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Visualizing the Potential of Smart Mining

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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.

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Business

Flying High: The Top Ten Airline Routes by Revenue

This visualization tracks the high-value routes that generate the most revenue for airlines – primarily links between the world’s financial centers

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Flying High: The Top 10 Airline Routes by Revenue

The airline industry is a tough business. Profit margins are narrow, airplanes are expensive to run and maintain, and government regulation and taxation can be onerous and unpredictable.

In addition, demand can stall by the outbreak of disease, recession, war, or terrorism. So when a company has a winning airline route, it makes all the difference to a company’s bottom line.

Today’s visualization uses data from OAG Aviation Worldwide, which tracked the airline routes that generated the most revenue from April 2018 to March 2019.

Top 10 Highest Revenue Routes by Airline

North American routes dominate the global rankings. However, it is the connections from the U.S Northeast and Europe that generate the most revenue and often the most delays.

Only one route breaks the billion dollar barrier: British Airways’ service between London Heathrow Airport (LHR) and New York’s John F. Kennedy Airport (JFK).

AirlineAirport PairCountriesTotal Revenue US$ 2018/19
British AirwaysJFK-LHR🇺🇸🇬🇧$1,159,126,794
Qantas AirlinesMEL-SYD🇦🇺$849,260,322
EmiratesLHR-DXB🇬🇧🇦🇪$796,201,645
Singapore AirlinesLHR-SIN🇬🇧🇸🇬$735,597,614
United AirlinesSFO-EWR🇺🇸$689,371,368
American AirlinesLAX-JFK🇺🇸$661,739,368
Qatar AirwaysLHR-DOH🇬🇧🇶🇦$639,122,609
Cathay Pacific AirwaysHKG-LHR🇭🇰🇬🇧$604,595,063
Singapore AirlinesSYD-SIN🇦🇺🇸🇬$549,711,946
Air CanadaYVR-YYZ🇨🇦$541,122,509

Air Canada’s route between Vancouver and Toronto bottoms out the list with $541 million of revenue in 2019. Low population density, high infrastructure costs, and an aviation industry that is essentially an oligopoly, are all factors driving up ticket costs in Canada.

North America, Top 10 Highest Revenue Routes by Airline

Here’s a look at only the top-grossing routes connected to North America, including the prior ones that made the global list.

AirlineAirport PairCountriesTotal Revenue US$ 2018/19
British AirwaysJFK-LHR🇺🇸🇬🇧$1,159,126,794
United AirlinesSFO-EWR🇺🇸$689,371,368
American AirlinesLAX-JFK🇺🇸$661,739,788
Air CanadaYVR-YYZ🇨🇦$541,122,509
British AirwaysBOS-LHR🇺🇸🇬🇧$523,527,241
Air FranceJFK-CDG🇺🇸🇫🇷$486,378,698
United AirlinesLAX-EWR🇺🇸$479,908,312
Cathay Pacific AirwaysJFK-HKG🇺🇸🇭🇰$475,514,451
Delta Air LinesLAX-JFK🇺🇸$465,130,366
British AirwaysLAX-LHR🇺🇸🇬🇧$452,136,502

Transcontinental routes dominate the domestic market with LAX–JFK appearing twice in the ranking for both American and Delta Air Lines.

Asia, Top 10 Highest Revenue Routes by Airline

Despite Asia’s rise as an economic superpower, there are no routes that break the billion dollar barrier. Singapore Airlines’ Singapore (SIN) to London’s Heathrow (LHR) tops the list, generating $736 million in 2019.

AirlineAirport PairCountriesTotal Revenue US$ 2018/19
Singapore AirlinesSIN-LHR🇸🇬🇬🇧$735,597,614
Cathay Pacific AirlinesHKG-LHR🇭🇰🇬🇧$604,595,063
Singapore AirlinesSIN-SYD🇸🇬🇦🇺$549,711,946
Vietnam AirlinesSGN-HAN🇻🇳$488,487,259
Cathay Pacific AirlinesHKG-JFK🇭🇰🇺🇸$475,514,451
Japan AirlinesOKA-HND🇯🇵$447,224,346
Singapore AirlinesCGK-SIN🇮🇩🇸🇬$436,905,694
Japan AirlinesFUK-HND🇯🇵$431,457,469
Singapore AirlinesSIN-MEL🇸🇬🇦🇺$414,276,407
Cathay Pacific AirlinesHKG-SIN🇭🇰🇸🇬$389,910,239

The routes that dominate Asia connect the financial hubs of London, New York, Singapore, and Hong Kong. There are also two domestic routes in Japan, connecting both Fukuoka (FUK) and Okinawa (OKA) to Tokyo’s Haneda (HND) airport.

Africa, Top 10 Highest Revenue Routes by Airline

At the top of the ranking in Africa is Johannesburg (JNB) to Dubai International Airport (DXB) with revenues of $315 million. Dubai has become an important hub for high value flights arriving and departing Africa, a position that may prove profitable as air traffic on the continent increases in coming years.

