AIenterprise aiAI in Manufacturing
Why teams stop developing and how to get them moving again
For over six decades, information technology development has undergone seismic shifts—from the dawn of programming languages and operating systems to the internet revolution and today's AI-dominated landscape. While tools and methodologies evolve at a breakneck pace, one constant remains: developers who fail to continuously adapt and acquire new knowledge inevitably fall behind.As chief software officer leading a seventy-person team building predictive maintenance systems through Industrial IoT and artificial intelligence, I've witnessed how stagnation can cripple even the most talented groups. Our experience mirrors a universal truth across industries—when individuals cease developing their skills, entire organizations risk obsolescence.The critical question isn't whether growth is desirable, but how to systematically foster it without burning out professionals already managing heavy workloads. Every team contains specialists who prefer routine work, and these steady performers serve important functions—but they should never exceed twenty percent of your workforce.Beyond that threshold, their passive approach becomes contagious, slowing overall momentum. Ideally, eighty percent should actively advance their expertise, though the nature of that advancement varies by organizational maturity.Startups thrive when eighty percent act as drivers—visionaries pushing boundaries—while established enterprises benefit more from performers who meticulously hone existing skills rather than constantly generating disruptive ideas. We've found that growth often begins with seemingly minor practices, like mandatory test writing for all code.Unlike code reviews which primarily catch errors, writing tests forces developers to confront architectural flaws—when a method becomes too convoluted to test effectively, they're compelled to refactor, research best practices, and consult colleagues. This creates natural learning momentum, though eventually even testing becomes routine, tempting developers toward automation rather than innovation.Stagnation springs from diverse sources—complacency, boredom, or external pressures like the devastating impact of Russia's invasion on our Ukrainian team members, where thirty percent lost motivation while another thirty percent plunged deeper into skill development as a coping mechanism. After a decade in tech leadership, I've learned that effective responses must be personalized.Some developers thrive when given new contextual challenges—switching projects or domains—while others need creative tasks demanding independent research without predetermined solutions. For those actively seeking growth, supporting conference attendance or specialized training pays dividends, while for content specialists, openly acknowledging their satisfaction with current roles prevents frustration and aligns expectations.We implement development plans updated biannually through comprehensive assessments, balancing organizational needs with individual aspirations. Systematically, we've structured learning into workflow rhythms: daily technical digests and code interactions, two-to-three-day innovation sprints for experimentation, monthly internal knowledge-sharing sessions, and quarterly external expert workshops.Crucially, we've discovered that overload remains the primary growth inhibitor—exhausted developers lack cognitive bandwidth for learning. Thus, our core principle positions hands-on work as the primary development vehicle, integrating skill advancement directly into project execution rather than treating it as separate activity.Ultimately, sustainable growth begins with dialogue—understanding individual motivations while fostering environments where disagreement and critical thinking fuel progress rather than conflict. There are no universal solutions, only contextual strategies tailored to human complexity within technological systems.
#professional development
#software teams
#skill stagnation
#continuous learning
#management strategies
#featured