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Commuters and Computers: Mapping U.S. Megaregions

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US Megaregions Map

us megaregions urban map

Commuters and Computers: Mapping U.S. Megaregions

From California’s Bay Area to the highly-integrated Great Lakes Economy, megaregions are a dominating aspect of human geography and commerce. It should be no surprise then, that 85% of corporate head offices in the US and Canada are overwhelmingly concentrated in the core cities of great megaregions.

We tend to think of cities as individual economic units, but as they expand outward and bleed together, defining them simply by official jurisdictions and borders becomes difficult. After all, many of the imaginary lines divvying up the country are remnants of decisions from centuries ago – and other county and state lines exist for more counterintuitive reasons such as gerrymandering.

What if there was a more data-driven approach to examine America’s urban networks?

Computer, Take The Wheel

By ignoring borders and looking purely at commuter data, geographer Garrett Nelson and urban analyst Alasdair Rae looked to map the relationship between population centers in their paper, An Economic Geography of the United States: From Commutes to Mega-regions.

Minneapolis Map
Researchers used visual and algorithmic approaches to build their map.

The study used network partitioning software to link together 4 million commutes between census tracts. This gives us a very granular look at the “gravitational pull” of America’s population centers, and helps us better understand the economic links that bind a region together.

By combining visual and mathematical approaches, and some creative place-naming, the researchers created a map that they hope reflects America’s true economic geography.

megaregions us map

Algorithmic Insights

The concept of megaregions is hardly new, and there are already definitions for global megacities that use everything from infrastructure systems to light patterns derived from satellite imagery.

That said, this research is fine example of using data and an algorithmic approach to look at systems in a new way, unburdened by our political and cultural preconceptions.

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Energy

Mapped: The World’s Biggest Oil Discoveries Since 1868

Since 1868, there had been 1,232 oil discoveries over 500 million barrels of oil. This map plots these discoveries to reveal global energy hot spots.

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Mapped: The World’s Biggest Oil Discoveries Since 1868

Oil and gas discoveries excite markets and nations with the prospect of profits, tax revenues, and jobs. However, geological processes did not distribute them equally throughout the Earth’s crust and their mere presence does not guarantee a windfall for whatever nation under which they lie.

Entire economies and nations have been built on the discovery and exploitation of oil and gas, while some nations have misused this wealth─or projected growth just never materialized.

Today’s chart comes to us from research compiled by World Bank economist Jim Cust and Natural Resource Governance Institute economist David Mihalyi and it plots major oil discoveries since 1868.

The 20 Biggest Oil Discoveries

This map includes 1,232 discoveries of recoverable reserves over 500 million barrels of oil equivalent (BOE) From 1868 to 2010.

The discoveries cluster in certain parts of the world, covering 46 countries, and are of significant magnitude for each country’s economy. The average discovery is worth 1.4% of a country’s GDP today, based on the cash value from their production or net present value (NPV).

Of the total 1,232 discoveries, these are the 20 largest oil and gas fields:

FieldOnshore/OffshoreLocationDiscoveryProduction startRecoverable oil, past and future (billion barrels)
Ghawar FieldOnshoreSaudi Arabia1948195188-104
Burgan FieldOnshoreKuwait1937194866-72
Gachsaran FieldOnshoreIran1927193066
Mesopotamian Foredeep BasinOnshoreKuwaitn/an/a66-72
Bolivar Coastal FieldOnshoreVenezuela1917192230-32
Safaniya FieldOffshoreKuwait/Saudi Arabia1951195730
Esfandiar FieldOffshoreIran1965n/a30
Kashagan FieldOffshoreKazakhstan2000201330
Aghajari FieldOnshoreIran1938194028
Tengiz FieldOnshoreKazakhstan1979199326-40
Ahvaz FieldOnshoreIran1953195425
Upper Zakum FieldOffshoreAbu Dhabi, UAE1963196721
Cantarell FieldOffshoreMexico1976198118-35
Rumaila FieldOnshoreIraq1953195417
Romashkino FieldOnshoreRussia Volga-Ural1948194916-17
Marun FieldOnshoreIran1963196616
Daqing FieldOnshoreChina1959196016
Shaybah FieldOnshoreSaudi Arabia1998199815
West Qurna FieldOnshoreIraq1973201215-21
Samotlor FieldOnshore
Russia, West Siberia
1965196914-16

The location of these deposits reveals a certain pattern to geopolitical flashpoints and their importance to the global economy.

