Big Data And The Journey To Personalized Medicine

Clemens Suter-Crazzolara

Personalized medicine is a revolution that is unfolding at this very moment. The role of the physician will change dramatically, diagnostic and treatment quality will improve greatly, and wearable devices will be part of daily life. Welcome to the Internet of Things for patients.

These are just a  few conclusions from the clinicians, bio-informaticians, geneticists, analysts and government and NGO-representatives that gathered at two recent conferences: the Biodata World Congress (Cambridge, UK), and the Big Data in Healthcare Symposium (Munsbach, Luxembourg). I had the pleasure to join both; below some of my conclusions.

Handling of medical data is not a big data issue

Any organization can handle and store Big Data; this is simply a matter of scaling. But how to make sense out of the data? Companies and organizations will have to become digital to remove the data silos, to make the most out of the information. This applies to physicians and researchers that are involved in improving the treatment of patients. Several national cohort and genome-projects already provide a big wave of information.

In the near future, patients will own that data, not the physician, but for the time being the latter must be able to make sense out of it, to be able to provide optimal council. Analytics and visualization will become more important, to find the signal in the noise.

Effect on pharma

The pharmaceutical industry is equally affected by the digitization challenge. As one of the representatives bluntly stated: “Our industry is not used to handling data.” It was no surprise that Eroom’s law was referred to by many speakers: Pharma needs to increase its output, but the cost of the R&D workforce is also too high.

As a result, disruptive shifts occur: Mobile phones may become medical devices, and some companies that own the consumer data may start to set the pace for pharma, not the other way around. The strategies by which pharma tries to get the most out of data are manifold, but all speakers stressed the importance of collaboration within the company, the industry, and with academic initiatives and providers.

Data privacy and security

The opportunity for genomics to produce better care is obvious, but what if insurance companies, government agencies, or even hackers gain access to the data? Clearly, the cancellation of the safe harbor agreement has created considerable uncertainty. However, as several speakers pointed out, the data security challenge is not unique to genomics (the banking, security and the healthcare industries have been handling private data for decades).

A sound security concept that combines stringent access-right management with industry-grade standards can alleviate many of the concerns. On top of that, criminal prosecution of data theft is a powerful deterrent and is already in place.

Taken together, these two events provided compelling insights into the status and future of personalized medicine. Many data, analytics, legal and moral challenges are not yet fully resolved, but the pieces are beginning to fall into place.

For more on the role of technology and data in medicine, see Digital Medicine: Healing Better.

This story originally appeared on the SAP Business Trends community.

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Clemens Suter-Crazzolara

About Clemens Suter-Crazzolara

Clemens Suter-Crazzolara is the VP Chief Product Expert at SAP. He is responsible for in- and outbound product management; his focus is on software market research, defining business cases, partner management, customer engagement, go-to-market, sales support and product definition.

Transform Or Die: What Will You Do In The Digital Economy?

Scott Feldman and Puneet Suppal

By now, most executives are keenly aware that the digital economy can be either an opportunity or a threat. The question is not whether they should engage their business in it. Rather, it’s how to unleash the power of digital technology while maintaining a healthy business, leveraging existing IT investments, and innovating without disrupting themselves.

Yet most of those executives are shying away Businesspeople in a Meeting --- Image by © Monalyn Gracia/Corbisfrom such a challenge. According to a recent study by MIT Sloan and Capgemini, only 15% of CEOs are executing a digital strategy, even though 90% agree that the digital economy will impact their industry. As these businesses ignore this reality, early adopters of digital transformation are achieving 9% higher revenue creation, 26% greater impact on profitability, and 12% more market valuation.

Why aren’t more leaders willing to transform their business and seize the opportunity of our hyperconnected world? The answer is as simple as human nature. Innately, humans are uncomfortable with the notion of change. We even find comfort in stability and predictability. Unfortunately, the digital economy is none of these – it’s fast and always evolving.

Digital transformation is no longer an option – it’s the imperative

At this moment, we are witnessing an explosion of connections, data, and innovations. And even though this hyperconnectivity has changed the game, customers are radically changing the rules – demanding simple, seamless, and personalized experiences at every touch point.

