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Visualizing the Critical Minerals Powering the AI Boom
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Visualizing the Critical Minerals Powering the AI Boom
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Key Takeaways
The U.S. is 100% import reliant for several critical minerals used in AI-related infrastructure.
Core data center components—from circuitry to magnets—depend heavily on foreign-sourced materials.
The artificial intelligence boom is driving an unprecedented buildout of data centers across the United States.
Behind every AI model and cloud server sits a complex web of minerals that make modern computing possible. From semiconductors to cooling systems, these materials form the backbone of digital infrastructure.
This visualization breaks down the critical minerals used in AI data centers—and how reliant the U.S. is on imports for each. The data for this visualization comes from the U.S. Geological Survey (USGS).
Semiconductors: America’s Biggest Vulnerability
Semiconductors are the “brains” of AI data centers—and they are highly import dependent. The U.S. is 100% reliant on imports for arsenic, fluorspar, gallium, germanium, indium, and tantalum used in chip production.
It also imports 85% of its platinum and 36% of its palladium needs, both critical for chip manufacturing.
While silicon, the base material for chips, has less than 50% import reliance, many of the trace elements that enable advanced computing are entirely foreign-controlled.
Data center componentCritical mineralU.S. import reliance (%)
Server boards and circuitrySilver64%
Gold0%
Copper45%
Tin73%
Tantalum100%
Palladium36%
Platinum85%
Heat sinksAluminum47%
Copper45%
Semiconductors and microchipsArsenic100%
Fluorspar100%
Gallium100%
Germanium100%
Indium100%
Palladium36%
Platinum85%
Silicon75%
Boron0%
Rare earth elements80%
Circuitry and Server Components
Beyond chips, server boards and circuitry require a range of conductive and precious metals. The U.S. imports 64% of its silver and 73% of its tin, both vital for soldering and electrical conductivity.
Copper—essential for wiring and connectivity—has a 45% import reliance. Tantalum, used in capacitors, is 100% imported.
Gold stands out as a rare exception, with 0% net import reliance, offering a small pocket of domestic security in an otherwise globalized supply chain.
Cooling Systems and Data Storage
AI servers generate massive heat loads, making cooling systems crucial. Heat sinks rely on aluminum (47% import reliance) and copper (45%).
Meanwhile, data storage components such as magnets and drives depend on rare earth elements, with 80% import reliance. Barite—used in storage-related applications—has also more than 75% reliance.
China’s Commanding Share
Currently, China dominates the production of most of the critical minerals used in data centers. This near-monopoly has become a major concern for other nations, with the U.S. government currently pushing for increased domestic production of these materials.
In addition to being the leading producer, China also controls much of the refining capacity for many of these minerals. For example, around 90% of rare earths are refined in China.
In the race to dominate AI, access to critical minerals may prove just as important as technological leadership.
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The Periodic Table of STEM Careers
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The Periodic Table of STEM Careers
Key Takeaways
STEM occupations span eight major groups, from computer science and engineering to life and physical sciences.
Computer, math, and data-related roles are among the fastest-growing STEM fields over the next decade.
Many high-paying STEM jobs require at least a bachelor’s degree, highlighting the strong link between education and earnings.
STEM careers are projected to grow steadily over the next decade, with some roles expanding nearly 30% and median salaries topping $170,000 per year.
To show how these careers relate to one another, the U.S. Bureau of Labor Statistics (BLS) created a “periodic table” of STEM occupations. The visual groups jobs into eight major fields and highlights projected employment growth (2024–2034), median wages, and typical education requirements.
The Data Behind the Table
Below is a snapshot of the data behind the visualization, based on BLS employment projections and wage estimates.
2024 National Employment Matrix titleSTEM GroupEmploy. change (2024–34P, %)Median wage (2024)Typical education needed
ChemistsChemistry4.9$84,150Bachelor's degree
Chemical techniciansChemistry3.7$57,790Associate's degree
Chemistry teachers, postsecondaryChemistry2.2$86,220Doctoral or prof. degree
Computer and information systems managersCompSci15.2$171,200Bachelor's degree
Information security analystsCompSci28.5$124,910Bachelor's degree
Computer network architectsCompSci11.9$130,390Bachelor's degree
Chemical engineersEngineering2.6$121,860Bachelor's degree
Mechanical engineersEngineering9.1$102,320Bachelor's degree
Civil engineering technologists and techniciansEngineering2.1$64,200Associate's degree
Enviro. scientists and specialists (inc. health)Enviro. Science4.4$80,060Bachelor's degree
Enviro. science and protection technicians (inc. health)Enviro. Science4$49,490Associate's degree
Enviro. science teachers, postsecondaryEnviro. Science2.9$87,710Doctoral or prof. degree
Geoscientists (ex. hydrologists and geographers)Geoscience3.2$99,240Bachelor's degree
HydrologistsGeoscience-0.1$92,060Bachelor's degree
Geological technicians (ex. hydrologic technicians)Geoscience1.5$48,390Associate's degree
Soil and plant scientistsLife Sciences5.4$71,410Bachelor's degree
MicrobiologistsLife Sciences4.1$87,330Bachelor's degree
EpidemiologistsLife Sciences16.2$83,980Master's degree
ActuariesMathematics21.8$125,770Bachelor's degree
MathematiciansMathematics-0.7$121,680Master's degree
StatisticiansMathematics8.5$103,300Master's degree
AstronomersPhysics2.2$132,170Doctoral or prof. degree
PhysicistsPhysics4$166,290Doctoral or prof. degree
Physics teachers, postsecondaryPhysics2.5$97,360Doctoral or prof. degree
Computer and information systems roles stand out for both pay and growth, while math-heavy fields like actuaries and statisticians also rank near the top in median wages. On the other end, technician roles typically require less formal education but offer lower pay and slower growth.
