Strategy

Comments on WSJ Post- “EMRs: A Huge, Expensive Burden”

Electronic Medical Records (EMRs) provide the foundation to improve healthcare quality and improve cost performance. And standardized EMRs open the door to telehealth and new analytics to improve clinical decision support systems and save lives. But the transition from paper records, as we learned in the e-commerce revolution, will take time and create disruption. I posted comments on a WSJ post to share my view on the benefits we can expect to see. WSJ post and my edited comments at http://tinyurl.com/ksnav8e

Copy of my complete comments as follows:

We need a standardized, full- featured EMR system- this is powerful building block to improve today’s healthcare system. The U.S. lags Australia, the Netherlands, New Zealand, Norway and the U.K., all of which have EMR adoption rates above 90 percent. No surprise these countries have healthcare systems that lead the U.S. based on all patient outcomes/cost performance metrics. Coupled with the ACA’s new core quality measure reporting (‘eCQM’s), we are taking the right steps. But EMR also enables predictive analytics which I see as the Holy Grail here. What lies ahead- new clinical decision support systems improving outcomes; new tools to minimize adverse drug events; improving patient selection for new drug trials; improving surgical outcomes examining chronic issues; and many more. The Social Progress Index report, created by Harvard Business School’s Professor Michael E. Porter’s team, ranked 132 countries using 50 indicators. In the Health and Wellness category the United States ranks poorly at 70th, behind Mali (69th), and Nepal (68th), but, small consolation, ahead of Kuwait (71st). Keep that in mind the next time you hear a pundit say “…our healthcare system works just fine and we don’t need to change it.” These studies are based on metrics/data analysis, not hype or talking points. There will be some disruption, but a standardized EMR system will benefit both the entire healthcare community and the public.

Paul B. Silverman

 

Paul B. Silverman writes about entrepreneurship, healthcare, analytics, and strategy management and serves as Advisor, Speaker, Educator, and Managing Partner of the Gemini Business Group, LLC, a new venture development firm, and author of “8 Building Blocks To Launch, Manage, And Grow A Successful Business.” He also serves as Adjunct Professor in the School of Business at George Mason University. See more at Paul B. Silverman Blog and sign up for Entrepreneurship Today! email updates to track latest new venture developments.

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Failure Is Often A Key Driver for Success: Check out “Failing Forward — 3 Tips for Failing Your Way to Success”

Most entrepreneurs are familiar with the story of Thomas Edison’s invention of the light bulb. To outsiders, looks like a waste of time and effort- we see about 10,000 failures and one success. Thomas Edison saw it differently in his widely quoted views on success and failure: “I have not failed 10,000 times. I have not failed once. I have succeeded in proving that those 10,000 ways will not work. When I have eliminated the ways that will not work, I will find the way that will work.”

I agree with Thomas Edison and always define failures as “Learning Experiences” — this works for me.

I recommend checking out “Failing Forward — 3 Tips for Failing Your Way to Success” – an excellent perspective on success and failure from Marshall Graham, Managing Partner at Indian River Advisor, LLC. Excellent insights here for all entrepreneurs.

 

Paul B. Silverman writes about entrepreneurship, healthcare, analytics, and strategy management and serves as Advisor, Speaker, Educator, and Managing Partner of the Gemini Business Group, LLC, a new venture development firm, and author of “8 Building Blocks To Launch, Manage, And Grow A Successful Business.” He also serves as Adjunct Professor in the School of Business at George Mason University. See more at Paul B. Silverman Blog and sign up for Entrepreneurship Today! email updates to track latest new venture developments.

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Posted Comments -Ex-Apple CEO Invests in Telemedicine

Health telemonitoring market is moving quickly with many major players including Xerox, Medtronics, others.  Posted comments on Fierce Medical Devices article: Ex-Apple CEO investment in remote health monitoring market. Link to article and comments at http://tinyurl.com/lwchryc

Here is copy of my posted comments:

MDI, Xerox’s Healthspot investment are moving us in the right direction-using internet and telemonitoring technology to improve healthcare and create value. As example, look at one area – prenatal care and chronic conditions treatment in rural areas with 25 percent of population but only 10 percent of physicians- you realize very quickly the benefits offered by these emerging healthcare telemonitoring applications. But we can and should be doing more here. Several observations:

— We need standardized EHRs and adoption now being driven by ACA’s Meaningful Use rules. Integrating EHRs with remote monitoring and analytics, we create exciting new opportunities linking to medications for compliance, drug efficacy, adverse effect tracking, and so on. EHR adoption is over 90% in many countries and we are about 60%- we can do better here. EHRs provide the transactional data to support “big data” analytic solutions.