Billions of people are using social and digital communities to provide services, share insights, and engage in commerce. All the while, new channels for engaging with customers are created, and new ways for making better use of resources are emerging. It is these communities that allow companies to not only give customers what they want, but also align efforts across the business network to maximize value potential.

To seize the opportunities ahead, businesses must go beyond sensors, Big Data, analytics, and social media. More important, they need to reinvent themselves in a manner that is compatible with an increasingly digital world and its inhabitants (a.k.a. your consumers).

Here are a few companies that understand the importance of digital transformation – and are reaping the rewards:

  1. Under Armour:  No longer is this widely popular athletic brand just selling shoes and apparel. They are connecting 38 million people on a digital platform. By focusing on this services side of the business, Under Armour is poised to become a lifestyle advisor and health consultant, using his product side as the enabler.
  1. Port of Hamburg: Europe’s second-largest port is keeping carrier trucks and ships productive around the clock. By fusing facility, weather, and traffic conditions with vehicle availability and shipment schedules, the Port increased container handling capacity by 178% without expanding its physical space.
  1. Haier Asia: This top-ranking multinational consumer electronics and home appliances company decided to disrupt itself before someone else did. The company used a two-prong approach to digital transformation to create a service-based model to seize the potential of changing consumer behaviors and accelerate product development. 
  1. Uber: This startup darling is more than just a taxi service. It is transforming how urban logistics operates through a technology trifecta: Big Data, cloud, and mobile.
  1. American Society of Clinical Oncologists (ASCO): Even nonprofits can benefit from digital transformation. ASCO is transforming care for cancer patients worldwide by consolidating patient information with its CancerLinQ. By unlocking knowledge and value from the 97% of cancer patients who are not involved in clinical trials, healthcare providers can drive better, more data-driven decision making and outcomes.

It’s time to take action 

During the SAP Executive Technology Summit at SAP TechEd on October 19–20, an elite group of CIOs, CTOs, and corporate executives will gather to discuss the challenges of digital transformation and how they can solve them. With the freedom of open, candid, and interactive discussions led by SAP Board Members and senior technology leadership, delegates will exchange ideas on how to get on the right path while leveraging their existing technology infrastructure.

Stay tuned for exclusive insights from this invitation-only event in our next blog!
Scott Feldman is Global Head of the SAP HANA Customer Community at SAP. Connect with him on Twitter @sfeldman0.

Puneet Suppal drives Solution Strategy and Adoption (Customer Innovation & IoT) at SAP Labs. Connect with him on Twitter @puneetsuppal.

 

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Scott Feldman and Puneet Suppal

About Scott Feldman and Puneet Suppal

Scott Feldman is the Head of SAP HANA International Customer Community. Puneet Suppal is the Customer Co-Innovation & Solution Adoption Executive at SAP.

What Is Digital Transformation?

Andreas Schmitz

Achieving quantum leaps through disruption and using data in new contexts, in ways designed for more than just Generation Y — indeed, the digital transformation affects us all. It’s time for a detailed look at its key aspects.

Data finding its way into new settings

Archiving all of a company’s internal information until the end of time is generally a good idea, as it gives the boss the security that nothing will be lost. Meanwhile, enabling him or her to create bar graphs and pie charts based on sales trends – preferably in real time, of course – is even better.

But the best scenario of all is when the boss can incorporate data from external sources. All of a sudden, information on factors as seemingly mundane as the weather start helping to improve interpretations of fluctuations in sales and to make precise modifications to the company’s offerings. When the gusts of autumn begin to blow, for example, energy providers scale back solar production and crank up their windmills. Here, external data provides a foundation for processes and decisions that were previously unattainable.

Quantum leaps possible through disruption

While these advancements involve changes in existing workflows, there are also much more radical approaches that eschew conventional structures entirely.

“The aggressive use of data is transforming business models, facilitating new products and services, creating new processes, generating greater utility, and ushering in a new culture of management,” states Professor Walter Brenner of the University of St. Gallen in Switzerland, regarding the effects of digitalization.

Harnessing these benefits requires the application of innovative information and communication technology, especially the kind termed “disruptive.” A complete departure from existing structures may not necessarily be the actual goal, but it can occur as a consequence of this process.