What Qualifies as a STEM Occupation?
According to the BLS, STEM occupations are defined by their heavy use of science, engineering, computer, or mathematical principles. This includes not only well-known roles like software developers or engineers, but also educators, technicians, and researchers who support STEM work across industries.
The BLS STEM table groups these jobs into eight categories: chemistry, computer science, engineering, environmental science, geosciences, life sciences, mathematics, and physics/astronomy. This structure helps show how closely related roles can differ significantly in education requirements and career outcomes.
Which STEM Fields Are Growing the Fastest?
Growth is not evenly distributed across STEM.
Computer science and mathematics occupations—such as information security analysts, data scientists, and statisticians—are projected to grow much faster than average, driven by digital transformation and data-intensive decision-making. Life sciences and environmental science roles are also expanding as healthcare, public health, and climate-related work increase in importance.
These trends reinforce why many of the college degrees with the highest return on investment are concentrated in STEM fields, where demand continues to outpace supply.
Education, Pay, and Career Pathways
The periodic table also makes one thing clear: education matters.
Many of the highest-paying STEM roles require a bachelor’s degree or higher, while positions requiring a master’s or doctoral degree often come with specialized expertise and narrower career tracks. At the same time, associate-level STEM roles can provide accessible entry points into technical careers.
Mapped: The World’s Countries by Political System
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Mapped: The World’s Countries by Political System
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Key Takeaways
72% of the world’s population now lives under autocratic rule, the highest share since 1978.
Electoral autocracies—where elections exist but lack fairness—are now the most common regime type globally.
Liberal democracies remain concentrated in Western Europe, North America, Oceania, and parts of East Asia.
Nearly three-quarters of the world’s population now lives under autocratic rule, according to the V-Dem Institute’s 2024 Regimes of the World report. That’s the highest share since 1978.
The map above classifies every country into one of four political systems: closed autocracy, electoral autocracy, electoral democracy, or liberal democracy.
The results point to a decades-long shift in global governance, with electoral autocracies now the most common regime type worldwide.
The Four Types of Political Regimes
-Dem classifies countries based on the competitiveness of elections, protection of civil liberties, and the strength of institutional checks and balances.
Here’s how the four categories differ:
Closed autocracies have no meaningful multiparty elections and suppress core democratic freedoms. Countries like China, Saudi Arabia, and North Korea fall into this group.
Electoral autocracies hold multiparty elections, but they are not free or fair. Media restrictions, weakened opposition, and limited civil liberties are common. This category includes countries such as Russia, India, and Turkey.
Electoral democracies conduct free and fair elections and protect basic rights, but may lack strong institutional constraints. Examples include Argentina, Poland, and the United Kingdom.
Liberal democracies go further, combining competitive elections with robust rule of law and checks and balances. Countries such as Germany, Japan, United States, and Uruguay are classified in this highest tier.
Scroll down to see how every country is classified.
Autocracy Is the Most Common Regime
Electoral autocracy is now the most common regime type in the world.
This category spans every continent, from Sub-Saharan Africa to South Asia and parts of Latin America. In many cases, democratic institutions still exist on paper, but their independence has eroded.
Large-population countries shifting toward electoral autocracy have an outsized effect on global trends. As a result, even if the number of democracies remains substantial, the share of people living under autocratic rule continues to grow.
