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Responsible deal-making is the focus of SF IP conference, 9/18

Responsible IP deal-making – where parties enter into licensing and other agreements mutually – has become something of a lost art. Not long ago, it was a best-practice.

Many companies need to in-license to practice the inventions that cover their products. Similarly,  not every business has the capital to make products from its inventions. Those that do not, may need to out-license. Once a symbiotic relationship that could be effected without the need for litigation, much patent licensing has turned contentious and patent holders who wish to license are seen as bad actors.

“Patent Licensing: The Business of Responsible Licensing” hopes to change that. The location is the Golden Gate Club in San Francisco on September 18.

Post-“Troll” Environment

The day of the so-called “troll,” where licensing businesses armed with nuisance suits forced businesses to settle, is long gone, the victim of increased patent uncertainty and the high cost of litigation.

What is responsible licensing in today’s environment? What are fair and reasonable terms? This conference will examine various sides of the issue.

IP CloseUp readers receive a 15% discount with a promo code or mention they saw this article. (Service providers may not be eligible.)

Participating in the day-long event are licensing executives from Dow, Nokia, Visa, Samsung, Cisco, Intel, among others. Panels include:

  • Building a successful patent licensing strategy
  • The good, the bad, and the ugly of licensing transactions
  • Defining FRAND
  • International licensing
  • Strategic licensing scenarios

There will be ample breaks and time for networking.

For the complete program, go here.

For the list of speakers, here.

To register, go here.

Image source: iammagazine.com; mckinsey.com

 

 

“What kind of man owns his own computer?” Ben Franklin knows

Invention is about the future. Looking back at the technology and images that defined us, however, can provide an idea of where we are headed.  

A case in point is the Apple II personal computer. The ad below appeared in the venerable Scientific American magazine in May 1980. It seems almost laughable in its blatant appeal to the ego, although it was on the certainly on track about the PC’s ability to empower individuals and encourage creativity.

Ben Franklin designing the kite that helped to discover electricity (below) is a provocative image. Franklin was the original “scientific” American – statesman, inventor, writer. The Apple II, introduced in 1977, came with 4K of memory, expandable to 48K.  Its CPU speed was rated at 1 MHz. It was the kind of tool that could make genius even better.

Below is the original ad for the Apple II (full text is below the ad for easy reading).

What kind of man owns his own computer?

Rather revolutionary, the whole idea of owning your own computer? Not if you’re a diplomat, printer, scientist, inventor… or a kite designer, too. Today there’s Apple Computer. It’s designed to be a personal computer. To uncomplicate your life. And make you more effective.

It’s a wise man who owns an Apple.

If your time means money, Apple can help you make more of it. In an age of specialists, the most successful specialists stay away from uncreative drudgery. That’s where Apple comes in.

Apple is a real computer, right to the core. So just like big computers, it manages data, crunches numbers, keeps records, processes your information and prints reports. You concentrate on what you do best. And let Apple do the rest. Apple makes that easy with three programming languages— including Pascal—that let you be your own software expert.

Apple, the computer worth not waiting for.

Time waiting for access to your company’s big mainframe is time wasted. What you need in your department on your desk is a computer that answers only to you…

Apple Computer. It’s less expensive than timesharing. More dependable than distributed processing. Far more flexible than centralized EDP. And, at less than $2500 (as shown), downright affordable.

Visit your local computer store.

You can join the personal computer revolution by visiting the Apple dealer in your neighborhood. We’ll give you his name when you call our toll-free number (800) 538-9696. In California, (800) 662-9238. Apple Computer, 10260 Bandley Drive, Cupertino, CA 95014.

________________

A Manly Man

Note the ad’s manly images. (I guess 1980s women didn’t need a computer.) Ben Franklin was never a pinup for machismo, although he was said to be quite the lady’s man… $2,500 in 1980 is equivalent to about $8,000 today – a price almost no individual would be willing to pay for a personal computer. Computers have gotten smarter and smaller; people, not so much.

In 1980:

  • U.S. President Jimmy Carter proclaims a grain embargo against the USSR with the support of the European Commission
  • The Rubik’s Cube makes its international debut at The British Toy and Hobby Fair, Earl’s Court, London
  • The 1980 Winter Olympics took place in Lake Placid, New York
  • The United States boycotted the 1980 Summer Olympics in Moscow because of the Soviet invasion of Afghanistan
  • Pac-Man, the best-selling arcade game of all time, is released in Japan

Another print ad introduced the Apple II in September 1977. It included a $598 board-only version for “do-it-yourself hobbyists.”

