Commentary: The choice architects: navigating the educational pathways for career development in BANI era among students

The world of education has drastically altered today. Ten years ago, the pathway of education was an easy choice: secondary school → college or vocational training → employment. Today that linear trajectory has broken out into a multitude of possibilities (Haas and Hadjar, 2020; Tenisheva et al., 2026). Online degrees now compete right “under the nose” of hybrid programs, while traditional professions compete with new professions that never existed five years ago, and opportunities abound globally, regardless of geographic boundaries. The real problem is more basic, as the future terrain shaped by these choices is even more uncertain. The Brittle, Anxious, Nonlinear and Incomprehensible (BANI) framework is an extension of the previous Volatility, Uncertainty, Complexity and Ambiguity (VUCA) framework, which introduces the understanding that a lot of decisions are being made. It is not just about volatility, uncertainty, complexity and ambiguity but also about brittleness, where systems that seem to be robust can suddenly break down; pervasive anxiety, where uncertainty forever breeds stress; nonlinear causality, cause and effect and finally, in incomprehensibility, where events may be based on situations that are incomprehensible, after the fact. In this situation, institutional guidance alone is no longer a resort available for students (Halil et al., 2025). They have to be architects of their own learning, active creators of learning pathways that reflect some personal choices and allow flexibility to accommodate possible unanticipated future challenges.

1. Brittleness: The Fragility of Career Certainty

   Students taking traditional subjects are confronted with a dilemma as they may be particularly vulnerable to disruption (Shabibi et al., 2023). The trouble lies in fragility and the false promise of security and stability elsewhere.

2. Anxiety: Information Overload and Decision Paralysis

   Students now have access to vast amounts of information on careers, program rankings and alumni outcomes, as well as social media content, which can lead to stress and anxiety instead of clarity (Arbona et al., 2021; Feng et al., 2025).

3. Nonlinearity: Disconnected Cause and Effect

   Education indirectly affects outcomes. Computer science does not ensure a tech job and philosophy to various careers. Students cannot be guaranteed success based solely on specific education paths.

4. Incomprehensibility: making sense after the fact

   Artificial intelligence (AI) acceleration has caught the educational system off-guard; remote work has made location less critical in careers; and interdisciplinary thinking's impact was initially undervaluing.

In current BANI conditions, students must shift from “choosing a path” to “designing a learning” system, a significant distinction for becoming a choice architect (Tversky, 1972). A choice architect in education (refer to Figure 1) does the following.

1. Understands personal learning patterns and strengths before considering external options.

2. Tests assumptions against reality and adjusts approaches.

3. Utilizes varied pedagogies, including classwork, internships, independent study and mentoring.

4. Remains flexible, acting as a generalist before specializing when appropriate and informed by experience.

5. Adapts to the evolving educational environment.

Students have the opportunity to organize their learning experiences.

1. Foundation layer: Core skills–communication, emotional intelligence, ethical judgment, etc. These transferable skills promote continuity in an uncertain professional environment.

2. Exploration layer: Targeted learning for exploration and experimentation. Students who integrate knowledge from multiple areas have the opportunity to innovate and expand their career opportunities.

3. Integration Layer: This layer weaves in credentials and identity to provide a springboard for a resilient career, focusing on reflection in learning and its significance.

4. Feedback Layer: This provides opportunities to test assumptions against actual situations. Feedback is valuable from side projects, informational interviews and internships.

1. Addressing brittleness

   Rather than seeking a stable career path, students should focus on building an antifragile identity, diversifying skills and continuous learning which can provide stability.

2. Addressing anxiety

   The notion is that in BANI worlds no choice is flawless, and good decisions are those that are appropriate at a given point in time, while still acknowledging that the outcomes could be unpredictable (Li et al., 2026).

3. Addressing nonlinearity

   It emphasizes the development of a broad base of capabilities and experiences, creating what is known as a portfolio. The strategy of creating multiple pathways reduces dependence on any single option and opens the door to serendipity and opportunities.

4. Addressing incomprehensibility

   Rather than looking for certainty, students should learn to deal with uncertainty, while remaining mindful and open to epistemic limitations.

5. Institutional role: supporting choice architects

   Institutions that recognize students as choice architects can adapt their support systems by offering architectural thinking workshops and exposure to diverse fields.

Two main approaches exist for choosing an academic stream. First, the Consumer Approach involves assessing programs based on employment prospects and potential earnings, selecting the one with the best statistical return and committing to it. Second, the Architect Approach focuses on developing versatile skills and knowledge. It promotes courses with integrated, exploratory learning and higher employment rates (Tenisheva et al., 2026), thereby encouraging stable career paths that address BANI conditions.

The main educational challenge in the BANI age is not “What do I study next?” but reassessing as the world evolves. Proactive learners integrate learning rather than collecting credentials, eliminating “right” or “wrong” paths. Schools and policymakers can support students by rewarding graduates who shape their education and maintain lifelong learning activities. In a confusing world, understanding one’s values, strengths and learning patterns is crucial when choosing and adapting one's educational pathway.