CountryRegime
AfghanistanClosed Autocracy
AlbaniaElectoral Autocracy
AlgeriaElectoral Autocracy
AngolaElectoral Autocracy
ArgentinaElectoral Democracy
ArmeniaElectoral Democracy
AustraliaLiberal Democracy
AustriaElectoral Democracy
AzerbaijanClosed Autocracy
BangladeshElectoral Autocracy
BarbadosLiberal Democracy
BelarusClosed Autocracy
BelgiumLiberal Democracy
BeninElectoral Autocracy
BhutanElectoral Democracy
BoliviaElectoral Democracy
BotswanaElectoral Democracy
BrazilElectoral Democracy
BruneiClosed Autocracy
BulgariaElectoral Democracy
Burkina FasoElectoral Autocracy
BurundiClosed Autocracy
CambodiaElectoral Autocracy
CameroonElectoral Autocracy
CanadaElectoral Democracy
Cape VerdeElectoral Democracy
Central African RepublicElectoral Autocracy
ChadElectoral Autocracy
ChileLiberal Democracy
ChinaClosed Autocracy
ColombiaElectoral Democracy
ComorosElectoral Autocracy
Congo (Brazzaville)Electoral Autocracy
Costa RicaLiberal Democracy
Côte d’IvoireElectoral Autocracy
CroatiaElectoral Democracy
CubaClosed Autocracy
CyprusElectoral Democracy
CzechiaLiberal Democracy
DenmarkLiberal Democracy
Dominican RepublicElectoral Democracy
EcuadorElectoral Democracy
EgyptElectoral Autocracy
El SalvadorElectoral Autocracy
EritreaClosed Autocracy
EstoniaLiberal Democracy
EswatiniElectoral Autocracy
EthiopiaElectoral Autocracy
FinlandLiberal Democracy
FranceLiberal Democracy
GabonElectoral Autocracy
GambiaElectoral Democracy
GeorgiaElectoral Autocracy
GermanyLiberal Democracy
GhanaElectoral Democracy
GreeceElectoral Democracy
GuatemalaElectoral Democracy
GuyanaElectoral Autocracy
HaitiClosed Autocracy
HondurasElectoral Autocracy
HungaryElectoral Autocracy
IcelandLiberal Democracy
IndiaElectoral Autocracy
IndonesiaElectoral Autocracy
IranClosed Autocracy
IrelandLiberal Democracy
IsraelElectoral Democracy
ItalyLiberal Democracy
JamaicaLiberal Democracy
JapanLiberal Democracy
JordanElectoral Autocracy
KazakhstanClosed Autocracy
KenyaElectoral Autocracy
KosovoElectoral Democracy
KuwaitElectoral Autocracy
LaosClosed Autocracy
LatviaLiberal Democracy
LebanonElectoral Autocracy
LesothoElectoral Democracy
LiberiaElectoral Democracy
LibyaClosed Autocracy
LithuaniaElectoral Democracy
LuxembourgLiberal Democracy
MadagascarElectoral Autocracy
MalawiElectoral Democracy
MalaysiaElectoral Autocracy
MaldivesElectoral Democracy
MaltaElectoral Democracy
MauritaniaElectoral Autocracy
MauritiusElectoral Autocracy
MexicoElectoral Autocracy
MongoliaElectoral Autocracy
MontenegroElectoral Democracy
MoroccoElectoral Autocracy
MozambiqueElectoral Autocracy
MyanmarElectoral Autocracy
NepalElectoral Democracy
NetherlandsLiberal Democracy
New ZealandLiberal Democracy
NicaraguaElectoral Autocracy
NigerElectoral Autocracy
NigeriaElectoral Autocracy
North KoreaClosed Autocracy
NorwayLiberal Democracy
OmanClosed Autocracy
PakistanElectoral Autocracy
PanamaElectoral Democracy
ParaguayElectoral Democracy
PeruElectoral Democracy
PolandElectoral Democracy
PortugalElectoral Democracy
QatarClosed Autocracy
RomaniaElectoral Democracy
RussiaElectoral Autocracy
RwandaElectoral Autocracy
Saudi ArabiaClosed Autocracy
SenegalElectoral Democracy
SerbiaElectoral Autocracy
SeychellesLiberal Democracy
Sierra LeoneElectoral Autocracy
SingaporeElectoral Autocracy
SlovakiaElectoral Democracy
SloveniaElectoral Democracy
Solomon IslandsElectoral Democracy
SomaliaElectoral Autocracy
South AfricaLiberal Democracy
South SudanClosed Autocracy
SpainLiberal Democracy
Sri LankaElectoral Democracy
SudanClosed Autocracy
SurinameElectoral Democracy
SwedenLiberal Democracy
SwitzerlandLiberal Democracy
SyriaClosed Autocracy
TaiwanLiberal Democracy
TajikistanClosed Autocracy
TanzaniaElectoral Autocracy
ThailandElectoral Autocracy
TogoElectoral Autocracy
Trinidad and TobagoElectoral Democracy
TunisiaElectoral Autocracy
TurkeyElectoral Autocracy
TurkmenistanClosed Autocracy
UgandaElectoral Autocracy
United Arab EmiratesClosed Autocracy
United KingdomElectoral Democracy
United StatesLiberal Democracy
UruguayLiberal Democracy
UzbekistanClosed Autocracy
VanuatuElectoral Democracy
VenezuelaElectoral Autocracy
VietnamClosed Autocracy
YemenClosed Autocracy
ZambiaElectoral Autocracy
ZimbabweElectoral Autocracy
Where Liberal Democracy Persists
Liberal democracies are concentrated in Western Europe, parts of East Asia, Oceania, and North America.