And while we are on the subject, Autobiography of Benjamin Franklin, available for free, here, is an unusually timely and readable work, especially for anyone interested in invention and the creative process.

Frank Woodworth Pine wrote that it was “the most remarkable of all the remarkable histories of our self-made men.” with Franklin as the greatest exemplar of the “self-made man”.

Image source: http://blog.modernmechanix.com; technobezz.com

Can the U.S. compete with China without a focused innovation policy?

More nations today have an innovation policy than do not – that is except for the U.S. 

The U.S. not only has no centralized innovation and intellectual property policy, it has no real strategy for making IP rights more meaningful and American businesses more competitive in the wake of initiatives from China.

Some believe it is not the job of policymakers to tinker with free-markets or favor certain industries. Well, that may have worked in the past, but with China committed to dominating global innovation – and with unlimited capital – the U.S. must reexamine its strategies.

What it is not supposed to do is assume that it is business as usual.

The United States has a tendency to repeat past mistakes, such as in the case of so-called “Japan, Inc.,” which devastated the auto and electronics industries with more advanced products. It is currently contending with China, which has approximately ten times the population of Japan and has quadrupled its investment in technology over the past decade.

“US innovation policy: Time for a makeover,” a fresh take on dealing with competition in the Intangible Investor, can be found in the July IAM magazine, out this week, here.

Innovation policy in the United States is mostly a series of suggested strategies and directives from several government agencies and industry organisations primarily designed to address foreign IP infringement (i.e., theft). It is often tied to science and economic policy, and is typically reactive – not proactive.

“Better innovation policy not only permits established industries to compete,” says the Intangible Investor, “it facilitates success for the next generation of inventors, authors, designers and software developers. It also helps to supply context for a confused and wary public susceptible to false media narratives – intellectual property is not the enemy, nor are rights holders and lawyers.”

Enforcement is Not Policy

Trump’s anger about China IP violations, justified or not, does not constitute an innovation policy. Innovation policy is not just about enforcement or supporting the science, technology, engineering and math (STEM) curriculum for the next generation of inventors. It is about understanding the current economic and political context and responding as a nation.

“The FAANGs, and others, who dominate the competition and monetize their customers’ information, often without permission, realize they are increasingly symbols of bad business behavior,” Bruce Berman wrote recently in IP Watchdog. “The heat they feel from regulators in Europe and the U.S. will continue to rise.

“IP infringement will come to be seen as an increasingly important part of their bad behavior. The timing is perfect for them to step back and step up and show the leadership they heretofore have ignored regarding IP rights. Movement toward a responsible IP middle ground – a less entrenched position that recognizes others’ rights and actively conveys a greater willingness to share successes, not only defend them, will help to inform a meaningful IP policy.”

Quick-Reading Guide

For further background on U.S. innovation policy, read a timely and insightful perspective on U.S. innovation policy from James Goh, a young Wharton student from Singapore, “Primer: Innovation Policy in the United States.” 

For a linked quick-reading list about innovation and IP policy from the Center for IP Understanding, go to page 4.

Image source: q3research.com; breakinggap.com

 

 

$88.3M (CD) for Canadian IP literacy and tools via new strategy

The Canadian government has announced that it is investing $88.3M CD in a new IP strategy that incorporates tools and education, and improves literacy. Canada’s population is approximately one-tenth of that of the U.S.’

The government wants to help business, creators, entrepreneurs, and investors better understand, protect and access intellectual property (IP) through a comprehensive IP Strategy. The full story can be read on IP Watchdog.

Legislation, Literacy, Advice

The IP Strategy will make changes in three key areas: Legislation, Literacy, and Advice, according to a statement and Canada’s IP Strategy website.

The Canadian government announcement said that intellectual property is a key component of an innovation economy. It helps Canadian innovators reach commercial success, further discovery and create middle-class jobs by protecting their ideas and ensuring they reap the full rewards of their inventions and creations.

Canada’s IP Strategy will help Canadian entrepreneurs better understand and protect intellectual property and also provide better access to shared intellectual property. Canada is a leader in research, science, creation, and invention, but has lagged in commercializing innovations.

