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The Dangers of Survival Bias in Business Strategy: A Conceptual Examination


  • Ignoring lessons from failures and minority perspectives can result in misguided product development and investments
  • Leaders who only focus on success stories risk survival bias, leading to flawed strategies and poor decisions
  • Learning from failed ventures and former employees can offer insights to avoid common mistakes and ensure long-term success
  • To counter survival bias, companies need to diversify investments, stress-test assumptions, and embrace diverse viewpoints

The Dangers of Survival Bias in Business Strategy: A Conceptual Examination
 
In the competitive world of business, particularly in high-stakes industries like MedTech, leaders often focus on past successes and majority opinions when making strategic decisions. While this might seem logical, it can lead to a phenomenon known as survival bias, which occurs when decision-makers give undue weight to success stories and overlook critical lessons from failures. In a field where both innovation and patient outcomes are at stake, survival bias can be dangerous, fostering a false sense of security that can lead to misaligned strategies in evolving markets.

MedTech companies, for instance, might look to industry giants like Medtronic or Zimmer Biomet as models for success. However, emulating these successes without considering the failures of others can leave companies vulnerable to risks and challenges they have not anticipated. Survival bias blinds leaders to the realities of market misalignments, regulatory hurdles, and poor timing, all of which are important factors of success. By acknowledging both success and failure, executives can create more resilient strategies, which are better equipped to navigate the complexities of the MedTech landscape.

 
In this Commentary

This Commentary explores the risks that survival bias presents to MedTech companies. We examine how an overemphasis on past victories and prevailing opinions can lead to complacency, misguided investments, and missed opportunities for innovation. Importantly, we discuss strategies to mitigate these risks, including broadening decision-making frameworks to embrace the lessons of failure, fostering diverse perspectives, and testing assumptions.
 
The Concept of Survival Bias

During World War II, the Allied forces attempted to improve the survivability of planes returning from bombing missions over Germany. Military engineers began by examining the returning aircraft, documenting where they had been hit and survived. The initial plan was to reinforce the most damaged areas. However, Abraham Wald, a mathematician with Columbia University’s Statistical Research Group, offered a different perspective. Wald observed that the returning planes represented only those that had survived; thus, the damage visible on these aircraft did not provide a complete picture. He reasoned that planes hit in the areas with the least visible damage were likely the ones that had been shot down. His recommendation was to reinforce the undamaged areas to protect against the hits that proved fatal.

This insight is crucial for businesses where focusing only on successes can lead to blind spots. Leaders must be mindful of the lessons from companies and product offerings that failed, as these setbacks often hold the key to understanding the full dynamics of the industry. Ignoring such insights exposes companies to the risk of repeating past mistakes and missing emerging threats.

 
Survival Bias in MedTech Leadership

MedTech leadership often falls into the trap of survival bias, where executives prioritise majority opinions and past successes, side-lining minority viewpoints that could spark innovation. By focusing on replicating legacy product strategies, they risk overlooking the complex market and regulatory factors that initially contributed to those successes.

For example, the triumph of products like Medtronic’s pacemakers and Zimmer Biomet’s orthopaedic implants was not solely due to technical superiority. These companies also navigated intricate regulatory landscapes and evolving patient needs. Relying on outdated strategies without considering current market dynamics can lead to costly misjudgements. The healthcare field, particularly in MedTech, has seen significant shifts in regulation, technology, and patient expectations. Implantable devices that thrived two decades ago may now struggle against advances in minimally invasive procedures or stricter regulations.

Companies that remain tethered to legacy models risk developing products misaligned with today’s needs. Survival bias can also distort investment strategies, causing firms to over-invest in "proven" models while ignoring innovative approaches that could shape the future. This narrow focus may blind companies to transformative opportunities in an ever-changing market.

To avoid these pitfalls, MedTech leaders must be open to diverse perspectives and dissenting opinions. This broader outlook enables firms to better understand risks, seize new opportunities, and stay aligned with evolving market demands. Only by embracing continuous learning and adaptation can companies position themselves for long-term success in a highly regulated and competitive industry.

Learn to Learn from Failure

The key to avoiding survival bias is to recognise that setbacks can offer as much, if not more, insight than success. By studying ventures that failed, companies can gain a deeper understanding of the market dynamics and potential pitfalls they face. For example, ConforMIS’s attempts to transform knee implants through customisation highlight how promising innovations can struggle when faced with regulatory hurdles or scaling issues. Similarly, Theranos’s infamous collapse underscores the dangers of ignoring operational realities while focusing solely on innovation.

Learning from these missteps helps companies avoid repeating similar errors and better anticipate future challenges. This proactive approach not only prevents costly mistakes but also fosters a more comprehensive understanding of the industry.

 
Overcoming Survival Bias: Best Practices

To reduce survival bias and build more resilient strategies, leaders can adopt several best practices:
 
1. Encourage Diverse Perspectives
As Henry Ford once remarked, following majority opinion would have led to faster horses, not cars. True innovation comes from challenging conventional thinking. MedTech enterprises should actively foster a culture that embraces diverse viewpoints and dissenting opinions. Encouraging open debate can reveal blind spots and inspire breakthroughs, while ignoring minority perspectives can lead to poor decision-making and reduced competitiveness. By seeking external feedback from industry outsiders, regulators, healthcare providers, and even competitors, corporations can develop more adaptive strategies that promote long-term growth.

2. Learn from Non-Survivors
Engaging with former employees and examining past failures can provide valuable insights into ingrained behaviours and outdated practices that may be hindering success. Leaders should take the time to confront uncomfortable truths by investigating the reasons behind failed ventures. This approach offers a more realistic view of both internal and external challenges and helps companies identify potential risks before they escalate.

3. Broaden the Dataset
Expanding the scope of analysis to include failures helps companies avoid repeating costly mistakes. In MedTech, studying regulatory setbacks, technical challenges, and market misalignments can guide the development of stronger strategies. A balanced perspective that considers both successes and failures enable companies to navigate the complexities of the healthcare landscape more effectively.

4. Stress-Test Assumptions
Success can breed complacency, leaving companies vulnerable to disruption in fast-evolving sectors like healthcare. To stay ahead, organisations should stress-test their assumptions by running scenario-based simulations that consider various market, technological, and regulatory conditions. This process helps leaders anticipate the impact of factors like new regulations or shifts in patient preferences, allowing for greater agility and resilience in unpredictable environments.

5. Diversify Investments
Focusing too narrowly on a few products or strategies increases risk, particularly in industries prone to rapid change. To minimise this vulnerability, enterprises should diversify their investments across a range of products, technologies, and emerging trends. This approach reduces the impact of underperforming projects or sudden market disruptions, while fostering innovation and exploration of new growth areas.
 
Takeaways

Survival bias skews decision-making by focusing too heavily on successes while overlooking the lessons from failure. In the MedTech industry, where success hinges on a balance of innovation, market dynamics, and regulatory hurdles, this bias can lead to complacency and stagnation. Abraham Wald's seminal work during World War II, where he demonstrated the importance of analysing what was missing - in that case, the planes that did not return - offers a significant reminder. Just as Wald suggested examining overlooked data to improve decision-making, MedTech leaders should not solely celebrate past triumphs but also critically examine failures to avoid blind spots.

By actively seeking out and integrating diverse perspectives, MedTech leaders can foster a more innovative and resilient corporate culture. Stress-testing assumptions, broadening datasets to include failures, and diversifying investments are key strategies for overcoming survival bias. In doing so, companies can develop adaptive strategies that position them for long-term success in a rapidly changing healthcare landscape.

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