Nordic countries such as Sweden, Norway, and Finland remain among the strongest performers. So do nations like Australia, New Zealand, Japan, and Taiwan.
However, even among established democracies, concerns about polarization, declining trust in institutions, and pressure on judicial independence have intensified in recent years.
While democratic systems still govern many countries, the overall global trend shows autocratic systems expanding their reach in terms of population.
Methodology
The classifications are based on the V-Dem Institute’s 2024 Regimes of the World dataset, which evaluates countries across indicators including electoral integrity, civil liberties, judicial independence, and executive constraints.
Countries are then grouped into one of four regime types to provide a simplified view of the global political landscape.
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If you enjoyed today’s post, check out The World’s 50 Largest Economies by GDP in 2026 on Voronoi, the new app from Visual Capitalist.
Ranked: Countries with the Most Winter Olympics Medals
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Ranked: Countries with the Most Winter Olympics Medals
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Key Takeaways
Norway leads all nations with 405 total Winter Olympic medals, including 148 golds.
The United States ranks second overall, while Germany places third based on gold medals.
This ranking shows the countries with the most all-time Winter Olympics medals, split by gold, silver, and bronze.
Notably, the data does not include medals from Milano Cortina 2026, which is currently in progress.
The data for this visualization comes from the International Olympic Committee. It ranks National Olympic Committees (NOCs) by total Winter Olympic medals.
Norway’s Unmatched Winter Legacy
Norway stands firmly at the top with 405 total medals, including 148 golds across 24 Winter Games.
With a population of just over 5 million, Norway’s dominance is remarkable. The country excels in Nordic skiing, biathlon, and speed skating.
The United States ranks second overall with 330 medals, including 114 golds. Team USA has found success across a broad mix of events, from snowboarding to ice hockey.
RankCountryGoldSilverBronzeTotal Medals
1 Norway148134123405
2 United States11412195330
3 Germany1059765267
4 Austria718891250
5 Canada777276225
6 Soviet Union785759194
7 Sweden655160176
8 Finland456565175
9 Switzerland634758168
10 Netherlands534945147
11 Italy424356141
12 France414255138
13 Russia473935121
14 East Germany393635110
15 South Korea33301679
16 China22322377
17 Japan17293076
18 West Germany11151339
19 Great Britain1251734
20 Czech Republic10111334
Canada, ranked fifth, has earned 225 total medals. The country is especially strong in ice hockey, freestyle skiing, and short track speed skating.
Germany and the Soviet Legacy
Germany ranks third overall with 267 total medals—but has competed in only 13 Winter Games in its current form.
When including East Germany (110 medals) and West Germany (39 medals), the broader German Olympic legacy becomes even more significant.
The Soviet Union, which competed in just nine Winter Games, collected 194 total medals. Russia, listed separately, has added 121 medals across six appearances.
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If you enjoyed today’s post, check out Then & Now: Olympic Superpowers on Voronoi, the new app from Visual Capitalist.
Ranked: The Best Countries at Creative Thinking
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Ranked: The Best Countries at Creative Thinking
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Key Takeaways
Singapore ranks first globally in creative thinking, the only country to score over 40 on the OECD’s most recently released assessment of students.
Countries with strong education systems tend to cluster around the OECD mean score of 33.
Creativity is increasingly seen as a core skill for the modern economy. As automation and AI reshape jobs, the ability to generate original ideas and solve unfamiliar problems is becoming just as important as technical knowledge.
This infographic ranks countries by how well students perform in creative thinking.
The data for this visualization comes from the OECD’s PISA 2022 Creative Thinking assessment. This evaluation measures how effectively students aged 15 and 16 generate original ideas, evaluate them, and refine solutions to real-world problems, with top performers scoring above 40 points.
Singapore Leads by a Clear Margin
Singapore ranks first overall with a mean creative thinking score of 41, making it the only country to cross the 40-point threshold. This result mirrors its strong performance in other PISA domains such as math and science.
The country’s curriculum emphasizes problem-based learning and interdisciplinary thinking, which may help explain its lead, despite perceptions that Singaporeans lack creativity.
RankCountryScore
1 Singapore41
2 South Korea38
3 Canada38
4 Australia37
5 New Zealand36
6 Estonia36
7 Finland36
8 Denmark35
9 Latvia35
10 Belgium35
11 Poland34
12 Portugal34
13 Taiwan33
14 Lithuania33
15 Spain33
16 Czechia33
17 Germany33
OECD average33
18 Macao32
19 Hong Kong32
20 France32
21 Netherlands32
22 Israel32
23 Italy31
24 Malta31
25 Hungary31
26 Chile31
27 Croatia30
28 Iceland30
29 Slovenia30
30 Greece27
Strong Performance Across Smaller Advanced Economies
A group of advanced economies cluster just below the top spot. Korea and Canada share second place with scores of 38, followed closely by Australia and New Zealand.