AirlineAirport PairCountriesTotal Revenue US$ 2018/19
EmiratesJNB-DXB🇿🇦🇦🇪$315,678,326
British AirwaysJNB-LHR🇿🇦🇬🇧$295,167,492
Saudi Arabian AirlinesCAI-JED🇪🇬🇸🇦$242,155,949
TAAG Angola AirlinesLAD-LIS🇦🇴🇵🇹$231,155,949
South African AirlinesJNB-CPT🇿🇦$184,944,128
EmiratesCAI-DXB🇪🇬🇦🇪$181,392,011
EmiratesCPT-DXB🇿🇦🇦🇪$176,743,498
Air FranceABJ-CDG🇨🇮🇫🇷$174,986,272
British AirwaysCPT-LHR🇿🇦🇬🇧$174,605,201
EmiratesMRU-DXB🇲🇺🇦🇪$163,952,609

Despite the smaller earnings compared to larger markets, some airline companies see the potential for growth in Africa. Virgin Atlantic will fly a route between London’s Heathrow and Cape Town in South Africa, while Qatar Airlines acquired a stake in RwandAir.

Financial Hubs

The cities that appear in the top revenue ranking are revealing. Since business and first class travelers are such an important revenue driver, it makes sense that connections between the world’s financial hubs are delivering big value to airlines.

As Asian and African economies continue to evolve, what route could be the next billion dollar route for airlines?

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Demographics

Mapped: The Ins and Outs of Remittance Flows

Every year, migrant workers send billions of dollars back to their home countries—reaching $550 billion in 2019. Where do these remittance flows wind up?

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Mapped: The Ins and Outs of Remittance Flows

The global immigrant population is growing at a robust pace, and their aggregate force is one to be reckoned with. In 2019, migrants collectively sent $550.5 billion in money back to their home countries—money transfer flows that are also known as remittances.

Remittances serve as an economic lifeline around the world, particularly for low- and middle-income countries (LMICs). Today’s visualization relies on the latest data from the World Bank to create a snapshot of these global remittance flows.

Where do most of these remittances come from, and which countries are the biggest recipients?

Remittances: An Origin Story

Remittances are a type of capital flow, with significant impacts on the places they wind up. These money transfers have surpassed official aid being sent to LMICs for decades, and in this day and age, are rivaling even Foreign Direct Investment (FDI) flows.

Remittance flows mainly help improve basic living standards such as housing, healthcare, and education, with leftover funds going towards other parts of the economy. They can also be a means for increasing the social mobility of family and friends back home.

Altogether, 50% of remittances are sent in either U.S. dollars, or the closely-linked currencies of Gulf Cooperation Council (GCC) countries, such as the Saudi riyal. It’s not surprising then, that the U.S. is the biggest origin country of remittances, contributing $68.5 billion in 2018—more than double that of the next-highest country, Saudi Arabia, at $33.6 billion.

Remittance Flows As A Safety Net

The impact of remittances on LMICs can vary depending on what you measure. In absolute terms, the top 10 LMIC recipients received $350 billion, or nearly 64% of total remittances in 2019.

Top Remittance Recipients in 2019 (USD)

RankCountryRemittance Inflows% of Nominal GDP
#1🇮🇳 India$82.2B2.8%
#2🇨🇳 China$70.3B0.5%
#3🇲🇽 Mexico$38.7B3.1%
#4🇵🇭 Philippines$35.1B9.8%
#5🇪🇬 Egypt$26.4B8.8%
#6🇳🇬 Nigeria$25.4B5.7%
#7🇵🇰 Pakistan$21.9B7.9%
#8🇧🇩 Bangladesh$17.5B5.5%
#9🇻🇳 Vietnam$16.7B6.4%
#10🇺🇦 Ukraine$15.9B11.8%

India tops the chart as the largest remittances beneficiary, followed by China and Mexico. Interestingly, these three countries are also the main destinations of remittance flows from the U.S., but in the reverse order. Mexico and the U.S. have one of the most interconnected remittance corridors in the world.

However, the chart above makes it clear that simply counting the dollars is only one part of the picture. Despite these multi-billion dollar numbers, remittances are equal to only a fraction of these economies.

By looking at remittances as a percentage of nominal GDP, it’s clear that they can have an outsize impact on nations, even if the overall value of flows are much lower in comparison.

Top Remittance Recipients in 2019 (% of GDP)

RankCountryRemittance Inflows% of Nominal GDP
#1🇹🇴 Tonga$0.19B38.5%
#2🇭🇹 Haiti$3.3B34.3%
#3🇳🇵 Nepal$8.6B29.9%
#4🇹🇯 Tajikistan$2.3B29.7%
#5🇰🇬 Kyrgyz Republic$2.4B29.6%
#6🇭🇳 Honduras$5.3B21.4%
#7🇸🇻 El Salvador$5.6B20.8%
#8🇰🇲 Comoros$0.14B19.3%
#9🇼🇸 Samoa$0.17B18.4%
#10🇵🇸 West Bank and Gaza$2.6B17.6%

It’s clear that the cash influxes provided by remittances are crucial to many smaller countries. Take the Polynesian archipelago of Tonga, for example: even though it only saw $190 million in remittances from abroad, that amount accounts for nearly 40% of the country’s nominal GDP.

Will The Remittance Tides Turn?

The World Bank projects remittance flows to increase to nearly $600 billion by 2021. But are such projections of future remittance flows reliable? The researchers offer two reasons why remittances may ebb and flow.

On one hand, anti-immigration sentiment across major economies could complicate this growth, as evidenced by Brexit. The good news? That doesn’t stop immigration itself from taking place. Instead, where these migrants and their money end up, are constantly in flux.

This means that as immigration steadily grows, so will remittance flows. What’s more, fintech innovations have the potential to bolster this progress, by making money transfers cheaper and easier to access.

Tackling [high transaction costs] is crucial not only for economic and social development, but also for improving financial inclusion.

UN ESCAP, Oct 2019

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