Navigating Tech Infusion: The PoLaRis Framework for Strategic Innovation
In the dynamic landscape of product innovation, companies grapple with a critical challenge: balancing the potential of cutting-edge technologies with the inherent risks of their adoption. Traditional evaluation methods often treat fresh technology as a risk to be minimized, rather than an opportunity to be strategically leveraged. A new framework, PoLaRis, developed by researchers at the Skolkovo Institute of Science and Technology, offers a novel approach to technology infusion, shifting the focus from risk aversion to value creation.
Introducing the PoLaRis Framework
Published in Design Science in February 2026, the PoLaRis framework provides a structured methodology for evaluating technology integration during the early stages of product design. Instead of solely focusing on minimizing potential downsides, PoLaRis balances three key criteria: Leap Potential, Learning, and Risk – the foundation of its name.
“Common systems engineering methodologies tend to view new technologies primarily as potential risks to the products rather than opportunities for performance improvements,” explained Anastasia Stelvaga, Research Engineer at the Skoltech Engineering Center and lead author of the study. “We wanted to bridge that gap. By introducing ‘Learning’ as a formal criterion, we are valuing the knowledge gained through integration, which often becomes a company’s most enduring technological asset.”
Two Approaches to Evaluation: E-PoLaRis and N-PoLaRis
The PoLaRis framework offers two complementary evaluation approaches. E-PoLaRis utilizes the structured Delphi technique to gather and aggregate multidisciplinary expert evaluations, scoring concepts based on the three core criteria. N-PoLaRis, a more advanced iteration, allows a single system architect to quantify these same parameters using mathematical models.
This numerical approach analyzes system architecture through design structure matrices and introduces a new metric: technology leap potential. This metric directly measures a technology’s contribution to product value from the user’s perspective.
Cross-Industry Validation and Real-World Application
The PoLaRis framework has undergone validation across diverse industries. Initial applications included evaluating aircraft technologies for a major aerospace corporation, demonstrating its adaptability beyond specific sectors. Subsequent studies showcased its effectiveness in the wearable electronics industry, highlighting its broad applicability to complex engineering systems.
Recent case studies focused on the wearable electronics sector, evaluating three cutting-edge concepts for next-generation smartwatches: an AI power-saving chip and two innovative methods for stress detection. These studies involved a panel of 11 experts using the E-PoLaRis approach and a subsequent application of the N-PoLaRis numerical method.
Results and Key Insights
The results demonstrated a strong correlation between expert opinions and the mathematical models generated by N-PoLaRis, validating the framework’s internal consistency. PoLaRis effectively visualized the trade-offs inherent in each technology choice.
For example, a non-contact electrodermal activity (EDA) skin sensor for stress detection exhibited high learning potential but as well carried higher risks due to its relative immaturity . Conversely, an energy-efficient embedded sensor-processing unit presented a lower risk profile and strong market potential, making it a suitable candidate for companies prioritizing incremental progress.
Industry Impact and Future Outlook
Professor Clement Fortin from the Skoltech Engineering Center emphasized the practical impact of the research. “The feedback from industry partners, including a major aerospace corporation, was extremely positive,” he said. “One venture capital analyst noted that their firm adopted the core principles of PoLaRis, using the Leap-Learning-Risk logic to structure internal discussions and guide investment decisions.”
By shifting the focus from risk mitigation to strategic value creation, the PoLaRis framework empowers product developers and system architects to navigate the complexities of modern innovation. It ensures that technology choices are driven not only by functionality but also by their potential to generate value and propel companies forward.
Further Information
Anastasia Stelvaga et al, From risk to opportunity: a novel framework for technology infusion evaluation in engineering design, Design Science (2026). DOI: 10.1017/dsj.2025.10049