Several European countries, including Estonia, Finland, Denmark, and Latvia, also perform above the OECD average.
Most Countries Sit Near the OECD Average
The OECD average score for creative thinking is 33, and many countries fall close to this level. Germany, Spain, Taiwan, and Czechia all score exactly at the average. Toward the bottom, Greece records the lowest score at 27, suggesting larger gaps in creative skill development.
Notably, the United States did not participate in the PISA 2022 creative thinking assessment.
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If you enjoyed today’s post, check out Ranked: The Best Countries at Math on Voronoi, the new app from Visual Capitalist.
Ranked: Nuclear Weapon Stockpiles by Country
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Which Countries Have Nuclear Weapons Ready for Use?
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Key Takeaways
The global nuclear warhead stockpile stands at 9,614, representing the share of nuclear weapon inventory that is assigned to operational forces.
Since 2020, China has increased its stockpiles from 350 to 600 in 2025, and by 2030 the country is projected to have 1,000 nuclear weapons.
In February, the expiration of the U.S.–Russia nuclear treaty removed limits on nuclear arsenals for the first time in over 50 years.
While Russia said that it agrees to uphold the limits of the last New START pact if Washington abides, the U.S. says that a new treaty should include China. Beijing, meanwhile, has rejected calls to enter new talks.
This graphic shows nuclear warhead stockpiles by country, based on data from the Federation of American Scientists.
Which Countries Have Nuclear Weapons in 2026?
Below, we show the nuclear warhead stockpiles of countries, which are a subset of total inventories that are assigned to military forces.
CountryNuclearWarheadStockpileNuclearWarheadInventoryChange in Stockpile2020-2025
Russia4,3095,4590.0%
U.S.3,7005,117-1.3%
China60060071.4%
France2902900.0%
UK2252250.0%
India18018020.0%
Pakistan1701706.3%
Israel90900.0%
North Korea5050233.3%
Together, the U.S. and Russia hold 83% of stockpiled nuclear warheads and roughly 86% of total global inventory.
Over the past five years, America’s stockpile has declined by 1.3%, while Russia’s has remained effectively flat. However, Russia could possibly be expanding its arsenal, according to the Federation of American Scientists.
China ranks third globally, seeing among the fastest-rise in nuclear stockpiles globally. Since 2020, these warheads have increased from 350 to 600, with the country displaying nuclear missiles during a 2024 parade. By some estimates, China is expected to have 1,000 nuclear weapons by 2030.
India, meanwhile, ranks sixth globally with 180 warheads. The country’s stockpile has expanded by 20% over the past five years. Pakistan has also grown its stockpile, although to a smaller extent.
Most notably, the current expansion of nuclear arsenals is reversing a 40-year trend of reduction. This shift marks a departure from the relatively stable U.S.-Russia duopoly of the Cold War, potentially ushering in a more intricate and multipolar nuclear era.
Learn More on the Voronoi App
To learn more about this topic, check out this graphic on the science of nuclear weapons.
Mapped: The Best and Worst U.S. States for Air Quality
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Mapped: The Best and Worst U.S. States for Air Quality
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Key Takeaways
Wyoming has the cleanest air in the U.S., with average particle pollution of just 4 µg/m³.
California ranks worst, at 11.7 µg/m³, partly due to frequent wildfires.
Nearly half of Americans live in areas with unhealthy air pollution levels.
Wyoming’s air contains less than half the particle pollution found in California.
Across the country, fine particle pollution levels range from just over 4 µg/m³ to nearly 12 µg/m³, a gap shaped by wildfire exposure, population density, and industrial activity.
This map ranks all 50 states by average particle pollution, based on EPA data from the America’s Health Rankings 2025 report.
A Breakdown of States Ranked by Air Quality
For the analysis, states were analyzed using 2022 to 2024 average fine particle pollution (µg/m³).
The U.S. average stood at 8.8 µg/m³, exceeding the World Health Organization’s (WHO) air quality guideline of 5 µg/m³. That means the average American is breathing air that falls short of global health standards.
Below, we rank states from best to worst by air pollution levels. Where does your state rank?