The new IP strategy received praise from a range of industries, from aerospace to biotech to entertainment.

A suite of seminars, training and information resources on the subject of intellectual property (IP) is tailored for businesses and innovators. As part of the “Literacy and Advice” section of IP Strategy, the Canadian IP Office (CIPO) will:

  • Launch a suite of programs to help improve IP literacy among Canadians.
  • Support domestic and international engagement between Indigenous people and decision makers as well as for research activities and capacity building.
  • Provide tools to support Canadian businesses as they learn about IP and pursue their own IP strategies.

Copyright Awareness

Earlier this year, the UK IP Office (UK IPO) introduced a copyright awareness program with a series of educational animations for students seven to eleven-years-old.  “Nancy and the Meerkats,” under the Cracking Ideas initiative, met with nasty opposition from media like Techdirt and Torrent Freak. They believe that helping children to understand IP right from wrong is a little more than brainwashing. These publications often have an IP axe to grind and believe that content and code should be broadly shared, and that piracy is not necessarily theft.

UK Teaches 7-Year-Olds that Piracy is Stealing” was the title of the Torrent Freak article, implying that it is not. Piracy is not OK, even if some coders, content providers, and patent infringers believe it is. A BBC story attempted to sort things out, but the negative publicity appeared to put the educators on the defensive when it is the infringers who should be. Teaching children IP right from wrong is part of good parenting.

Image source: ic.gc.ca

Rep. Collins speaks from IP experience at CIPU-GIPC innovation policy forum

On Tuesday an open briefing was held in Washington to better understand U.S. innovation and IP policy. Congressman Doug Collins (R-GA), a supporter of strong and certain IP rights, launched the event with a personal account of his exposure to IP rights growing up in rural Georgia. 

He said that a number of his relatives and neighbors were chicken farmers, “some of whom invented new and more effective processes to produce and process eggs and poultry that were protected under IP law.”

The keynote comments of the Congressman were part of a program, “Innovation Policy and Intellectual Property: Building on a Strong Foundation,” held by the Center for Intellectual Property Understanding (CIPU), an independent non-profit, and the Global Innovation Policy Center (GIPC), a division of the United Stated Chamber of Commerce.

House Judiciary Committee

Congressman Collins is a member of the House Judiciary Committee, and also is on the sub-committee for the Courts, Intellectual Property and the Internet. He was a sponsor of the recently enacted, and broadly supported Music Modernization Act, which passed the House 415-0, and has developed and supported other IP-friendly legislation. “IP is a part of the fabric of the nation,” he said. “American freedom is tied to an effective IP system.”

Other presenters included CIPU board member Marshall Phelps, former Vice President of IP Business and Strategy at Microsoft and prior to that at IBM. Mr. Phelps also served as head of Government Relations for IBM in Washington in the 1980s, and previously was head of Asia-Pacific. He spoke about the threat to technology posed by “Japan, Inc.” in the Eighties, and how the U.S. was able to surmount the threat with the right combination of incentives.

“The threat to IP and innovation from China is real,” said Phelps in his introductory remarks, “but too much policy and the wrong incentives can create bigger problems. Making patent certainty a higher priority should be the first priority. Putting IP properly on the balance sheet would help, too.”

Manny Schecter, Chief Patent Counsel of IBM, also a CIPU director, and president of the Intellectual Property Owners (IPO) Education Foundation, was a panelist, as were, Alan Marco, former USPTO Chief Economist, Rob Atkinson, a pro-IP economist and President of the Information Technology and Innovation Foundation (ITIF), and Professor Adam Mossoff, an IP scholar and policy expert at George Mason University Scalia School of Law.

Among the goals of the panel was to explore:

  • What is U.S. innovation policy?
  • How does it relate to intellectual property?
  • Who should be responsible for it?
  • How should success be measured?

Audience Response

One the audience members asked if the Supreme Court, with Oil States and several other decisions, was “anti-IP.” The panel did not believe so, but thought that SCOTUS members may be poorly informed about the purpose and use if IP rights.

Another audience member stated the false narratives around phrases like patent “trolls” were part of a long-term “public relations campaign” that has seeded anger and hostility toward IP rights in general. He thought a sustained educational initiative could help to make the role of IP clearer for various audiences.