–No doubt telemonitoring and kiosks will improve healthcare and hopefully achieve the $6B projected healthcare savings. All players should emphasize analytics, how analytics will be used to support clinical care decisions, how patient data to personalize healthcare, develop improved treatment modalities and so on. These analytical tools exist, can make a difference, and help address the 30% of all medical errors due to misdiagnosis. Very high leverage and upside here but I do not hear these discussed- they should be

–New ACA regulations/penalties imposed to reduce readmissions are forcing institutions to establish new processes to address after discharge patient tracking- while the emphasis of these “kiosk centric” ventures has been mostly walk-in users, I see several major hospital related markets such as readmission reduction and others which I believe will be significant.

–Pharma clinical trials demand working with 1,000’s of patients and closely tracking their meds during the Phase I/II trials. Networks of remote kiosks provide an excellent vehicle to support new drug clinical trials more efficiently than done today

No question exciting times and strong growth ahead in the remote telemonitoring and medical monitoring device market – lets do what is needed here to use these new offerings to create value and improve our healthcare system

Paul B. Silverman

Paul B. Silverman writes about entrepreneurship, healthcare, analytics, and strategy management and serves as Advisor, Speaker, Educator, and Managing Partner of the Gemini Business Group, LLC, a new venture development firm, and author of “8 Building Blocks To Launch, Manage, And Grow A Successful Business.” He also serves as Adjunct Professor in the School of Business at George Mason University. See more at Paul B. Silverman Blog and sign up for Entrepreneurship Today! email updates to track latest new venture developments.

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Comments – NPR: Surprise Medical Bills: ER Is In Network, But Doctor Isn’t

Posted comments today on NPR story about ER billing problems using ER services in Texas. Ironic, as noted in my comments,  Texas is one of the states that has pushed back most strongly on ACA efforts to improve our healthcare system. So if you do have an emergency while traveling in Texas, on the way to the ER in the ambulance, I suggest make sure you check that you are covered for both hospital and doctor costs. Looks like “every doctor  for himself” there- what a way to run a healthcare system. We can fix this and I believe with modifications ACA is the vehicle to accomplish this objective.

You can read my comments and the NPR article at http://tinyurl.com/pfd5zwe

Paul B. Silverman writes about entrepreneurship, healthcare, analytics, and strategy management and serves as Advisor, Speaker, Educator, and Managing Partner of the Gemini Business Group, LLC, a new venture development firm, and author of “8 Building Blocks To Launch, Manage, And Grow A Successful Business.” He also serves as Adjunct Professor in the School of Business at George Mason University. See more at Paul B. Silverman Blog and sign up for Entrepreneurship Today! email updates to track latest new venture developments.

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WSJ – Comments on Alibaba “Singles Day” Results

On November 10th, the WSJ reviewed Alibaba results and the Gross Merchandising Volume or “GMV” metric used to measure performance of e-marketplace companies such as AliBaba and others. I find GMV and related platform business model metrics not well understood. These will be increasingly important as growth of “customer to customer” platform networks accelerate in healthcare and other sectors. Below is a full copy of my comments. Link to the WSJ article and edited comments at http://tinyurl.com/n369mha

Eeading about Alibaba’s business model, I recall the “eyeball model” driving the e-commerce explosion in the 1990’s. The premise- attract large numbers of users/customers to your site, generate value by product and service sales and, most important, generate scale to drive advertising revenue and “exponential” future earnings. Some did it well such as eBay, but the model spawned hundreds of new ventures and most failed. Why? Management, undercapitalized, poor execution strategy- these are the usual reasons most ventures fail. But there was also a fatal flaw here- the eyeball model at the time could not create a universally successful business in all sectors without careful positioning and deep pockets, not the outcome many investors expected. “Build it and they will come”- they didn’t.

Fast forward to today. Alibaba reported very impressive results on “Singles Day”, I.e., 111114, reporting 35 billion yuan ( about $5.75 billion) in the 24 hour Singles Day period. GMV or Gross Merchandise Value is their key business model metric- high GMV translates to higher revenue and presumably long term earnings growth. Following a $25 billion IPO two months ago, there is great pressure to show high GMV.