RankStateFine particle pollution (µg/m³)
1Wyoming4.1
2Hawaii4.7
3New Hampshire5.0
4South Dakota5.7
5Alaska5.9
6Maine5.9
7New Mexico5.9
8Colorado6.0
9Vermont6.0
10Montana6.5
11Nebraska6.6
12Rhode Island6.7
13Virginia7.2
14Maryland7.4
15Utah7.5
16Florida7.6
17Idaho7.6
18Missouri7.6
19Alabama7.7
20Massachusetts7.7
21Washington7.7
22West Virginia7.7
23New York7.8
24Tennessee7.8
25North Carolina7.9
26New Jersey7.9
27Connecticut8.1
28Kentucky8.1
29Oregon8.2
30Mississippi8.3
31North Dakota8.3
32Iowa8.4
33Louisiana8.4
34Minnesota8.4
35Nevada8.4
36South Carolina8.4
37Arkansas8.5
38Oklahoma8.5
39Wisconsin8.6
40Arizona8.7
41Kansas8.7
42Georgia9.2
43Texas9.4
44Indiana9.5
45Delaware9.7
46Ohio9.8
47Illinois10.3
48Michigan10.4
49Pennsylvania11.0
50California11.7
--U.S. Average8.8
Wyoming has the best air quality in the U.S., known for its vast stretches of land and the nation’s smallest population.
Adding to this, Wyoming’s city of Casper has the lowest year-round particle pollution across U.S. metros. Cheyenne, meanwhile, ranked eighth overall.
Hawaii ranks second by particle pollution, at 4.7 µg/m³. The state’s low population density, along with strong winds and rainfall, plays a key role in its air quality. While rain helps to clear away pollutants, trade winds bring in fresh air and mitigate the accumulation of air pollutants.
Overall, just three states—Wyoming, Hawaii, and New Hampshire—have air quality that falls within WHO’s guidelines.
In contrast, California has average particle pollution of 11.7 µg/m³, the worst nationwide. Moreover, 88% of Californians live in areas with unhealthy air quality. Several factors drive up pollution in the state including tailpipe emissions, high population density, and its hot climate.
States at the bottom of the rankings tend to combine large populations, dense transportation networks, and significant industrial activity. Trailing California at the bottom of the rankings are Pennsylvania, Michigan, and Illinois.
Learn More on the Voronoi App
To learn more about this topic, check out this graphic on the world’s most air-polluted cities.
Mapped: Lightning Strike Hotspots Around the World
Mapped: Lightning Strike Hotspots Around the World
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Key Takeaways
Lake Maracaibo in Venezuela records the highest lightning flash rate density on Earth.
About 70% of lightning occurs on land in the Tropics, where the majority of thunderstorms occur.
NASA’s data excludes much of Europe and higher latitudes due to satellite coverage limits.
Lightning is a global phenomenon, but it does not strike evenly across the planet. Some regions experience lightning activity at rates that are dozens of times higher than the global average, driven by geography, climate, and atmospheric conditions.
The visualization above, created by Julie Peasley, maps the top lightning hotspots on each continent using data from NASA’s Lightning Imaging Sensor (LIS). It highlights where lightning strikes most frequently based on flash rate density, measured as the number of flashes per square kilometer per year.
Here is the data showing the leading lightning hotspots by region, based on NASA LIS measurements:
ContinentLocationFlash Rate Density
North AmericaPatulul, Guatemala117
Catarina, Guatemala103
San Luis, Cuba101
South AmericaLake Maracaibo, Venezuela233
Cáceres, Colombia172
El Tarra, Colombia139
AfricaKabare, DRC205
Kampene, DRC177
Sake, DRC143
AsiaDaggar, Pakistan143
Rajauri, India121
Doaba, Pakistan119
OceaniaDerby, Australia92
Kununurra, Australia87
Derby, Australia65
Across continents, the pattern is clear. Northern South America and central Africa dominate the rankings, with flash rates that far exceed those seen elsewhere. Lake Maracaibo in Venezuela stands out as the most lightning-prone location on Earth, earning its reputation as the planet’s lightning capital.
Why Do These Lightning Hotspots Exist?
Lightning hotspots tend to form where warm, moist air rises consistently and collides with cooler air aloft. In places like Lake Maracaibo, surrounding mountains help trap heat and moisture, creating ideal conditions for frequent and intense thunderstorms.
Similar dynamics occur in parts of the Democratic Republic of the Congo and northern India, where strong solar heating and seasonal weather patterns fuel powerful convective storms. These regions see lightning activity on a near-daily basis during peak seasons.
How NASA Measures Lightning From Space
The Lightning Imaging Sensor detects lightning flashes by capturing brief bursts of light from storms as viewed from orbit. According to NASA, LIS data has helped scientists identify global lightning patterns and confirm new lightning capitals in recent years, including findings from instruments aboard the International Space Station.
However, the data comes with geographic limits. LIS primarily tracks lightning between 38° north and south latitude, meaning much of Europe and other higher-latitude regions are not included. As a result, the map reflects where lightning is most intense within the satellite’s coverage zone, not globally without restriction.
Mapped: Every Continent Ranked by Number of Countries
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Every Continent Ranked by Number of Countries
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Key Takeaways
Africa has the most countries of any continent, with 54 recognized nations.
