Three steps to digital/AI transformation
Arlen Meyers, MD, MBA
President and CEO, Society of Physician Entrepreneurs, another lousy golfer, terrible cook, friction fixer
In his book,?The Four Steps to the Epiphany, ?Steve Blank described what has become the gospel of lean startup methodologies: Customer validation, customer discovery, customer creation and company building
The path to sick care digital transformation is a bit shorter, but certainly no less difficult and plagued by failure: Personal innovation readiness, organizational innovation readiness and digital/AI transformation.
PERSONAL INNOVATION READINESS
?Are you prepared to innovate??Here's what you should know about innovation.
MINDSET
Starting down the entrepreneurship path means that you will not only have to change your mind about things, more importantly, you will have to change your mindset.?Don't make these rookie mindset mistakes. ?Here's what it means to have an entrepreneurial mindset. ?There is a?difference between a clinical and an entrepreneurial mindset. ?Innovation starts with the right mindset.
You will need a digital mindset too.
MOTIVATION
Organizational behavior gurus have been studying how to motivate employees for a very long time. ?Most have failed.
Indeed, most of your ideas will fail. Consequently, you will need a source of intrinsic motivation to keep you going.?Make it personal, but don't take it personally. ?Find the?right mentors and sponsors to keep you on track ?and support you when you are down.?Create a personal advisory board. ?Develop these?entrepreneurial habits. ?Practice the power of?negative entrepreneurial thinking.
MEANING
Meaning should drive what you are about to do.?Practice virtuous entrepreneurship and find your ikigai. ?Instead of starting with the end in mind,?start with the why in mind. ?Prune. ?Let?go of the banana.
MEANS
Once these attitudes are in place,?then focus on building your entrepreneurial knowledge, skills, behaviors and competencies. ?Take a financial inventory. Start accumulating the physical, human and emotional resources you will need to begin and sustain your journey. In addition to knowledge, you will need resources, networks, mentors, peer support and non-clinical career guidance.
METRICS
What are some standards and metrics you can us to measure your innovation readiness e.g. in the use of artificial intelligence in medicine?
The?American National Standards Institute ?(ANSI) has released a?new report ?that reflects stakeholder recommendations and opportunities for greater coordination of standardization for artificial intelligence (AI) in healthcare. The report, "Standardization Empowering AI-Enabled Systems in Healthcare," reflects feedback from a 2020 ANSI leadership survey and national workshop, and pinpoints foundational principles and potential next steps for ANSI to work with standards developing organizations, the National Institute of Standards and Technology, other government agencies, industry, and other affected stakeholders.
The newly developed Medical Artificial Intelligence Readiness Scale for Medical Students (MAIRS-MS) ?was found to be valid and reliable tool for evaluation and monitoring of perceived readiness levels of medical students on AI technologies and applications. Medical schools may follow 'a physician training perspective that is compatible with AI in medicine' to their curricula by using MAIRS-MS. This scale could be benefitted by medical and health science education institutions as a valuable curriculum development tool with its learner needs assessment and participants' end-course perceived readiness opportunities.
As an important step to ensure successful integration of AI and avoid unnecessary investments and costly failures, better consideration should be given to: (1) Needs and added-value assessment; (2) Workplace readiness: stakeholder acceptance and engagement; (3) Technology-organization alignment assessment and (4) Business plan: financing and investments. In summary,?decision-makers and technology promoters should better address the complexity of AI and understand the systemic challenges raised by its implementation in healthcare organizations and systems.
In fact, 71 percent of 1,500 executives surveyed in more than 90 countries said that adaptability was the most important leadership quality in these times. Survey respondents also ranked creativity, curiosity, and comfort with ambiguity as highly desirable traits.?
ORGANIZATIONAL INNOVATION READINESS
Gifford Pinchot, who originated the term "intrapreneur", has suggested that you rate your organization in several domains to see whether your innovation future looks bright or bleek:
If you ask a sample of people to rate these in your company on a scale of 1-10, don't be surprised if the average equals somewhere between 2-4. Few organizations, you see, are truly innovative or have a truly innovative culture. Most don't even think about?how to bridge the now with the new , let alone measure it.
领英推荐
Do a cultural audit. ?Creating a culture of innovation must include?SALT and PRICES
Alignment
Leadership
?
Process
Recognition
Incentives
Champions
Encouragement
Structure
Learn from companies in other industries who transformed.?Here are some tips from Levi Strauss. ?Here is why?becoming a data driven organization is so hard.
?For digital transformation in healthcare to move from isolated pockets of innovation to an integrated enterprise effort, it needs to address people, processes, and other factors as well as data and technology.?Here are seven critical success factors that can make or break digital transformation in healthcare.
DIGTAL/AI TRANSFORMATION
Develop and deploy the 6Ps: Here is what companies need to know before investing in AI.
Platform/infrastructure
Performance?indicators that meet clinical, operational, and business objectives and achieve the?quintuple aims. Digital/AI transformation is a means toward an end, not an end in itself. Focus on business and clinical outcomes.
Here are some sick care digital transformation tips. ?Should you have a?department of artificial intelligence?
But for health care AI to rightly earn the trust of patients and physicians, this multitude has to come together. Developers, deployers and end users of AI—often called artificial intelligence—all need to embrace some core ethical responsibilities.
Scaling the dissemination of AI in the healthcare system involves several key strategies:
The recent NEJM AI article by Wu et?al.2 quantified real-world uptake of medical AI using commercial payer claims data rather than survey data and illustrates this point well; reimbursement, under appropriate guardrails,3 is key to real-world adoption at scale. Their findings confirm anecdotal evidence that some form of financial return, typically under the FFS mechanism, is a key factor in the successful scaling of medical AI.
An open-access,?peer-reviewed essay ?published in the?Journal of Medical Systems?summarizes these crosscutting responsibilities. And though they don’t all require physicians to take the foremost role, each is make-or-break to the patient-physician encounter.
The path to the end of the rainbow is filled with good intentions and lots of?shiny new objects. ?Stay focused, use your moral compass to guide you and follow the yellow brick road.
Arlen Meyers, MD, MBA is the President and CEO of the?Society of Physician Entrepreneurs on Substack
President at DS Medical Holdings, Inc. / ProLife Support Org
2 年We've achieved this normal and more with our AI development for Medicare seniors with chronic pain, including mental health.... BRE Analytics https://dsmedicalholdings.com/bre-analytics
Health Tech Pioneer | Solution Enthusiast | Servant Leader | Loving Father and Husband
2 年Arlen Meyers, MD, MBA this is one of the best articles I've read on this subject. As an AI/digital healthcare entrepreneur I recognize and experience the doubt, reluctance, and fear of those with profit first or profit only driven minds. The innovator is a different creature; one that thrives on the learning experience that comes only by challenges or failure. The culture that surrounds this process is flexible, supportive, and most of all is adaptive. There's no finish line for us. We're in it for the journey of the unsolvable problem.
President and CEO, Society of Physician Entrepreneurs, another lousy golfer, terrible cook, friction fixer
2 年@Dana Corriel, MDGary Goldman MD, DDS, MBA