Visualizing the Potential of Smart Mining
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Mining has traditionally been depicted with pack mules, pickaxes, and rugged prospectors.
However, it may surprise you to learn that today’s mining industry is precisely the opposite in almost every respect. It’s high-tech, efficient, and safe.
This is partially because modern mining companies are deploying the latest in sensor and cloud technology. These connected mines are improving the extraction process and workers’ safety while also boosting productivity.
Today’s infographic comes to us from Natural Resources Canada and discusses how this sensor and cloud technology can be integrated into the extractive process.
What is Smart Mining?
A connected mine uses data from sensor technology to effectively manage underground and pit mining operations.
“Any mining operation today will have in the thousands or hundreds of thousands of sensors capturing in real time a vast swath of data.”
– Mukani Moyo, McKinsey Senior Expert (Source)
From a single application on a mobile device, supervisors at mine sites can now receive alerts via SMS, email or in-app notifications. This helps them react to critical problems in real-time and maximize productivity.
In addition, advanced data analytics can be applied to the raw data to create insights, visualizations, and recommendations. This information is delivered to mine managers and employees in real-time on their mobile devices.
Case Study: Smart Solutions in Practice
Dundee Precious Metals was one of the first companies to bring wireless networks into an underground mine. The company used RFID and Wi-Fi to monitor the location of equipment and people. The networks also allowed personnel to stay connected to the surface.
Once the networks were installed, communication was reliable and instantaneous – even almost 2,000 feet underground at the bottom of the mine. Workers could bring laptops and smartphones into the mine to stay connected to personnel and software on the surface.
With an RFID chip on every vehicle, machine, and person, managers can see the location of everyone and everything in the mine. This helps prevent accidents and breakdowns, and streamlines operations in real-time.
There are also environmental and cost-saving benefits. Using location data, an automated ventilation system can respond and minimize energy consumption.
Fans turn on and off as miners enter or leave an area. In addition, fan speeds adjust when machines or vehicles are running nearby to ensure that emissions are properly vented. This could drastically reduce a mine’s energy requirements.
Changing the Nature of Work: Remote Working
These smart mining solutions are reducing the risks miners face and creating new opportunities for a tech-savvy generation.
Remote mine locations that revolve around shift work can place stress on workers and their families. With a connected infrastructure, mine employees and managers can monitor operations at a distant office.
There will always be a need for workers on site, but connected technology can create some town-based career opportunities and help stabilize families.
A Sustainable Future for Mining
This is just the beginning.
Over time, data from sensor technology and cloud software, will reveal insights that could help develop sustainable mining operations.
By minimizing their negative impacts, mining companies will be able to responsibly deliver the materials the modern world needs.
Which Countries Are the Biggest Boost or Drag on the EU Budget?
As Brexit looms, the EU budget is under the microscope. Learn which countries contribute the most—and least—to the bottom line in this chart.
Which Countries Are the Biggest Boost or Drag on the EU Budget?
With 28 countries and over €15.8 trillion in 2018 GDP (PPP) to its name, there’s no doubt the European Union (EU) is highly influential in economics and politics. The “superpower” tackles a wide range of issues from climate change and health to external relations, justice, and migration.
Of course, the money required to address these concerns must come from somewhere—and that’s where the EU’s budget comes in. Each member state contributes revenue, but it’s been argued that not everyone is pulling their weight.
Today’s chart is based on budget data from the European Commission, and ranks the member states who contributed the most, and least, to the 2018 EU budget. Specifically, we’ve charted the net contributions—measured as the country’s total contribution less expenditures—on an absolute and per capita basis. We also break down the EU’s main revenue sources and areas of expenditure for the year.
An Unequal Share
Perhaps not surprisingly, Germany and the UK are the top 2 net contributors in absolute terms. Combined, these two powerhouses had a GDP (PPP) of over €5 trillion in 2018.
At the other end of the scale, Poland tops the list of net beneficiaries with a deficit of -€11,632 million—more than double that of second-place Hungary. In the wake of the European sovereign debt crisis, Greece and Portugal slide into fourth and fifth place respectively.