South America has the fewest, with just 12.
In total, 195 countries (including two UN observer states) are distributed across seven continents.
The world’s 195 recognized countries are divided across seven continents, but the distribution is far from equal.
Africa leads with 54 countries, more than any other continent. South America has the fewest, at just 12. Meanwhile, Europe and Asia are counted separately despite sharing the same landmass, a division rooted in history and geopolitics rather than geography alone.
This map ranks every continent by number of countries, using data from World Population Review.
Note: Russia is categorized within Asia, as most of its land area lies there.
Breaking Down Countries by Continent
Below, we show how the 193 UN member states plus the UN observer states of Vatican City and Palestine are distributed across the world’s seven continents.
RankContinentNumber of Countries
1Africa54
2Asia49
3Europe43
4North America23
5Oceania14
6South America12
7Antarctica0
Total195
Africa accounts for 54 countries, the highest total of any continent. It spans roughly one-fifth of the world’s land area, with Algeria and the Democratic Republic of Congo among the largest by size. At the other end of the spectrum are island nations like Seychelles and São Tomé and Príncipe.
Asia ranks second with 49 countries. It is the most populous continent by far, home to roughly 60% of the global population. In terms of land area, Russia, China, and India are the largest, while nations like the Maldives and Singapore cover less than 300 square miles.
Europe is home to 43 countries, including 27 European Union members. Ukraine is the largest by land area, followed by France.
North America includes the Caribbean, Central America, and the Arctic region. Its 23 countries include Greenland, which sits on the North American tectonic plate.
At the bottom of the ranking are Oceania and South America, with 14 and 12 countries respectively.
Learn More on the Voronoi App
To learn more about this topic, check out this graphic on the world’s most powerful rivers.
How Do Interest Rates Impact the Real Estate Market?
Published 5 hours ago on February 14, 2026
By Julia Wendling
Graphics & Design
Athul Alexander
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How Do Interest Rates Impact the Real Estate Market?
Key Takeaways
Real estate performance has historically strengthened during periods of falling interest rates.
Lower rates reduce financing costs and improve real estate valuations, supporting returns.
With rate cuts expected into mid 2026, real estate could benefit from a renewed tailwind.
Interest rates play a central role in real estate returns. When borrowing costs fall, real estate investment trusts (REITs) often see improved performance as financing becomes cheaper and income-producing assets become more attractive relative to fixed income.
This visualization, created in partnership with Inigo, provides visual context to the relationship between REIT performance and interest rates.
The Historical Trend
Since 2016, periods of easing or stable rates have generally coincided with rising REIT values. When rates declined sharply in 2020, REIT performance rebounded quickly following the initial shock, and gains accelerated again during the low-rate environment of 2021.
YearAverage Federal Funds Effective Rate (%)All REITs (index)
2016-01-010.34100.00
2017-01-010.65112.78
2018-01-011.41118.75
2019-01-012.40131.01
2020-01-011.55152.97
2021-01-010.09143.22
2022-01-010.08186.45
2023-01-014.33167.30
2024-01-015.33161.03
2025-01-014.33179.40
2025-07-014.33178.81
Even as the economy navigated the COVID-19 pandemic, REIT performance rose by 21 percent between the first quarter of 2020 and the second quarter of 2022, when the Fed began raising rates after pandemic-era cuts.
Why the Next Rate Cuts Matter
After a rapid tightening cycle between 2022 and 2023, elevated rates weighed on real estate valuations. However, recent data shows REIT performance improving as expectations shift toward easing monetary policy.
With the Federal Reserve expected to continue cutting rates into mid 2026, reaching a median outlook of 3.25 to 3.50 percent by year end, borrowing conditions could become more supportive. For investors, this environment has historically provided a meaningful boost to real estate returns, reinforcing the close relationship between interest rates and REIT performance.
Explore the data behind emerging global property risks.
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Ranked: The Best Countries at Science
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Ranked: The Best Countries at Science
See visuals like this from many other data creators on our Voronoi app. Download it for free on iOS or Android and discover incredible data-driven charts from a variety of trusted sources.
Key Takeaways
Singapore ranks #1 globally in science literacy among students aged 15 to 16.
East Asian economies dominate the top of the global leaderboard.
Only a small group of countries score well above the OECD average.
Science skills underpin innovation and long-term economic growth.
Every three years, the OECD tests hundreds of thousands of students aged 15 to 16 through its global PISA assessment.
The latest results reveal a clear global leaderboard in science performance, with top countries scoring well above the OECD average of 485.
Singapore Sets the Global Benchmark
Singapore ranks first overall with an average science score of 561, placing it well ahead of every other country in the study. The country also leads in math proficiency.
Japan and Macao follow closely, reinforcing East Asia’s strong performance in math and science education.
