Visualizing How Much Countries Spend on R&D
Innovation can be a major competitive advantage for any developed economy.
However, achieving a sustainable rate of innovation isn’t necessarily a straightforward exercise. The reality is that innovation is a complex and difficult outcome to measure, and there are many different variables that factor into it at a national level.
Research and development (R&D) expenditure is certainly one of these factors – and while it doesn’t always directly correlate with innovation outcomes, it does represent time, capital, and effort being put into researching and designing the products of the future.
Measuring R&D Spend
Today’s infographic comes to us from HowMuch.net, and it compares R&D numbers for nearly every country in the world. It uses data from the UNESCO Institute for Statistics adjusted for purchasing-power parity (PPP).
As you can see, R&D expenditures are heavily concentrated at the top of the food chain:
|Rank||Country||R&D Spending (PPP)||Global share (%)|
|#1||United States||$476.5 billion||26.4%|
|#5||South Korea||$73.2 billion||4.1%|
|#8||United Kingdom||$44.2 billion||2.5%|
|All other countries||$249.8 billion||13.9%|
Put together the numbers for the U.S. ($476.5 billion) and China ($370.6 billion), and it amounts to 47.0% of total global R&D expenditures. Add in Japan and Germany, and the total goes to 62.5%.
At same time, the countries left off the above list don’t even combine for 15% of the world’s total R&D expenditures.
As a Percentage of GDP
Measuring R&D in absolute terms shows where most of the world’s research happens, but it fails to capture the countries that are spending more in relative terms.
Which countries allocate the highest percentage of their economy to research and development?
|Rank||Country||R&D (as a % of GDP)|
As you can see, countries like South Korea and Japan allocate the highest portion of their economies to R&D, which is part of the reason they rank so highly on the list in absolute terms as well.
Meanwhile, there are some smaller economies – namely Israel (4.2%) – that spend a far higher portion than normal on research.
Connected Workers: How Digital Transformation is Shaping Industry’s Future
This graphic explores the role connected workers play in achieving successful digital transformation and identifying new growth opportnities.
Connected Workers: Shaping the Future of Industry
Digital transformation has upended businesses on a global scale, and no industry is immune from its powerful effects.
New technologies and enhancing customer experience are key drivers for companies investing in digital transformation, but the most important reason for prioritizing this shift is that it will allow them to leverage entirely new opportunities for growth.
However, with the speed of digital transformation accelerating at a furious pace, companies need to quickly adapt their working environment to keep up. This graphic from mCloud unearths the origins of the connected worker, and explores the potential applications of connected devices across industries.
The Rise of the Connected Worker
The mass adoption of smart devices has sparked a new wave of remote work. This type of working arrangement is estimated to inject $441 billion into the global economy every year, and save 2.5 million metric tonnes of CO2 by 2029—the equivalent of 1,280 flights between New York and London.
However, flexible or remote working looks different depending on the industry. For example, in the context of business services such as engineering or manufacturing, employees who carry out different tasks remotely using digital technologies are known as connected workers.
The term is not a one-size-fits-all, as there are many different types of connected workers with different roles, such as operators, field workers, engineers, and even executives. But regardless of an individual’s title, every connected worker plays a crucial role in achieving digital transformation.
Real Time Data, Real Time Benefits
When workers are connected to assets in real time, they can make better, more informed decisions—ultimately becoming a more efficient workforce overall. As a result, industries could unlock a wealth of benefits, such as:
- Reducing human error
- Increasing productivity
- Reducing dangerous incidents
- Saving time and money
- Monitoring assets 24/7
While connected workers can enhance the potential of industries, the tools they use to achieve these benefits are crucial to their success.
Connected Worker Technologies
A connected device has the ability to connect with other devices and systems through the internet. The connected worker device market is set for rapid growth over the next two decades, reaching $4.3 billion by 2039. Industries such as oil and gas, chemical production, and construction lead the way in the adoption of connected worker technologies, which include:
- Platforms: Hardware or software that uses artificial intelligence and data to allow engineers to create bespoke applications and control manufacturing processes remotely.