Having had to contend with “only” one new technology at a time in the past, be it PCs, SAP software, SQL databases, or the Internet itself, companies are now facing an array of concurrent topics, such as the Internet of Things, social media, third-generation e-business, and tablets and smartphones. Professor Brenner thus believes that every good — and perhaps disruptive — idea can result in a “quantum leap in terms of data.”

Products and services shaped by customers

It has already been nearly seven years since the release of an app that enables customers to order and pay for taxis. Initially introduced in Berlin, Germany, mytaxi makes it possible to avoid waiting on hold for the next phone representative and pay by credit card while giving drivers greater independence from taxi dispatch centers. In addition, analyses of user data can lead to the creation of new services, such as for people who consistently order taxis at around the same time of day.

“Successful models focus on providing utility to the customer,” Professor Brenner explains. “In the beginning, at least, everything else is secondary.”

In this regard, the private taxi agency Uber is a fair bit more radical. It bypasses the entire taxi industry and hires private individuals interested in making themselves and their vehicles available for rides on the Uber platform. Similarly, Airbnb runs a platform travelers can use to book private accommodations instead of hotel rooms.

Long-established companies are also undergoing profound changes. The German publishing house Axel Springer SE, for instance, has acquired a number of startups, launched an online dating platform, and released an app with which users can collect points at retail. Chairman and CEO Matthias Döpfner also has an interest in getting the company’s newspapers and other periodicals back into the black based on payment models, of course, but these endeavors are somewhat at odds with the traditional notion of publishing houses being involved solely in publishing.

The impact of digitalization transcends Generation Y

Digitalization is effecting changes in nearly every industry. Retailers will likely have no choice but to integrate their sales channels into an omnichannel approach. Seeking to make their data services as attractive as possible, BMW, Mercedes, and Audi have joined forces to purchase the digital map service HERE. Mechanical engineering companies are outfitting their equipment with sensors to reduce downtime and achieve further product improvements.

“The specific potential and risks at hand determine how and by what means each individual company approaches the subject of digitalization,” Professor Brenner reveals. The resulting services will ultimately benefit every customer – not just those belonging to Generation Y, who present a certain basic affinity for digital methods.

“Think of cars that notify the service center when their brakes or drive belts need to be replaced, offer parking assistance, or even handle parking for you,” Brenner offers. “This can be a big help to elderly people in particular.”

Chief digital officers: team members, not miracle workers

Making the transition to the digital future is something that involves not only a CEO or a head of marketing or IT, but the entire company. Though these individuals do play an important role as proponents of digital models, it also takes more than just a chief digital officer alone.

For Professor Brenner, appointing a single person to the board of a DAX company to oversee digitalization is basically absurd. “Unless you’re talking about Da Vinci or Leibnitz born again, nobody could handle such a task,” he states.

In Brenner’s view, this is a topic for each and every department, and responsibilities should be assigned much like on a soccer field: “You’ve got a coach and the players – and the fans, as well, who are more or less what it’s all about.”

Here, the CIO neither competes with the CDO nor assumes an elevated position in the process of digital transformation. Implementing new databases like SAP HANA or Hadoop, leveraging sensor data in both technical and commercially viable ways, these are the tasks CIOs will face going forward.

“There are some fantastic jobs out there,” Brenner affirms.

Want more insight on managing digital transformation? See Three Keys To Winning In A World Of Disruption.

Image via Shutterstock

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Andreas Schmitz

About Andreas Schmitz

Andreas Schmitz is a Freelance Journalist for SAP, covering a wide range of topics from big data to Internet of Things, HR, business innovation and mobile.

Human Skills for the Digital Future

Dan Wellers and Kai Goerlich

Technology Evolves.
So Must We.


Technology replacing human effort is as old as the first stone axe, and so is the disruption it creates.
Thanks to deep learning and other advances in AI, machine learning is catching up to the human mind faster than expected.
How do we maintain our value in a world in which AI can perform many high-value tasks?


Uniquely Human Abilities

AI is excellent at automating routine knowledge work and generating new insights from existing data — but humans know what they don’t know.

We’re driven to explore, try new and risky things, and make a difference.
 
 
 
We deduce the existence of information we don’t yet know about.
 
 
 
We imagine radical new business models, products, and opportunities.
 
 
 
We have creativity, imagination, humor, ethics, persistence, and critical thinking.


