services and expected outcomes be communicated? |
| Initial contact | Client needs are not assessed consistently | What information is required before scheduling? |
| Appointment allocation | Time is not matched to case complexity | How should appointment duration be determined? |
| Client preparation | Appointments are delayed by missing information | What preparation could take place beforehand? |
| Administrative processes | Routine activities consume substantial employee time | Which activities could be simplified, standardized, or automated? |
| Employee capabilities | Skills and experience vary | What training or professional development may be needed? |
| Internal coordination | Employees follow different working practices | Which procedures require common standards, and where is flexibility essential? |
These findings do not automatically determine the solutions.
Management and employees must consider the potential impact, costs, risks, and feasibility of different approaches.
Some improvements may involve clearer communication or revised procedures. Others may require employee training, technology, changes in responsibilities, or additional resources.
The appropriate combination depends on the organization's circumstances.
From Assessment to Action
This case study illustrates the type of assessment RSA Career Lab conducts to identify organizational gaps, evaluate employee development needs, and understand how existing processes affect performance.
These findings provide the foundation for developing comprehensive, customized training programs that respond to the organization’s specific challenges, business objectives, and employee needs.
Are we all replaceable?
Recently, I received an email from a LinkedIn expert who promises to teach winning business strategies.
In the email, the author was considering replacing his receptionist with an AI tool. He suggested three questions readers should ask themselves before making a similar decision.
All three questions focused on AI productivity and efficiency. Not one addressed the human being he was considering replacing.
I find this increasingly concerning. As conversations about AI adoption become dominated by productivity, efficiency, and cost savings, the value we place on human beings and their well-being seems to be receiving less attention.
An AI receptionist can answer calls, schedule appointments, and provide information efficiently. But what about the friendly face that greets clients when they arrive? The person who recognizes returning visitors, notices when someone needs attention, and makes people feel welcome?
And perhaps there is a more important question for leaders to consider: Before investing in technology to replace an employee, have we invested enough in that employee to understand the value they could contribute?
AI adoption is not simply a question of technological capabilities and productivity. It is also a question of leadership, organizational values, and how we treat people whose work makes our businesses possible.
#business #AIAdoption #leadership #management #changemanagement
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.