Image source: GIPC

USPTO Director Iancu will keynote 2018 IPBC Global in San Francisco

An impressive group of speakers, sponsors and supporters, led by USPTO Director and Undersecretary of Commerce, Andrei Iancu, will be featured at the 11th global Intellectual Property Business Congress in San Francisco, June 10-12 at the Palace Hotel.

Director Iancu has indicated that he will support the long-awaited move to greater certainty in the U.S. patent system.  In a recent speech to the U.S. Chamber of Commerce he said that “reclaiming our (U.S.) patent leadership is within reach.”

Attendees will be eager to hear about Director Iancu’s strategy for attaining this and other goals.

IPBC Global 2018 plenary’s and panels include:

  • Will the U.S. Continue to Lead in IP?
  • CIPO Scenarios: The Good, Bad and Ugly 

IP CloseUp editor, Bruce Berman (that’s me), will be a member of the patent quality panel:

  • Is patent quality a distraction? – all that really matters is patent eligibility

    -What is a quality patent?
    -Controversy around eligibility
    -The importance of predictability

For the AI panel, participants will include Bart Eppenauer, former Chief Patent Counsel at Microsoft and William LaFontaine, General Manager, IP, IBM.

  • The World of Artificial Intelligence 

For the IPBC Global 2018 program, go here.

For the full list of speakers and their biographies, go here.

To register, go here.

Image source: ipbc.com; ipwatchdog.com

Tax Cuts and Jobs Act: Some IP holders may benefit, most won’t

The Tax Cuts and Jobs Act of 2017 places some IP rights holders squarely in the sights of the tax collector, while providing others with an opportunity to license overseas without having to resort to international asset transfers to maximize returns.

Patent, trademark and copyright owners of all sizes would be wise to revisit the nature and tax implications of their transactions, including direct patent sales, as well as where their IP assets are best located. This is a direct result of the Tax Cuts and Jobs Act of 2017 (TCJA), the impact of which on IP holders is starting to be understood.

The new law is partly a response to businesses that hold massive amounts of revenue-producing assets outside the United States in so-called ‘patent boxes’ – devices which allow revenue on assets held within them to escape most local and all domestic taxes derived from IP-related revenue.

Like Wildfire

“Patent boxes have spread like wildfire,” Edward Kleinbard, former chief of staff of the US Congress’s Joint Committee on Taxation, now a law professor at the University of Southern California told the Intangible Investor. “Their success was doomed from the start. The international environment for intangibles and tax has evolved. With more products to license from sources worldwide and more revenue derived from them, these devices, which originally were restricted to a handful of nations, have become diffuse.”

The most famous (or infamous) product of the IP asset tax avoidance schemes, known as the “double Irish,” has been used by large corporations, including Facebook Inc, Google parent Alphabet, Inc and drug maker Allergan PLC.

The TCJA aims to lure IP locations back to the US, but whether the benefits are sufficiently attractive is still unclear. The Wall Street Journal coverage of the TCJA can be found here. For the American Enterprise Institute take on the Act, go here.

Rana Foroohar, a journalist who reports for the Financial Times, says in a video that a growing “tech-lash” (backlash) against the imbalance of power generated by U.S. tech giants extends to how they use proceeds from overseas licensing revenues to buy foreign bonds. Curtailing this activity has the potential to cause disruption in the bond market and interest rates, she says. Foroohar’s video clip on the potential ramifications of tax increases can be found here.

Self-Licensing

Rather than licensing to themselves (or the entities they control) to generate income that avoids taxes and use those proceeds to invest in corporate bonds, techcos might consider generating genuine IP revenues, as well as taking, and paying for, licenses they need from other holders.

For the full Intangible Investor story, “Identifying the impact of the US tax act,” in the May IAM magazine out this week, go here.

Image source: brodyberman.com

Cong. Collins & Jeffries, and expert panel, will look at innovation policy and IP on May 8 in Washington

WASHINGTON, DC –– What is innovation policy? What does it mean to U.S. competition and jobs? Who is responsible for it?

These are among the questions that will be addressed at an afternoon briefing held by the Center for Intellectual Property Understanding (CIPU) at the headquarters of the United States Chamber of Commerce headquarters in Washington on May 8.

The event will feature two leading proponents of IP rights, Congressmen Doug Collins (R-GA) and Hakeem Jeffries (D-NY), both members of the House Judiciary Committee, Sub-Committee on the Courts, Intellectual Property and the Internet.