When population is taken into account, these rankings shift dramatically. Per capita, the Netherlands tops the list with €284 contributed per resident, whereas Luxembourg lands in last place with a deficit of -€2,710. The small country is home to many EU institutions, resulting in high administrative spending: in 2018, administration amounted to 80% of total expenditures.
Here’s a full ranking of the 28 member states, in both absolute (€M) and per capita (€ per resident) terms:
|Rank||Member State||Absolute net contribution (€M)||Member State||Per capita net
contribution (€ per resident)
|#1||🇩🇪 Germany||€17,213M||🇳🇱 Netherlands||€284|
|#2||🇬🇧 United Kingdom||€9,770M||🇩🇰 Denmark||€254|
|#3||🇫🇷 France||€7,442M||🇬🇧 Germany||€208|
|#4||🇮🇹 Italy||€6,695M||🇸🇪 Sweden||€196|
|#5||🇳🇱 Netherlands||€4,877M||🇦🇹 Austria||€174|
|#6||🇸🇪 Sweden||€1,983M||🇬🇧 United Kingdom||€147|
|#7||🇦🇹 Austria||€1,534M||🇫🇮 Finland||€123|
|#8||🇩🇰 Denmark||€1,468M||🇮🇪 Ireland||€112|
|#9||🇫🇮 Finland||€679M||🇫🇷 France||€111|
|#10||🇮🇪 Ireland||€542M||🇮🇹 Italy||€111|
|#11||🇲🇹 Malta||-€41M||🇪🇸 Spain||-€9|
|#12||🇨🇾 Cyprus||-€61M||🇨🇾 Cyprus||-€70|
|#13||🇪🇸 Spain||-€42M8||🇲🇹 Malta||-€85|
|#14||🇸🇮 Slovenia||-€471M||🇭🇷 Croatia||-€154|
|#15||🇪🇪 Estonia||-€516M||🇷🇴 Romania||-€155|
|#16||🇭🇷 Croatia||-€633M||🇨🇿 Czech Republic||-€201|
|#17||🇱🇻 Latvia||-€93M5||🇧🇬 Bulgaria||-€225|
|#18||🇧🇬 Bulgaria||-€1,585M||🇧🇪 Belgium||-€227|
|#19||🇸🇰 Slovakia||-€1,600M||🇸🇮 Slovenia||-€228|
|#20||🇱🇹 Lithuania||-€1,624M||🇸🇰 Slovakia||-€294|
|#21||🇱🇺 Luxembourg||-€1,631M||🇬🇷 Greece||-€298|
|#22||🇨🇿 Czech Republic||-€2,136M||🇵🇹 Portugal||-€305|
|#23||🇧🇪 Belgium||-€2,590M||🇵🇱 Poland||-€306|
|#24||🇷🇴 Romania||-€3,035M||🇪🇪 Estonia||-€391|
|#25||🇵🇹 Portugal||-€3,136M||🇱🇻 Latvia||-€483|
|#26||🇬🇷 Greece||-€3,202M||🇭🇺 Hungary||-€514|
|#27||🇭🇺 Hungary||-€5,029M||🇱🇹 Lithuania||-€578|
|#28||🇵🇱 Poland||-€11,632M||🇱🇺 Luxembourg||-€2,710|
It’s easy to see what the net beneficiaries might gain from the EU—but what about the top net contributors? Beyond straight budgetary allocations, member states have access to a single open market, and benefit from the political clout of 28 united countries, among other perks.
Following the Money
So, how does the EU collect its revenue, and what does it spend its money on? Revenue is broken down into four main categories:
- Value Added Tax (VAT)-Based Own Resource (2018 total: €17,600M)
Member states pay based on how much they receive in VAT. The VAT “base” is capped at 50% of a country’s Gross National Income (GNI), and a standard levy of 0.3% applies. Germany, the Netherlands and Sweden benefit from a reduced rate of 0.15% in an effort to re-balance their excessive contributions.
- Gross National Income (GNI)-Based Own Resource (2018 total: €105,800M)
Calculated as the difference between total expenditure and the sum of all other revenue, this revenue stream is the amount needed to balance the EU budget. The EU applies a standard percentage across member states, with Denmark, the Netherlands, and Sweden receiving a lump sum reduction in 2018.