Several comments here. No question Alibaba is an outstanding success by any measure. One question is long term sustainability. Having merchants offer steep discounts ( 50 % in some cases) to create high single day sales volume looks like a “loss leader” strategy- at least one analyst also questioned whether this is sustainable long term. Remember Groupon and LivingSocial issues. Secondly, note GMV shows total value of transactions sold through Alibaba’s marketplace platform and is not a well defined standard. GMV may include shipping charges, items that will be returned, and other components for the “customer to customer” sales via Alibaba’s platform. GMV is excellent for comparing marketplace companies, but each player may use different assumptions to calculate. Finally, recognize GMV is one of several platform model metrics such as Gross Transaction Volumes or GTV which is well suited for platforms using commission-based pricing strategies. Bottom line here- Alibaba’s success will spur other “GMV” centric new ventures as did the “eyeball” model- lets understand the definitions here and standardize, ensure the proper financial accounting and reporting practices are in place, and ensure the e-marketplace sector achieves the global market growth we all foresee.

Paul B. Silverman writes about entrepreneurship, healthcare, analytics, and strategy management and serves as Advisor, Speaker, Educator, and Managing Partner of the Gemini Business Group, LLC, a new venture development firm, and author of “8 Building Blocks To Launch, Manage, And Grow A Successful Business.” He also serves as Adjunct Professor in the School of Business at George Mason University. See more at Paul B. Silverman Blog and sign up for Entrepreneurship Today! email updates to track latest new venture developments.

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Right Answer, Wrong Question- New CIO EHR Survey

New Survey- “CIOs Say Usability, Search-Related Problems Prevalent Among EHRs”

iHealthBeat reports on new Frost and Sullivan survey focused on CIO EHR perspectives. I believe we need to refocus today’s EHR dialogue on the many benefits EHR provides- this vision seems to be missing. We are playing catch-up to many countries who have embraced EHRs. Survey highlights and summary of my comments posted on iHealthBeat http://www.ihealthbeat.org/articles/2014/10/27/cios-say-usability-search-related-problems-prevalent-among-ehrs . I see many parallels between the e-commerce revolution in the 1990’s and today’s EHR debate. Copy of my unedited comments below.

 

Right Answer, Wrong Question…

Asking CIOs how they feel about EHR’s, you would expect comments that today’s EHRs are challenging, slow, and have operational problems. That is the right answer, but in my view the wrong question. While the information gained provides insights into perceptions, the more important question to address is from the CIO perspective, what do they see as the most immediate EHR applications they need to change and/or enhance their current operations, including meeting ACA guidelines and improving their cost/performance benchmarks. What I am suggesting is let’s move the discussion to focus on specific process enhancements that EHRs will drive. My thinking is driven by what we saw in the e-commerce market evolution.

E-commerce, new electronic services that displaced paper, was a driver of the Internet revolution in the late 1990’s. Many saw the vision that cost/performance benefits, not paper or admin cost reduction was the real driver here, but we faced formidable challenges, e.g., lack of standards, privacy, multiple technology platforms, training issues, complexity compared to ‘simple’ paper forms, and others.

From my perspective, sure sounds like exactly what we are facing with today’s migration to EHR. So looking back, what did we learn and what does experience tell us about today’s EHR “revolution.” I see three key directions based on my experience.

First, e-commerce winners understood that changing process, not solely displacing paper, was the key benefit. For example, using electronic purchase orders rather than paper saved paper and admin costs and were more efficient, but they also enabled analytics to optimize supply chains and improve profitability- that could not be done with paper. This was a key point driving e-commerce revolution which myself and others reinforced, i.e., “implementing e-commerce systems will cost more, but you will achieve cost and operational efficiencies and improve your competitive position.” This was not accepted by all at the time. Key point here- today’s EHR’s may cost more but they don’t just automate paper-based record keeping- they really open the door to create new processes and dramatically reshape healthcare. That is the message we should be reinforcing backed up with solid cost- effective applications.

Secondly, new e-commerce applications emerged and many new ventures were spawned contributing to e-commerce market growth. And these were entrepreneurial ventures, targeting sectors and all value chain functions to improve operations, e.g., supply chain management, distribution channel optimization, marketing analytics, and so on. Market growth at the time was fueled by venture capital and creative entrepreneurs, not the major firms. In today’s EHR environment, expect to see many new ventures accelerate in areas of remote telemonitoring, predictive analytics, and others- healthcare is a significant target, long overdue for major cost performance step up, and EHR is the accelerator to make it happen. VCs in my view are still behind the curve here but I believe approaching a critical mass here.