“Innovation Policy and Intellectual Property: Building on a Strong Foundation” is being held by the Center for IP Understanding, an independent non-profit, and the Global Innovation Policy Center (GIPC), a division of the Chamber. Persons interested in receiving an invitation please contact CIPU at explore@understandingip.org.

Preceding the Congressmen will be a panel, “What is Innovation Policy? Why is it Necessary?” featuring leading experts on innovation, IP and the economy, including:

 – Manny Schecter – Chief Patent Counsel of IBM, board member of CIPU and the IPO Education Foundation
Alan Marco – former Chief Economist for the USPTO and now Associate Professor of Public Policy at Georgia Tech
Adam Mossoff – Prof. of Law at George Mason University, Center for the Protection of IP
Robert Atkinson – founder and President of Information Technology and Innovation Foundation (ITIF), an independent think tank

Discussion Will Follow

A networking break will follow the panel and a reception will take place at the conclusion of the program.

Go here for information about the “Innovation Policy and Intellectual Policy: Building a Strong Foundation.”

“U.S. innovation policy and IP focus are seriously lacking,” said Marshall Phelps, former Vice President of IP Business and Strategy at Microsoft and at IBM, and a CIPU board member. “Other nations take their policies more seriously. The timing is right to dissect what U.S. innovation policy means and how it effects jobs and competition.”

Briefing partners and supporters include the Michaelson 20MM Foundation, the Kellogg School of Management at Northwestern University, Berkeley Research Group, the Tusher Center for Intellectual Capital Management at UC Berkeley-Haas and Open Invention Network.

Image source: understandingip.org; nesta.org.uk; theglobalipcenter.com; 

 

“Strong IP Drives the Bottom Line” is theme of 2018 LESI Annual Conference

This year’s Licensing Executives Society International (LESI) Annual Conference will have a financial focus and take place in San Diego April 20-May 1.

The plenary session keynote address by Mike Hoefflinger, “Think You Know Facebook’s Story …Think Again, and Learn Along the Way,” will look at the IP story behind the story.

After working directly for Andy Grove at Intel and as general manager of the Intel Inside program, Hoefflinger moved to Facebook to serve as Head of Global Business Marketing working with Sheryl Sandberg and Mark Zuckerberg.

Other LESI sessions include:

  • Doing Major Life Sciences Deals: The Keys to Success
  • Standard Essential Patent Licensing: Yesterday, Today and the Future
  • Best Practices For, and Latest Developments Regarding, Cyber-Security
  • Know-How Licensing

  • Artificial Intelligence: The IP Behind Disruption
  • Using Intellectual Property to Secure Debt Financing for Startups & Growth Companies
  • Blockchain and Cryptocurrency: New Tools for the Digital Economy
  • An International Perspective on Licensing in China: Experiences and Avoiding Potential Pitfalls

On May 2, LESI’s half-day Global Technology Impact Forum will feature keynote William J. Merritt, President and CEO of InterDigital.  GTIF is focused on managing IP issues for socially-beneficial business projects in less developed countries. The agenda and reservation can be found here.

For the full LESI meeting schedule, go here.

For the list of more than 60 speakers, go here.

To register, go here. For CIPU reader discount, use registration code “LESIMP-IPCU”

Image source: lesi.org; saba.com

China’s growth in European patent apps was three times the U.S. in 2017

The European Patent Office (EPO) 2017 annual report, recently published, revealed several surprising patent filing trends, including the rapid growth of China .

The People’s Republic of China filed 16.6% more applications last year than in 2016, three times more than the U.S., which filed 5.8% more.

The five most active patent filing companies were Huawei (China), Siemens (Germany), LG (Korea), Samsung (Korea) and Qualcomm (U.S.).

The U.S. comprised 26% of all European applications submitted in 2017; Japan 13%. German was the lead European filer with 15% of those coming from Europe and about 7% overall.

2017 European Patent Office Annual Report

Infographic with highlights of the EPO Annual Report 2017

 

After European patent filings dropped slightly in 2016 from 2015, they were up overall by 3.9% in 2017.

Top fields were Medical Technology, up 6.2%, and Digital Communication, up 5.7%. Transport was down 4.2%.

