The case for workplace inefficiency

by Marcus Liu - Business Editor
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Beyond Optimization: The Rise of ‘Pronking’ in Robotics and Beyond

For decades, businesses have relentlessly pursued optimization – streamlining processes, maximizing efficiency, and squeezing every drop of productivity from their operations. But a growing body of research suggests a counterintuitive approach: embracing inefficiency, or what researchers are calling “pronking.” Originally observed in the animal kingdom, pronking – a leaping gait used by quadrupeds like deer and gazelles – is now inspiring a new generation of robotic locomotion and offering lessons for workplace dynamics.

What is Pronking?

Pronking, also known as stotting, is a distinctive form of locomotion characterized by synchronous leverage of all legs, resulting in relatively slow speeds but significant jumping heights. While seemingly inefficient, this behavior serves a crucial purpose for animals: demonstrating fitness to predators, signaling alertness, or navigating challenging terrain.

Pronking in Robotics: A New Approach to Locomotion

Researchers at the University of Michigan’s BIRDS lab, led by M. Mert Ankarali and Uluc Saranli, have been investigating pronking as a model for more robust and agile robotic locomotion. Their work, building on a 2015 paper, focuses on achieving stable pronking in robots using a “templates and anchors” control framework.

Initial research explored the Spring-Loaded Inverted Pendulum (SLIP) model as a foundation for a more robust feedback controller. Recent advancements, detailed in a paper submitted to arXiv in April 2025 by Jiatao Ding and colleagues, propose a reduced-order template model – a dual-legged actuated spring-loaded inverted pendulum with trunk rotation – to explicitly model parallel compliance. This decoupling of spring effects from active motor actuation aims to enhance control for quadrupedal robots.

The team’s approach utilizes a dual-layer trajectory optimization, incorporating a singularity-free body rotation representation to generate versatile acrobatic motions, including pronking, froggy jumping, and hop-turns. Integrating this with a linear singularity-free tracking controller has led to enhanced quadrupedal locomotion. Experiments with both rigid and compliant quadrupeds demonstrate the template model’s ability to generate dynamic motion and the benefits of parallel elasticity for explosive movement. Further research from IEEE explores increasing the robustness of quadrupedal periodic forward jumping (pronking) by unifying model-based trajectory optimization and iterative learning control.

The Workplace Application: Embracing Strategic Inefficiency

The principles behind pronking extend beyond robotics. As The Economist notes, there are human equivalents of pronking in the workplace. Sometimes, a seemingly inefficient act – like a manager taking the time to personally thank a team member – can yield significant benefits in terms of morale, motivation, and long-term productivity.

This concept challenges the conventional wisdom of relentless optimization. While efficiency is key, focusing solely on it can stifle creativity, innovation, and the development of strong relationships. Strategic “pronking” – incorporating deliberate inefficiencies that foster positive outcomes – can be a powerful tool for leaders.

Key Takeaways

  • Pronking, a leaping gait observed in animals, is inspiring new approaches to robotic locomotion.
  • Researchers are developing robotic systems that mimic pronking to achieve greater agility and robustness.
  • The concept of pronking has implications for workplace dynamics, suggesting that strategic inefficiency can be beneficial.
  • Embracing deliberate inefficiencies can foster creativity, innovation, and stronger relationships.

As robotics continues to advance and our understanding of complex systems deepens, the lessons of pronking – both in the lab and in the workplace – are likely to become increasingly relevant. The future may not be about eliminating all inefficiency, but about strategically embracing it to unlock new levels of performance and resilience.

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