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Shifting the Paradigm: Data-Driven Product Development and the AI-Driven Standard of Care

by Tommy Carls, VP of Product Development & Marketing at Proprio 01/19/2024 Leave a Comment

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Tommy Carls, VP of Product Development & Marketing at Proprio

Over the past decade, product development has undergone a transformative shift, driven by the integration of AI, machine learning, and data-driven approaches. Traditional methods that relied on user stories, prototype testing and customer research offered limited control over product development outcomes, often leaving success to multiple iterations of feasibility, testing and field assessment. However, with the advent of advanced technologies and data analysis, product development has become much more informed and proactive, paving the way for new technology that not only improves both economic and clinical outcomes but is also faster to market.

Empowering Enhanced Outcomes

Through InsightsBy leveraging observational data and employing machine learning techniques, medical technology startups can gain valuable insights that inform future iterations of their products, leading to improved outcomes and optimized strategies. The ability to collect and analyze data derived from the product development process provides companies with a wealth of information to guide decision-making. The adoption of a data-driven culture nurtures a process of ongoing enhancement, aiming to create unique customer and employee experiences while facilitating the development of advanced applications that are currently not widely accessible. 

A report from McKinsey predicts that by the rapidly approaching year 2025, data will be at the foundation of everything businesses do, and companies that embrace data-driven approaches will have a competitive advantage. The report asserts that smart workflows and seamless interactions among humans and machines will likely become as standard as the corporate balance sheet, and most employees will use data to optimize nearly every aspect of their work. This approach will serve as the blueprint for developing truly disruptive medical technology.

Optimized Treatment and Clinical Decision-Making

Developing a device based on clinical needs is paramount in medical technology innovation. Startups recognize the need for technological advancements in specific areas, driving the development of groundbreaking solutions. For instance, in the domain of spine surgery, traditional methods and aging technologies have created an opportunity for disruptive innovation. Startups are rising to the challenge by harnessing cutting-edge surgical navigational technologies that utilize light field technology and advanced sensor suites and to advance surgical precision, consistency while also deriving insightful data. These innovations empower surgeons with real-time, high-resolution 3D renderings of the operative field, offering unprecedented insights and enhanced surgical precision.

Unlocking Possibilities Through AI

By harnessing the power of AI, companies can unlock new possibilities for healthcare innovation. AI technologies, including machine learning and natural language processing, enable automated analysis, pattern recognition, and predictive modeling capabilities. This facilitates faster and more accurate decision-making in product development. When companies have access to data derived from their products in the field, they can use that data to inform how they develop new products or improve existing ones. For medical technology companies that receive clearance to extract de-identified data and use that to inform their product development process, it results in an advanced technology that can efficiently meet clinical needs and improve patient outcomes, as compared to the trial-and-error product development process that takes significantly longer to make an impact. 

The Impact of Data-Driven Insights

Leveraging data-driven insights can reduce the amount of time the patient and operative team spend in the operating room, leading to significant impacts on the healthcare system as a whole. By studying factors such as surgical techniques, instrument utilization patterns, and clinical outcomes, companies can identify areas for improvement and optimize surgical processes. This optimization not only accelerates personalized healthcare for individual patients but also enhances the efficiency and effectiveness of the entire surgical workflow.

For example, consider a procedure performed by two different surgeons. Each surgeon may have their own preferred workflow and set of instruments based on their training and experience. With data analysis, it becomes possible to recognize these individual preferences and tailor the operating room setup accordingly. By optimizing the setup and instrument availability to align with each surgeon’s preferences, efficiency is maximized, reducing the need for instrument turnover and cleaning between procedures.

This level of personalization extends beyond the individual patient and takes into account the specific needs and preferences of each surgeon. By using data to understand the unique workflows and instrument preferences of different surgeons, healthcare facilities can streamline operations, minimize delays, and optimize resource allocation. This not only improves the overall efficiency of the healthcare system but also enhances patient safety and satisfaction.

The integration of advanced data analytics and technology in medical innovation enables a deeper understanding of surgical processes, leading to optimized workflows, improved resource utilization, and better outcomes for both patients and healthcare providers. By harnessing the power of data, healthcare systems can unlock new levels of efficiency and personalization, ultimately transforming the way surgical procedures are conducted and enhancing the overall effectiveness of the healthcare system. With data-driven product development, the potential for enhanced patient care and improved clinical outcomes is within reach.


About Tommy Carls

Tommy Carls serves as the Vice President of Product Development and Marketing at Proprio. Carls received his Bachelor of Science in mechanical engineering from Tulane University and his MBA from the University of Memphis. He most recently served as the Vice President of Research and Development at Medtronic, where he was responsible for all engineering activities for the $2.8 billion medical technology group.  He holds over 80 patents, has led global teams of more than 150 engineers and is held in high regard by the top clinical and industry leaders in the global spine market.

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