There’s Nothing Soft About “Soft Skills”

To stay ahead of AI in an increasingly automated world, we need to start cultivating our most human abilities on a societal level. There’s nothing soft about these skills, and we can’t afford to leave them to chance.

We must revamp how and what we teach to nurture the critical skills of passion, curiosity, imagination, creativity, critical thinking, and persistence. In the era of AI, no one will be able to thrive without these abilities, and most people will need help acquiring and improving them.

Anything artificial intelligence does has to fit into a human-centered value system that takes our unique abilities into account. While we help AI get more powerful, we need to get better at being human.


Download the executive brief Human Skills for the Digital Future.


Read the full article The Human Factor in an AI Future.


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Dan Wellers

About Dan Wellers

Dan Wellers is founder and leader of Digital Futures at SAP, a strategic insights and thought leadership discipline that explores how digital technologies drive exponential change in business and society.

Kai Goerlich

About Kai Goerlich

Kai Goerlich is the Chief Futurist at SAP Innovation Center network His specialties include Competitive Intelligence, Market Intelligence, Corporate Foresight, Trends, Futuring and ideation.

Share your thoughts with Kai on Twitter @KaiGoe.heif Futu

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How Manufacturers Can Kick-Start The Internet Of Things In 2018

Tanja Rueckert

Part 1 of the “Manufacturing Value from IoT” series

IoT is one of the most dynamic and exciting markets I am involved with at SAP. The possibilities are endless, and that is perhaps where the challenges start. I’ll be sharing a series of blogs based on research into knowledge and use of IoT in manufacturing.

Most manufacturing leaders think that the IoT is the next big thing, alongside analytics, machine learning, and artificial intelligence. They see these technologies dramatically impacting their businesses and business in general over the next five years. Researchers see big things ahead as well; they forecast that IoT products and investments will total hundreds of billions – or even trillions – of dollars in coming decades.

They’re all wrong.

The IoT is THE Big Thing right now – if you know where to look.

Nearly a third (31%) of production processes and equipment and non-production processes and equipment (30%) already incorporate smart device/embedded intelligence. Similar percentages of manufacturers have a company strategy implemented or in place to apply IoT technologies to their processes (34%) or to embed IoT technologies into products (32%).

opportunities to leverage IoTSource:Catch Up with IoT Leaders,” SAP, 2017.

The best process opportunities to leverage the IoT include document management (e.g. real-time updates of process information); shipping and warehousing (e.g. tracking incoming and outgoing goods); and assembly and packaging (e.g. production monitoring). More could be done, but figuring out where and how to implement the IoT is an obstacle for many leaders. Some 44 percent of companies have trouble identifying IoT opportunities and benefits for either internal processes or IoT-enabled products.

Why so much difficulty in figuring out where to use the IoT in processes?

  • No two industries use the IoT in the same way. An energy company might leverage asset-management data to reduce costs; an e-commerce manufacturer might focus on metrics for customer fulfillment; a fabricator’s use of IoT technologies may be driven by a need to meet exacting product variances.
  • Even in the same industry, individual firms will apply and profit from the IoT in unique ways. In some plants and processes, management is intent on getting the most out of fully depreciated equipment. Unfortunately, older equipment usually lacks state-of-the-art controls and sensors. The IoT may be in place somewhere within those facilities, but it’s unlikely to touch legacy processes until new machinery arrive. 

Where could your company leverage the IoT today? Think strategically, operationally, and financially to prioritize opportunities:

  • Can senior leadership and plant management use real-time process data to improve daily decision-making and operations planning? Do they have the skills and tools (e.g., business analytics) to leverage IoT data?
  • Which troublesome processes in the plant or front office erode profits? With real-time data pushed out by the IoT, which could be improved?
  • Of the processes that could be improved, which include equipment that can – in the near-term – accommodate embedded intelligence, and then communicate with plant and enterprise networks?

Answer those questions, and you’ve got an instant list of how and where to profit from the IoT – today.

Stay tuned for more information on how IoT is developing and to learn what it takes to be a manufacturing IoT innovator. In the meantime, download the report “Catch Up with IoT Leaders.”

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Tanja Rueckert

About Tanja Rueckert

Tanja Rueckert is President of the Internet of Things and Digital Supply Chain Business Unit at SAP.