 

Finally, e-commerce was a global business and, at the time, many new technologies and e-commerce structures emerged overseas. Today, recognize that many countries have EHR adoption rates greater than 90 percent, and we are playing catch-up with EHR adoption at less than 70 percent and CIO resistance based on the survey . In these overseas markets today, EHR is embraced and driving new applications, analytics, and solutions which I expect will play a role as the US market for enhanced EHR achieves what I believe will be exponential growth in the next decade.

Paul B. Silverman writes about entrepreneurship, healthcare, analytics, and strategy management and serves as Advisor, Speaker, Educator, and Managing Partner of the Gemini Business Group, LLC, a new venture development firm, and author of “8 Building Blocks To Launch, Manage, And Grow A Successful Business.” He also serves as Adjunct Professor in the School of Business at George Mason University. See more at Paul B. Silverman Blog and sign up for Entrepreneurship Today! email updates to track latest new venture developments.

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WSJ Article: “VCs Should Back Gadgets for the Sick, Not the Healthy, Doctors Say”

WSJ Article/Comments “VCs Should Back Gadgets for the Sick, Not the Healthy, Doctors Say”

Article in WSJ Venture Capital Dispatch notes that medical professionals believe the investment community is missing the opportunity to develop healthcare solutions for seniors and patients with chronic conditions. Today’s focus is on ‘gadgets’ targeting primarily healthy patients as noted in the WSJ article. I agree with the key points- we are seeing several exciting new healthcare/analytics markets emerge and they are moving quickly- these will attract VC funding-.

Due to space, I posted summary comments on the WSJ site and shared some ideas on opportunities – link to WSJ article and comments:

http://blogs.wsj.com/venturecapital/2014/10/16/vcs-should-back-gadgets-for-the-sick-not-the-healthy-doctors-say/

Full copy of my comments:

 

Agree- suggest we focus less on the gadgets and more on developing the technologies and solutions to address real needs- senior care, chronic care, prenatal, preventative medicine.  

We are missing the mark but healthcare is now positioned for major capital infusion by investors that understand the market and recognize that analytics, software, and solutions, not hardware or gadgets, will drive and scale the market. I am pleased to share comments on some new directions/numbers here.

New Clinical Decision Support Systems (CDSS) and Clinical and Business Intelligence (C&BI) systems using analytics to achieve performance improvements such as reducing misdiagnosis errors (accounts for about 10 to 30 percent of medical errors) and improving operational efficiency (estimated at $17-29 billion annually due to patient misdiagnosis). These are spawning exciting new related analytics/software ventures to reshape healthcare and streamline clinical analysis.

Look at the upside here- in 2011, a HIMSS study reported only 30 percent of US hospitals had a clinical data warehousing/mining solution. And among these users, only 35 percent of these users employed any analytic tools for predictive modeling, and less than 1 out of 5 of these users even use their transactional systems to capture data. We are in the early growth phase of the exponential growth market for ventures developing creative healthcare applications using ‘big data’ and analytics tools.

The remote healthcare monitoring market is also in its infancy, but positioned for dramatic growth. One driver is EHR adoption now being driven by ACA’s Meaningful Use rules. Integrating EHRs with remote monitoring and analytics, we create exciting new business sectors which, for example, link to medications for compliance, drug efficacy, adverse effect tracking and so on- very exciting area which I have been directly involved with.

Also consider the need, as an example, for prenatal care and chronic conditions treatment in rural areas with 25 percent of population but only 10 percent of physicians- you realize very quickly the benefits offered by emerging enhanced remote healthcare telemonitoring applications. Note these go well beyond the “gadget” market (such as a wristwatch tracking vital signs). I shared comments on EHR directions/recommendations in a prior WSJ posting (“Can Data From Your Fitbit Transform Medicine?:” WSJ Technology, June 23, 2014)

EHR adoption provides the foundation to support remote telemonitoring and other analytics-based applications. A 2012 Commonwealth Fund study showed EHR adoption rates over 90 percent in Australia, the Netherlands, New Zealand, Norway and the U.K., compared to about 69 percent in the U.S. No surprise these countries have healthcare systems that lead the U.S. based on analysis of patient outcomes and cost performance.

