We’re moving into an AI-led era of growth—technology amplifies, but talent strategy makes the difference.
In a recent article published in The Business Times, Shai Ganu highlights Singapore’s “CV trap”: an overreliance on pedigree and directly relevant experience that blinds organisations to the adaptive, unconventional talent needed in an AI-driven future. Because AI will augment human work rather than simply replace it, organisations must redesign roles for human+AI problem-solving and hire for potential, not just pedigree.
If you continue hiring by CV, you’ll staff tomorrow’s roles with yesterday’s profiles. However, “potential” cannot be a catch-all for people we like or high-energy, well-presented candidates. To escape the CV trap, organisations need a structured, evidence-based way to identify and develop potential. This is where the discipline of Strategic Organisation™, pioneered by Dr. Gerry Kraines and grounded in Stratified Systems Theory, offers a powerful, practical lens.
Measuring True Potential, Not "Vibes"
Most companies talk about potential as if it were a mood:
- “She’s got tremendous potential.”
- “He’s not working to his full potential.”
What is usually meant is a mix of passion, performance, and personality. Kraines’ work makes a crucial distinction: Potential is a person’s natural ability to handle complexity and solve problems—their untapped capacity to grow.
Dr. Kraines defines complexity through the time horizon of work, which measures the maximum period an individual can work independently toward a goal without a supervisor’s review. This “time-span of discretion” categorises work into distinct levels, or strata. For instance, front-line complexity (Stratum I) typically involves time frames of one day to three months, whereas high-level leadership roles (Stratum V) involve shaping the future of a medium-sized enterprise over 10 years or more. An individual’s potential for complexity is determined not by the volume of tasks, but by the length of time over which they must exercise judgment to achieve a specific outcome.
Effectiveness is that potential in action: the value an individual actually delivers in their current role today. This distinction matters:
- Potential should inform selection, succession, and long-term investment decisions.
- Effectiveness should drive pay, immediate promotion, and performance management.
When we conflate the two, we reward charming high performers in small roles as if they were strategic leaders, while overlooking quieter individuals whose innate capacity would allow them to excel in more complex work.
Start with Job Role Design...
To escape the CV trap, organisations must design job roles that address the correct level of work complexity. You can learn more about Work Complexity here. Crucially, the design of a job role must be performed independently of the individual who will eventually fill it.
... Then Find the Person to Fill the Role
Once the complexity stratum of a role is identified, candidates can be assessed according to four mental processing patterns:
- Declarative: They see factors as separate, “this AND that” items.
- Cumulative: They pull several ideas together to build a single case (“this PLUS that leads to X”).
- Serial: They link cause-and-effect chains over time (“if we do this, THEN that happens, WHICH leads to this”).
- Parallel: They handle multiple “serial” chains simultaneously and see how they intersect.
Once a processing pattern is identified, it is mapped to a stratum. For example, if a person naturally uses Serial Processing, their current processing complexity is at Stratum III (a 1-to-2-year time-span). If they use Parallel Processing, their capacity is at Stratum IV (2 to 5 years).
Hiring for Potential as an Engineered Capability
Adopting a structured, evidence-based approach to potential allows organisations to unlock hidden internal talent and attract external candidates who may not “look the part” on paper but have significant headroom to grow. The winners will be those with the courage to escape the CV trap—and the systems to hire, develop, and deploy for true potential.
At SIM Academy, we’ve applied the Strategic Enterprise™ lens across our new HR leadership programmes to align recruitment, talent development and organisational design with role complexity and measurable potential:
To learn how to embed potential-based hiring and development in your organisation, contact us at simacademy@sim.edu.sg.