- Traditional Own Resources (2018 total: €20,200M)
Member states collect customs duties and sugar levies, which goes directly towards the EU budget after the country deducts a 20% collection cost.
- Other Revenue (2018 total: €15,700M)
This consists of various items including taxes on EU workers’ salaries, interest on late payments and fines, and contributions from non-EU countries to research programs.
Revenue might also include a budget surplus from the previous year, or net adjustments made to previous years’ financials. On the other side of the budget, the EU has a wide variety of expenditures, broken down into six main categories:
- Smart and Inclusive Growth (2018 total: €75,900M)
This category focuses on boosting growth, creating jobs, and fostering economic and social cohesion through training, education, research, and social policy.
- Sustainable Growth: Natural Resources (2018 total: €58,000M)
The EU allocates funding for the sustainable growth of agriculture, rural development, and fisheries. It also finances programs dedicated to climate action.
- Security and Citizenship (2018 total: €3,100M)
Focused on the safety and rights of its citizens, this budget line item encompasses everything from migration and border protection to food safety and consumer protection.
- Global Europe (2018 total: €9,500M)
This covers all foreign policy, including international development and humanitarian aid.
- Administration (2018 total: €9,900M)
The expenditures of all EU institutions are captured under this heading, including staff salaries, building rent, information technology and training.
- Special Instruments (2018 total: €200M)
This area enables the EU to mobilize funds for unforeseen events, such as natural disasters and major world trade patterns that displace workers.
The 2018 budget resulted in a surplus of two billion Euros, but will it be balanced in future years?
The 2020 Budget and Beyond
The EU’s current budgetary framework ends in 2020. A proposal for the 2021–2027 budget has already been set forth, and council meetings are ongoing.
With Brexit’s twice-postponed deadline looming, the UK’s departure will leave a “sizable gap” in the EU budget. This could leave member states scrambling to find additional revenue sources and ways to reduce expenditures.
Ranked: The Megaregions Driving the Global Economy
Today’s stunning map ranks the world’s most powerful megaregions — together, they contribute a whopping $28 trillion to the global economy.
Ranked: The Megaregions Driving the Global Economy
If you’ve ever flown cross-country in a window seat, chances are, the bright lights at night have caught your eye. From above, the world tells its own story—as concentrated pockets of bright light keep the world’s economy thriving.
Today’s visualization relies on data compiled by CityLab researchers to identify the world’s largest megaregions. The team defines megaregions as:
- Areas of continuous light, based on the latest night satellite imagery
- Capturing metro areas or networks of metro areas, with a combined population of 5 million or higher
- Generating economic output (GDP) of over $300 billion, on a PPP basis
It’s worth pointing out that each megaregion may not be connected by specific trade relationships. Rather, satellite data highlights the proximity between these rough but useful regional estimates contributing to the global economy—and supercities are at the heart of it.
From Megalopolis to Megaregion
Throughout history, academics have described vast, interlinked urban regions as a ‘megalopolis’, or ‘megapolis’. Economic geographer Jean Gottman popularized the Greek term, referring to the booming and unprecedented urbanization in Bos-Wash—the northeast stretch from Boston and New York down to Washington, D.C.:
This region has indeed a “personality” of its own […] Every city in this region spreads out far and wide around its original nucleus.
By looking at adjacent metropolitan areas rather than country-level data, it can help provide an entirely new perspective on the global distribution of economic activity.
Where in the world are the most powerful urban economic clusters today?