New EHR-related applications, analytics, enhanced system ventures represent high growth, and EHR adoption is now accelerating in the US driven by both Meaningful Use and the need to improve cost/performance- these forces will be key healthcare market growth drivers.

Summarizing, there will no doubt be a need for ‘gadgets’ but suggest we keep our focus on the real issues and opportunities such as the above, which represent high sustainable growth creating value for smart investors

Paul B. Silverman

 

Paul B. Silverman writes about entrepreneurship, healthcare, analytics, and strategy management and serves as Advisor, Speaker, Educator, and Managing Partner of the Gemini Business Group, LLC, a new venture development firm, and author of “8 Building Blocks To Launch, Manage, And Grow A Successful Business.” He also serves as Adjunct Professor in the School of Business at George Mason University. See more at Paul B. Silverman Blog and sign up for Entrepreneurship Today! email updates to track latest new venture developments.

 

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Posted “Emerging Business Models Driven By Predictive Analytics” in Business Model Innovation Forum

Agreed to serve as a member of the Business Model Innovation Forum. Good discussion here on all aspects of business models and where we are heading. I posted following comments today as an initial contribution – more information in the Forum at www.businessmodelhub.com. I am pleased to share a copy of my posted comments:

Emerging Business Models Driven By Predictive Analytics

I am pleased to contribute to the Forum and look forward to discussions with other members.

Two areas related to business models in my view should be discussed. First, predictive analytics which is reshaping traditional business models and changing the competitive landscape. These new tools analyze millions of “information records”, develop “rules” to explain the outcomes with major improvement in speed and accuracy. Note information records may include traditional databases, as well as unstructured “text analytics” from news feeds, messaging, maybe doctors notes related to an electronic health record (EHR). Seamless analysis of both traditional structured and unstructured data is a powerful new direction and where we are heading.What we are seeing are new services emerging, creating new markets, many driven by entrepreneurial firms. New clinical diagnostic services to improve healthcare outcomes and reduce costs- results show dramatic improvement. Technology Assisted Review or TAR, using advanced analytics in the legal arena to assist in identifying relevant and priviliged documents reviewing millions of documents for class action and other major legal cases. Continuous Audit, Continuous Monitoring or “CA/CM” using real time analytics in Fortune 1000 companies to identify problem, possibly fraudulent transactions pre-audit saving time and money and reducing exposure.

I have been involved in these and can cite many others. Key point- we are creating new business models here- some based on outcomes, others based on client savings maybe linked to longitudinal or total costs. So today what looks like a traditional software product, services, or solutions business may be competing with “transaction based” players, oftentimes entrepreneurial firms using creative business models and pricing structures.

Secondly, while we often focus on the internal, company- centric elements of the business model which are essential, lets keep in mind that external factors play a major role in shaping a firm’s business model and strategy. In 2013, I made this point in comments on an excellent business planning post by Accenture. You can see my comments and the Accenture link at http://tinyurl.com/ozugkl9

Bottom line here- we can expect to see many new, creative business models emerging which “push the envelope” demanding that management acquire new business planning and analysis skills. “Business as usual” will not be a successful strategy. Many of these new emerging business models in my view will be driven by agile entrepreneurial firms creating both new investment and value creation opportunities as well as challenges for traditional players,

Paul B. Silverman writes about entrepreneurship, healthcare, analytics, and strategy management and serves as Advisor, Speaker, Educator, and Managing Partner of the Gemini Business Group, LLC, a new venture development firm, and author of “8 Building Blocks To Launch, Manage, And Grow A Successful Business.” He also serves as Adjunct Professor in the School of Business at George Mason University. See more at Paul B. Silverman Blog and sign up for Entrepreneurship Today! email updates to track latest new venture developments.

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Comments -“War and Peace” on the subway: How your iPhone is saving literature. Salon

Interesting article on how e-book market is changing. Posted comments discussing some entrepreneurship and strategy insights here

check out Salon article at

http://www.salon.com/2014/05/14/war_and_peace_on_the_

subway_how_your_iphone_is_saving_literature/

Here is a copy of my posted comments…

Interesting article. From an entrepreneurial perspective, maybe we are seeing a new opportunity emerging here. Authors and publishers think “chapters”. Why? Because we always did it that way. Write a book, say 40,000 words. Maybe 2,000 words for front and back copy so we have about 38,000 words book content. Assume you plan to have 15 chapters, each chapter will have 2,533 words. Assuming about 250 words/page, each chapter will be about 10 pages and total page count will be about 160 pages- a reasonable book structure.