While these discoveries have brought immense advantages in the form of cheap fuel and massive revenues, they have also altered and challenged how nations govern their natural wealth.

The Future of Resource Wealth: A Curse or a Blessing?

A ‘presource curse’ could follow in the wake of the discovery, whereby predictions of projected growth and feelings of euphoria turn into disappointment.

An oil discovery can impose detrimental consequences on an economy long before a single barrel leaves the ground. Ideally, a discovery should increase the economic output of a country that claims the oil. However, after major discoveries, the projected growth sometimes does not always materialize as predicted.

Getting from discovery to sustained prosperity depends on a number of steps. Countries must secure investment to develop a project to production, and government policy must respond by preparing the economy for an inflow of investment and foreign currency. However, this is a challenging prospect, as the appetite for these massive projects appears to be waning.

In a world working towards reducing its dependence on fossil fuels, what will happen to countries that depend on oil wealth when demand begins to dwindle?

Countries can no longer assume their oil and gas resources will translate into reliable wealth — instead, it is how you manage what you have now that counts.

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Maps

Mapped: Top Countries by Tourist Spending

How much do your vacations contribute to your destination of choice? This visualization shows the countries that receive the most tourist spending.

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Mapped: Top Countries by Tourist Spending

Many people spend their days looking forward to their next getaway. But do you know exactly how much these vacation plans contribute economically to your chosen destination?

Today’s visualization from HowMuch.net highlights the countries in which tourists spend the most money. Locations have been resized based on spending amounts, which come from the latest data from the World Tourism Organization (UNWTO).

Oh, The Places Tourists Will Go

Across the different regions, Europe’s combined tourist spending dominates at $570 billion. Easy access to closely-located countries, both via rail networks and a shared currency, may be a reason why almost 710 million visitors toured the region in 2018.

Asia-Pacific, which includes Australia and numerous smaller islands, saw the greatest growth in tourism expenditures. Total spending reached $435 billion in 2018—a 7% year-over-year increase, from 348 million visitors. Not surprisingly, some areas such as Macao (SAR) tend to rely heavily on tourists as a primary economic driver.

Here’s how other continental regions fared, in terms of tourist spending and visitors:

  • Americas
    Total expenditures: $333 billion
    Total visitors: 216 million
    Expenses per visitor: $1,542
  • Middle East
    Total expenditures: $73 billion
    Total visitors: 60 million
    Expenses per visitor: $1,216
  • Africa
    Total expenditures: $38 billion
    Total visitors: 67 million
    Expenses per visitor: $567

Of course, these numbers only paint a rudimentary picture of global tourism, as they vary greatly even within these regions. Let’s look closer at the individual country data for 2018, compared to previous years.

The Top Tourist Hotspots, By Country

It seems that many tourists are gravitating towards the same destinations, as evidenced by both the number of arrivals and overall expenditures for 2017 and 2018 alike.

Country2018 Spending2018 Arrivals Country2017 Spending2017 Arrivals
1. U.S. 🇺🇸$214.5B79.6M1. U.S. 🇺🇸$210.7B74.8M
2. Spain 🇪🇸$73.8B82.8M2. Spain 🇪🇸$68B81.8M
2. France 🇫🇷$67.4B89.4M3. France 🇫🇷$60.7B86.9M
4. Thailand 🇹🇭$63B38.3M4. Thailand 🇹🇭$57.5B35.4M
5. UK 🇬🇧$51.9B36.3M5. UK 🇬🇧51.2B37.7M
6. Italy 🇮🇹$49.3B62.1M6. Italy 🇮🇹$44.2B58.3M
7. Australia 🇦🇺$45B9.2M7. Australia 🇦🇺$41.7B8.8M
8. Germany 🇩🇪$43B38.9M8. Germany 🇩🇪$39.8B37.5M
9. Japan 🇯🇵$41.1B31.2M9. Macao (SAR) 🇲🇴$35.6B17M
10. China 🇨🇳$40.4B62.9M10. Japan 🇯🇵$34.1B28.6M

Source: World Tourism Organization (UNWTO).
Note that data is for international tourism only and does not include domestic tourism.

The top contenders have remained fairly consistent, as each country brings something unique to the table—from natural wonders to historic and man-made structures.

Where Highest-Spending Tourists Come From

The nationality of tourists also seems to be a factor in these total expenditures. Chinese tourists spent $277 billion internationally in 2018, likely thanks to the increasing consumption of an emerging, affluent middle class.

Interestingly, this amount is almost twice the combined $144 billion that American tourists spent overseas in the same year.

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