SMEs, individual inventors, universities and research institutions, comprised 31% of applications; larger enterprises 69%. Grants were up 10.1%. Among European nations, Denmark experience the greatest application growth, 13.1%

For the full 2017 EPO Annual Report, go here.

Image source: epo.org 

China says it leads the U.S. in blockchain patents and investment

While China is no fan of bitcoin mining – it has moved to close mining operations – it is actively pursuing block chain patents, and is touting its leadership over the U.S.

China is the leading country for blockchain patents with Alibaba and PBOC on top, claims TechNode, a Chinese IP publication that partners with TechCrunch. Blockchain is a shared digital ledger that facilitates transactions, but whose practical application has yet to be determined. A wide range of U.S. financial institutions and technology companies are interested in blockchain, as well financial technology startups, many of whom have high valuations.

Out of the top 100 companies, reports TechNode citing Chinese data, 49 were Chinese, 23 from the US (see below for table of top 100 rankings). It is unclear if the leadership is in U.S. or China-issued patents, or both.

“An increasing number of companies in China are seeking ways to patent blockchain-related inventions, an effort that is in line with the Chinese government’s agenda to push forward with FinTech applications,” reports CoinDesk.

As reported by CoinDesk previously, major financial institutions, namely Bank of China, have already weighed in on issues such as blockchain scaling. (See “China’s Biggest Political Event Sees Blockchain Praise“)

China Blockchain Growth Exceeds the U.S.

IPRdaily, a Chinese language “integrated services organization focusing on new media for intellectual property and is committed to building the most influential IP cooperation platform in the world,” follows blockchain developments.

A report from IPRdaily – which is readily translated on Google Chrome browser – shows that blockchain financing growth in China far exceeds the United States, leading the world. The statistics show that as of December 17, 2017, the global total market capitalization of digital assets has reached 600 billion US dollars, compared with only 17.7 billion at the end of 2016. In less than a year, an increase of nearly 3300%.

Image source: iprdaily.com; technode.com

E-cigarettes is the fastest growing patent class; followed by 3-D printing and machine learning

Vaping may not be a turn-on for everyone, but the fastest growing United States Patent and Trademark Office category over the past five years is e-cigarettes, with a compound annual growth rate of 45%.  

Much of e-cigarette growth, according to patent research company IFI Claims, who conducted the research, was in the subclass A24/47, “Simulated Smoking Devices.” The rapid growth within this classification may be due to full legalization of cannabis in some states, and prescription access in others.

Man smoking e-cigarette

Atria Client Services leads in this group with 90 published applications, followed by Philip Morris Products with 80.

The next fastest growing patent classification, with a five-year compound annual growth rate of 35%, is 3-D Printing. 2017 published application leaders in this area were General Electric (89), Xerox (78) and Boeing (50). HP Development came in at 48.

The third most active patent category at 34% was Machine Learning, sometimes known as artificial intelligence. Companies leading in predictive models and related areas include IBM (654), Microsoft (139) and Google (127). They were followed by LinkedIn, Facebook, Intel and Fujitsu.

Driverless Space is Active

Fourth from the top at 27% was Autonomous Vehicles, USPTO patent classification GO5D. Applications included automatic pilots for air and land vehicles. IBM was the leader in this category, too, with 80 published patent apps, followed by Ford Global Technologies (79), Shenzhen-based, SZ DJI Technology (63), followed by Toyota, Honda, GM and Bosch.

The remainder of the top eight looks like this: Moulding Materials, 27% (Boeing, 3M Innovative Properties, Saudi-based SABIC Global Technologies, Honda, Xerox, Nike and Hyundai); Hybrid Vehicles, 26% (Toyota, Ford, Hyundai, Honda, GM, Scania and Kia); Aerial Drones, 26%, (Boeing, Sikorsky, SZ DJI Technology, Airbus GmbH, Goodrich Airbust Ltd., and Bell Helicopter Textron); and Food, 24% (Nestec (related to Nestle), Abbott, Danone Group division, Nutricia, Dutch multinational DSM IP Assets, Malaysian-based sweetener producer, PureCircle, Conopco (Unilever) and Mars.) This classification is called “Foods, Foodstuffs or nonalcoholic beverages.”

For the complete “Eight Fast Growing Technologies” slide deck, go here.

Image source: ificlaims.com; psu.edu; nebraskamanufacturing.com; datasciencecentral.com

 

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