The first factor is the pace of change. The speed at which innovation occurs makes effective decision-making more difficult. Digital transformation, driven by advances in artificial intelligence, machine learning and the Internet of Things (IoT), is accelerating rapidly [4]. This evolution also extends to the physical world through innovations in materials science, nanotechnology and biotechnology. Engineering leaders must stay ahead of a constantly shifting technological landscape in both realms. The volume of information they receive today is overwhelming, compared to previous generations, and they must discern what is substantive versus speculative, adding complexity to their decision-making.
The second factor is the convergence of digital and physical innovation. This convergence reshapes industries, creating a multiplier effect where the combined impact of these innovations is greater than the sum of their parts.
For instance, semiconductor advancements are opening up new possibilities in biology and medicine. Engineering leaders face the dual challenge of staying ahead of rapid change and managing many potential advancements.
The third factor is unpredictable external forces. Engineering leaders must navigate an environment marked by rapid, unpredictable changes driven by societal demands, environmental concerns and global economic shifts [5]. With the convergence of digital and physical innovation, new opportunities and threats can arise quickly, requiring technology leaders to remain agile and responsive.