- Interfaces: Technologies such as 3D digital twins enable peer-to-peer information sharing. They also create an immersive reflection of surroundings that would have otherwise been inaccessible by workers, such as wind turbine blades.
- Smart sensors and IoT devices: Sensors that monitor assets provide a more holistic overview of industrial processes in real time and prevent dangerous incidents.
- Cloud and edge computing: Using the cloud allows workers to communicate with each other and manage shared data more efficiently.
Over time, connected devices are getting smarter and expanding their capabilities. Moreover, devices such as wearables are becoming more discreet than ever, and can even be embedded into personal protective equipment to gather data while remaining unobtrusive.
Real World Applications
With seemingly endless potential, these devices have the ability to provide game changing solutions to ongoing challenges across dozens of industries.
- Building Maintenance and Management
Facility managers can access real time information and connect with maintenance workers on site to resolve issues quickly. Building personnel can also access documentation and remote help through connected technologies.
- Task Management
Operators in industrial settings such as mining can control activities in remote locations. They can also enable field personnel to connect with experts in other locations.
- Communications Platform
Cloud-based communication platforms can provide healthcare practitioners with a tool to connect with the patient, the patient’s family and emergency care personnel.
By harnessing the power of artificial intelligence, the Internet of Things, and analytics, connected workers can continue to revolutionize businesses and industries across the globe.
Towards a More Connected Future
As companies navigate the challenges of COVID-19, implementing connected worker technologies and creating a data-driven work environment may quickly become an increasingly important priority.
Not only is digital transformation important for leveraging new growth opportunities to scale, it may be crucial for determining the future of certain businesses and industries.
Animated Map: What America Searched for on Google, Over the Last Decade
This fascinating animated map provides an overview of the top trending Google searches in every state over the last decade.
What America Searched for on Google, in the Last Decade
Cultural shifts come in many shapes and forms, and some are harder to measure than others.
Thankfully, Google search volume provides an easy avenue for measuring large-scale cultural trends. And because Google makes up more than 90% of all internet searches in the U.S., looking at what’s trending on Google is a great way to understand the shifting questions and interests that are captivating society at any given time.
This animated map by V1 Analytics provides an overview of the top trending Google searches in every state over the last decade. It sheds light on what types of new information, events, and stories received the most attention in the last ten years—and more generally, it shows us what the U.S. population has been thinking about.
Trending Searches versus Top Searches
Before diving into the top trends of the decade, it’s worth taking a moment to distinguish between “trending searches” and “top searches”:
- Trending Searches: Keywords that had the largest increase in traffic, in a specific period of time
- Top Searches: The most searched keywords in a given time frame
This video would look a lot different, and a lot less interesting, if it showed Google’s top searches. To give some perspective, here are the Top 10 Searches in the U.S. (as of 2020):
Understanding the difference between trending searches and top searches is important because it gives us insight into why certain keywords trend in some places, but not others. For instance, in March 2020, the word “coronavirus” was trending throughout a majority of the U.S., with a few exceptions—it wasn’t trending in Massachusetts, California, Texas, Nevada, or Arizona.
It’s easy to make the assumption that people in these states were not concerned about COVID-19—however, that’s not necessarily the case.
It’s important to remember that trending searches are measured by the increase of traffic, not just the overall amount of searches. Therefore, in states where it wasn’t trending, the word “coronavirus” may have already been a popular search term for a while, so the keyword didn’t see a sudden spike in interest like it did in other places.
In the last decade, there were moments when the entire country was googling the same thing. Some keyword trends lasted a day, while others lasted over a week.