The Largest Megaregions Today
The world’s economy is a sum of its parts. Each megaregion contributes significantly to the global growth engine, but arguably, certain areas pull more weight than others.
|Megaregion||Cities||Region||Population||Economic Output (EO)||EO per Capita|
|1. Bos-Wash||New York, Washington, D.C., Boston||North America||47.6M||$3,650B||$76,681|
|2. Par-Am-Mun||Paris, Amsterdam, Brussels, Munich||Europe||43.5M||$2,505B||$57,586|
|3. Chi-Pitts||Chicago, Detroit, Cleveland, Pittsburgh||North America||32.9M||$2,130B||$64,742|
|4. Greater Tokyo||Tokyo||Asia||39.1M||$1,800B||$46,036|
|5. SoCal||Los Angeles, San Diego||North America||22M||$1,424B||$64,727|
|6. Seoul-San||Seoul, Busan||Asia||35.5M||$1,325B||$37,324|
|7. Texas Triangle||Dallas, Houston, San Antonio, Austin||North America||18.4M||$1,227B||$66,685|
|8. Beijing||Beijing, Tianjin||Asia||37.4M||$1,226B||$32,781|
|9. Lon-Leed-Chester||London, Leeds, Manchester||Europe||22.6M||$1,177B||$52,080|
|10. Hong-Shen||Hong Kong, Shenzhen||Asia||19.5M||$1,043B||$53,487|
|11. NorCal||San Francisco, San Jose||North America||10.8M||$925B||$85,648|
|12. Shanghai||Shanghai, Hangzhou||Asia||24.2M||$892B||$36,860|
|14. São Paolo||São Paolo||South America||33.5M||$780B||$23,284|
|15. Char-Lanta||Charlotte, Atlanta||North America||10.5M||$656B||$62,476|
|16. Cascadia||Seattle, Portland||North America||8.8M||$627B||$71,250|
|17. Ista-Burs||Istanbul, Bursa||MENA||14.8M||$626B||$42,297|
|18. Vienna-Budapest||Vienna, Budapest||Europe||12.8M||$555B||$43,359|
|19. Mexico City||Mexico City||North America||24.5M||$524B||$21,388|
|20. Rome-Mil-Tur||Rome, Milan, Turin||Europe||13.8M||$513B||$37,174|
|21. Singa-Lumpur||Singapore, Kuala Lumpur||Asia||12.7M||$493B||$38,819|
|22. Cairo-Aviv||Cairo, Tel Aviv||MENA||19.8M||$472B||$23,838|
|23. So-Flo||Miami, Tampa||North America||9.1M||$470B||$51,648|
|24. Abu-Dubai||Abu Dhabi, Dubai||MENA||5M||$431B||$86,200|
|25. Osaka-Nagoya (tied)||Osaka, Nagoya||Asia||9.1M||$424B||$46,593|
|25. Tor-Buff-Chester (tied)||Toronto, Buffalo, Rochester||North America||8.5M||$424B||$49,882|
|27. Delhi-Lahore||New Delhi, Lahore||Asia||27.9M||$417B||$14,946|
|28. Barcelona-Lyon||Barcelona, Lyon||Europe||7M||$323B||$46,143|
|29. Shandong||Jinan, Zibo, Dongying||Asia||14.2M||$249B||$17,535|
Altogether, these powerhouses bring in over $28 trillion in economic output.
Unsurprisingly, Bos-Wash reigns supreme even today, with $3.6 trillion in economic output, over 13% of the total. The corridor hosts some of the highest-paying sectors: information technology, finance, and professional services.
The largest city in Brazil, São Paulo, is the only city in the Southern Hemisphere to make the list. The city was once heavily reliant on manufacturing and trade, but the $780 billion city economy is now embracing its role as a nascent financial hub.
On the other side of the world, the cluster of Asian megaregions combines for $8.7 trillion in total economic output. Of these, Greater Tokyo in Japan is the largest, while Shandong might be a name that fewer people are familiar with. Sandwiched between Beijing and Shanghai, the coastal province houses multiple high-tech industrial and export processing zones.
The data is even more interesting when broken down into economic output per capita—Abu-Dubai churns out an impressive $86,200 per person. Meanwhile, Delhi-Lahore is lowest on the per-capita list, at $14,946 per person across nearly 28 million people.
Where To Next?
This trend shows no sign of slowing down, as megacities are on the rise in the coming decade. Eventually, more Indian and African megaregions will make its way onto this list, led by cities like Lagos and Chennai.
Stay tuned to Visual Capitalist for a North America-specific outlook coming soon, and a deep dive into the biggest factors contributing to the growth of these megaregions.
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