But the market may be sending us a message. Forget “chapters” which are ” product driven” and arbitrary based on the above calculation.

Maybe we should consider a “market driven” strategy to address the growing market for “snippet of information readers” who are using Smartphones. Suppose we define a new book structure whereby books are divided into ” bite size” information packets- maybe call each of these “brevis”, Latin for tiny. And we set the length of each brevis at what a reader can read in say 4 minutes, maybe 1,000 words, and that is standardized. We create a new class of books structured in brevis, not chapters, which meets market needs.

I am not sure I will see a “brevis” book soon, but I shared the above to make several points. First, recognize the difference between product or technology driven strategy vs. market driven. When markets send messages on issue and opportunities, smart players listen and respond quickly. E-books changed the book industry- Barnes and Noble responded; Borders became a business school case study.

Secondly, thinking “counterintuitively” is an important skill to develop. Thinking Intuitively, you would expect readers would use e-readers not smartphones- larger, easier to read screens, and other features provide advantages. So what we are seeing here is counterintuitive, not what we would expect. Identifying and analyzing the “How’s and Whys” here is a powerful skill worth honing. Finally, be prepared to fail. I am not sure the “brevis” book will be a success but going through the planning process, understanding the market nuances, understanding what are user needs today and how are they changing- these are the real benefits. At the time of the D-Day invasion, a turning point in World War II, General Dwight D. Eisenhower commented that ” The Planning Process is Everything; The Plan is Nothing”. I use this philosophy often and firmly agree- great things can be accomplished through detailed planning, exploring “what-ifs”, and postulating market driven business strategies that oftentimes can shake up markets or create new ones. There will be failures but many benefits will also be realized.

So I will continue to think about the Brevis book, get feedback and criticism ( probably lots of it) from colleagues and friends, which will reshape my thinking I am sure. That is how we make progress.

Paul B. Silverman writes about entrepreneurship, healthcare, analytics, and strategy management and serves as Advisor, Speaker, Educator, and Managing Partner of the Gemini Business Group, LLC, a new venture development firm, and author of “8 Building Blocks To Launch, Manage, And Grow A Successful Business.” He also serves as Adjunct Professor in the School of Business at George Mason University. See more at Paul B. Silverman Blog and sign up for Entrepreneurship Today! email updates to track latest new venture developments.

 

 

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Data Marketing 101: New Directions. Infographics +Predictive Analytics

Excellent article by Shannon Byrne on how startups can use Infographics – good insights here. Check out http://thenextweb.com/dd/2014/08/18/data-marketing-101-startups-can-put-data-work/

Coupling Infographics with predictive analytics pushes the boundary here and I shared some thoughts – here is copy of my posted comments

Shannon. Excellent post. Thanks for sharing. Infographics is an exciting area and I see predictive analytics pushing the boundary further and opening new possibilities. For example as you say need to ‘mine data that’s helpful to your audience’ and you suggest several questions to address.
But suppose we mine data and use PA tools to identify drivers that are not known – predicting the ‘unknown-unknowns’ and showing these in Infographics provides exciting and powerful capabilities. For example, suppose you are showing attributes of your customers and show typical data, e.g., sales by region, sector, customer size and so on. But suppose you can also identify and show that the highest sales are driven by sales staff with certain backgrounds who sell to certain sectors. Or you identify and show how sales rank based on variations in the sales process; I.e., response to RFP, sales call center query, direct sales call, and so on.
Key point here- the relationships I suggested here and the questions to ask will be defined by the PA model not the Infographic data modeler- that is the real power of predictive analytics ‘technology and a concept still not fully understood by many.

In the healthcare sector for example, we use PA tools to optimize clinical treatments based on data going well beyond a patient’s condition and symptoms. Mining data using PA defines ‘ inferences’ and the rules between business metrics. Fast forward here and we can envision many exciting Infographic applications that will push the boundary enabling us to improve clarity and communications of complex and insightful business metrics

Paul B. Silverman writes about entrepreneurship, healthcare, analytics, and strategy management and serves as Advisor, Speaker, Educator, and Managing Partner of the Gemini Business Group, LLC, a new venture development firm, and author of “8 Building Blocks To Launch, Manage, And Grow A Successful Business.” He also serves as Adjunct Professor in the School of Business at George Mason University. See more at Paul B. Silverman Blog and sign up for Entrepreneurship Today! email updates to track latest new venture developments.

 

 

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