Visualizing the Cost of Rent in 140+ North American Cities
Location, location, location.
Rental markets are heating up all over the continent, but there are specific cities that are feeling the brunt of this phenomenon.
In places like San Francisco, Brooklyn, San Jose, Seattle, Vancouver, and Denver, city councils are starting to move into panic mode as regular citizens like teachers and nurses are voicing concerns about not being able to afford housing.
Simultaneously, many communities are rightfully concerned about the “brain drain” of their young people, who are moving for greener pastures (i.e. where rent or property is affordable) to start their families.
Mapping Rent Prices
The situation of skyrocketing rents is a tricky one with no silver bullets.
Given the circumstances, our contribution in today’s post is to provide some context and perspective on the situation. In the above chart, we mapped 148 cities in the U.S. and Canada and color-coded these cities based on average rent price.
The size of each circle corresponds to city size as reported by U.S. Census and Statistics Canada data, and they represent the populations of the cities themselves – not the surrounding metro population. This means that Long Beach, CA is not lumped into Los Angeles, CA, for example.
The chart was inspired by a compilation of data from WalletWyse, who used Numbeo estimates of the cost of living across these cities. Numbeo bases its rent estimates based on user-generated data for each city.
As a final note, we omitted cities from the original list with fewer than 100,000 residents, and we kept NYC split up into boroughs.
Although rents are rising everywhere, some cities are seeing clear separation from the rest of the pack.
|Rent||$1,000 or less||$1,000-$1,500||$1,500-$2,000||$2,000 or more|
|# of Cities||66||56||17||9|
|% of Cities||45%||38%||11%||6%|
There are 26 cities with rents higher than $1,500, and only two cities with rent over $3,000 (Manhattan and San Francisco).
Meanwhile, there is a significant chunk (46%) of the cities on the list with average rents below $1,000, including several cities that have rent for as inexpensive as $500-$650 (Springfield, MO, Quebec City, QC, or Fort Wayne, IN).
Did anything surprise you about the map and data?
Visualizing Global Income Distribution Over 200 Years
How has global income distribution changed over history? Below, we show three distinct periods since the Industrial Revolution.
Visualizing Global Income Distribution Over 200 Years
Has the world become more unequal?
With COVID-19 disrupting societies and lower-income countries in particular, social and economic progress made over the last decade is in danger of being reversed. And with rising living costs and inflation across much of the world, experts warn that global income inequality has been exacerbated.
But the good news is that absolute incomes across many poorer countries have significantly risen over the last century of time. And though work remains, poverty levels have fallen dramatically in spite of stark inequality.
To analyze historical trends in global income distribution, this infographic from Our World in Data looks at three periods over the last two centuries. It uses economic data from 1800, 1975, and 2015 compiled by Hans and Ola Rosling.
For global income estimates, data was gathered by country across three key variables:
- GDP per capita
- Gini coefficient, which measures income inequality by statistical distribution
Daily incomes were measured in a hypothetical “international-$” currency, equal to what a U.S. dollar would buy in America in 2011, to allow for comparable incomes across time periods and countries.
Historical Patterns in Global Income Distribution
In 1800, over 80% of the world lived in what we consider extreme poverty today.
At the time, only a small number of countries—predominantly Western European countries, Australia, Canada and the U.S.—saw meaningful economic growth. In fact, research suggests that between 1 CE and 1800 CE the majority of places around the world saw miniscule economic growth (only 0.04% annually).
By 1975, global income distribution became bimodal. Most citizens in developing countries lived below the poverty line, while most in developed countries lived above it, with incomes nearly 10 times higher on average. Post-WWII growth was unusually rapid across developed countries.
Fast forward just 40 years to 2015 and world income distribution changed again. As incomes rose faster in poorer countries than developed ones, many people were lifted out of poverty. Between 1975 and 2015, poverty declined faster than at any other time. Still, steep inequality persisted.
A Tale of Different Economic Outputs
Even as global income distribution has started to even out, economic output has trended in the opposite direction.
As the above interactive chart shows, GDP per capita was much more equal across regions in the 19th century, when it sat around $1,100 per capita on a global basis. Despite many people living below the poverty line during these times, the world also had less wealth to go around.
Today, the global average GDP per capita sits at close to $15,212 or about 14 times higher, but it is not as equally distributed.
At the highest end of the spectrum are Western and European countries. Strong economic growth, greater industrial output, and sufficient legal institutions have helped underpin higher GDP per capita numbers. Meanwhile, countries with the lowest average incomes have not seen the same levels of growth.
This highlights that poverty, and economic prosperity, is heavily influenced by where one lives.
Mapped: The 10 Largest Gold Mines in the World, by Production
Gold mining companies produced over 3,500 tonnes of gold in 2021. Where in the world are the largest gold mines?
The 10 Largest Gold Mines in the World, by Production
Gold mining is a global business, with hundreds of mining companies digging for the precious metal in dozens of countries.
But where exactly are the largest gold mines in the world?
The above infographic uses data compiled from S&P Global Market Intelligence and company reports to map the top 10 gold-producing mines in 2021.
Editor’s Note: The article uses publicly available global production data from the World Gold Council to calculate the production share of each mine. The percentages slightly differ from those calculated by S&P.
The Top Gold Mines in 2021
The 10 largest gold mines are located across nine different countries in North America, Oceania, Africa, and Asia.
Together, they accounted for around 13 million ounces or 12% of global gold production in 2021.
|Rank||Mine||Location||Production (ounces)||% of global production|
|#1||Nevada Gold Mines||🇺🇸 U.S.||3,311,000||2.9%|
|#5||Pueblo Viejo||🇩🇴 Dominican Republic||814,000||0.7%|
|#6||Kibali||🇨🇩 Democratic Republic of the Congo||812,000||0.7%|
|#8||Lihir||🇵🇬 Papua New Guinea||737,082||0.6%|
|#9||Canadian Malartic||🇨🇦 Canada||714,784||0.6%|
Share of global gold production is based on 3,561 tonnes (114.5 million troy ounces) of 2021 production as per the World Gold Council.
In 2019, the world’s two largest gold miners—Barrick Gold and Newmont Corporation—announced a historic joint venture combining their operations in Nevada. The resulting joint corporation, Nevada Gold Mines, is now the world’s largest gold mining complex with six mines churning out over 3.3 million ounces annually.
Uzbekistan’s state-owned Muruntau mine, one of the world’s deepest open-pit operations, produced just under 3 million ounces, making it the second-largest gold mine. Muruntau represents over 80% of Uzbekistan’s overall gold production.
Only two other mines—Grasberg and Olimpiada—produced more than 1 million ounces of gold in 2021. Grasberg is not only the third-largest gold mine but also one of the largest copper mines in the world. Olimpiada, owned by Russian gold mining giant Polyus, holds around 26 million ounces of gold reserves.
Polyus was also recently crowned the biggest miner in terms of gold reserves globally, holding over 104 million ounces of proven and probable gold between all deposits.
How Profitable is Gold Mining?
The price of gold is up by around 50% since 2016, and it’s hovering near the all-time high of $2,000/oz.
That’s good news for gold miners, who achieved record-high profit margins in 2020. For every ounce of gold produced in 2020, gold miners pocketed $828 on average, significantly higher than the previous high of $666/oz set in 2011.
With inflation rates hitting decade-highs in several countries, gold mining could be a sector to watch, especially given gold’s status as a traditional inflation hedge.
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