Here’s a look at keywords that took over the whole U.S, and when they were trending unanimously:
|Date Range||Category||Search Term|
|Feb 4, 2011||Music||Adele|
|Feb 6 - Feb 23, 2011||Music||Born This Way|
|Feb 28, 2011||Music||Born This Way|
|March 22 - Apr 1, 2011||Pop Culture||Rebecca Black|
|June 12 - June 27, 2011||TV & Film||Game of Thrones|
|Nov 9, 2012||Current Events||Abortion|
|Jan 10 - Jan 27, 2014||TV & Film||Frozen|
|Feb 28 - March 2, 2014||Electronics||Samsung Galaxy s5|
|Jan 11 - Jan 13, 2015||Music||Blank Space|
|Feb 26 - Mar 30, 2015||Music||Uptown Funk|
|June 5, 2015||Pop Culture||Caitlyn Jenner|
|June 16 - June 19, 2015||TV & Film||Jurassic World|
|Feb 26, 2016||Pop Culture||Damn Daniel|
|June 3, 2016||Pop Culture||Harambe|
|June 20, 2016||TV & Film||Finding Dory|
|June 30, 2016||TV & Film||Finding Dory|
|July 6, 2016||TV & Film||Finding Dory|
|Aug 4 - Aug 7, 2016||TV & Film||Suicide Squad|
|Aug 24 - Sept 8, 2016||Pop Culture||Harambe|
|Sept 23 - Sept 26, 2016||Pop Culture||Brad Pitt|
|Oct 21, 2016||Electronics||Google Pixel|
|Nov 24, 2016||Electronics||Google Pixel|
|Dec 14 - Dec 20, 2016||Current Events||Aleppo|
|Jan 7 - Jan 10, 2017||TV & Film||This Is Us|
|Jan 23 - Feb 2, 2017||TV & Film||This Is Us|
|Feb 8 - Feb 12, 2017||Sports||Super bowl|
|Feb 22 - Feb 24, 2017||TV & Film||This Is Us|
|March 7 - March 11, 2017||Electronics||Nintendo Switch|
|March 21 - Apr 1, 2017||TV & Film||Beauty and the Beast|
|May 7 - May 16, 2017||Pop Culture||Fidget Spinner|
|June 17 - July 18, 2017||Music||Despacito|
|Sept 22, 2017||TV & Film||It|
|Oct 13, 2017||Current Events||Harvey Weinstein|
|Nov 3, 2017||Current Events||Kevin Spacey|
|Jan 12 - Jan 23, 2018||Current Events||Logan Paul|
|Feb 6 - Feb 11, 2018||TV & Film||Altered Carbon|
|March 15 - March 29, 2018||Video Games||Fortnite|
|May 4, 2018||Video Games||Fortnite|
|July 21, 2018||Video Games||Fortnite|
|Aug 5 - Aug 22, 2018||Video Games||Fortnite|
|Jan 17 - Feb 3, 2019||Music||7 Rings|
|Feb 21 - Feb 23, 2019||Current Events||Jussie Smollett|
|March 12 - March 22, 2019||TV & Film||Captain Marvel|
|March 27, 2019||Music||Billie Eilish|
|March 30, 2019||Music||Billie Eilish|
|Aug 24 - Aug 27, 2019||Music||Billie Eilish|
|Oct 9 - Oct 29, 2019||TV & Film||Joker|
|Nov 20 - Nov 24, 2019||TV & Film||The Mandalorian|
|Dec 5 - Dec 14, 2019||Pop Culture||Baby Yoda|
|Jan 15, 2020||Current Events||Prince Harry|
|Jan 20, 2020||Current Events||Prince Harry|
|Feb 13 - Feb 15, 2020||TV & Film||Jojo Rabbit|
|May 5 - May 14, 2020||Current Events||Elon Musk|
|June 24, 2020||Current Events||Bubba Wallace|
It’s interesting to look at the variety of topics that dominate the population’s collective thoughts. There’s a unique mix of popular culture, entertainment, electronics, prominent figures, and public scandals.
Something else worth noting is how country-wide trends became a lot more common in the latter part of the decade—in 2019 for example, 9 keywords trended unanimously. This was more than in the entire first half of the decade.
While the secret to going viral remains a mystery, one thing remains clear—the public certainly has a broad range of interests. So really, it’s anyone’s game.
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