RankCountryAverage PISA Score
1 Singapore561
2 Japan547
3 Macao543
4 Taiwan537
5 S. Korea528
6 Estonia526
7 Hong Kong520
8 Canada515
9 Finland511
10 Australia507
11 Ireland504
12 New Zealand504
13 Switzerland503
14 United Kingdom500
15 Slovenia500
16 Poland499
17 United States499
18 Czechia498
19 Denmark494
20 Latvia494
21 Sweden494
22 Germany492
23 Belgium491
24 Austria491
25 Netherlands488
26 France487
27 Hungary486
OECD average485
28 Spain485
29 Portugal484
30 Lithuania484
Several European countries perform well above the OECD average of 485. Estonia stands out as Europe’s top performer, ranking sixth overall with a score of 526.
Finland, long known for its education model, remains in the top 10 despite slight declines from previous cycles. Canada is the highest-ranked country in the Americas, placing eighth overall with a score of 515.
How Major Economies Compare
Among major advanced economies, performance is more uneven.
The United States ranks 17th with a score of 499, slightly above the OECD average but behind many peers.
The United Kingdom sits at 14th with an even 500, while Germany and France fall below the top 20.
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Mapped: Countries With the Most McDonald’s Locations
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Countries With the Most McDonald’s Locations
See visuals like this from many other data creators on our Voronoi app. Download it for free on iOS or Android and discover incredible data-driven charts from a variety of trusted sources.
Key Takeaways
McDonald’s today has over 40,000 locations spread across nearly 100 markets.
Over half of all McDonald’s locations are in either the United States, China, or Japan.
Since the 1960s, McDonald’s has expanded beyond the United States to now operate in nearly 100 countries and territories worldwide. This map shows the places where you can find a McDonald’s today. The data comes from the company’s Restaurant Count by Market 2024 report.
The famed golden arches can be spotted on all inhabited continents, with particular concentration in Asia, Europe, and North America.
The Global Presence of McDonald’s
As the birthplace of McDonald’s, the United States unsurprisingly has more locations (13,557) than any other country worldwide. Roughly 95% of the chain’s U.S. locations are franchised.
Outside of its home base, McDonald’s has had the biggest success in East Asia, counting 6,820 locations in China and an additional 2,989 in Japan. The Philippines has also been a key market, counting more locations (792) than even far larger countries such as India.
RankCountry/TerritoryNumber of Locations
1 U.S. (Includes Cuba, Guam, and Saipan)13,557
2 Mainland China6,820
3 Japan2,989
4 France (Includes Monaco)1,589
5 Canada1,489
6 UK (Includes Isle of Man, Jersey, Northern Ireland, Scotland, and Wales)1,470
7 Germany1,367
8 Brazil1,173
9 Australia (Includes American Samoa, Fiji, New Caledonia, Tahiti, and Western Samoa)1,068
10 Philippines792
11 Italy755
12 India665
13 Spain (Includes Andorra and Gibraltar)635
14 Poland580
15 Saudi Arabia441
16 Taiwan417
17 South Africa401
18 South Korea398
19 Mexico374
20 Malaysia373
21 Indonesia318
22 Türkiye274
23 Netherlands263
24 Hong Kong260
25 Thailand236
26 Israel230
27 Argentina226
28 United Arab Emirates210
29 Portugal209
30 Austria206
31 Sweden199
32 Egypt190
33 Switzerland (Includes Liechtenstein)184
34 New Zealand172
35 Singapore152
36 Czech Republic128
37 Ukraine124
38 Belgium119
39 Guatemala115
40 Hungary115
41 Denmark113
42 Chile112
43 Romania106
44 Ireland95
45 Puerto Rico94
46 Kuwait91
47 Norway85
48 Finland81
49 Panama81
50 Venezuela80
51 Qatar79
52 Costa Rica76
53 Morocco75
54 Colombia72
55 Pakistan69
56 Croatia47
57 Slovakia47
58 Jordan46
59 Bulgaria43
60 Macau39
61 Vietnam37
62 Serbia36
63 Ecuador35
64 Greece35
65 Oman35
66 Uruguay34
67 Bahrain33
68 Peru30
69 Azerbaijan29
70 Slovenia28
71 Paraguay27
72 El Salvador25
73 Georgia25
74 Cyprus23
75 Dominican Republic23
76 Lebanon23
77 Lithuania18
78 Reunion Island18
79 Mauritius17
80 Latvia14
81 Honduras13
82 Luxembourg12
83 Estonia11
84 Moldova11
85 Martinique10
86 Guadeloupe9
87 Malta9
88 Nicaragua9
89 Brunei6
90 Curacao5
91 Virgin Islands5
92 Trinidad/Tobago4
93 Aruba3
94 Bahamas3
95 French Guiana3
96 St. Marten3
97 Suriname2
98 Sri Lanka0
In Europe, France is the largest market for the fast food chain, with its 1,589 locations beating out both Germany (1,367) and the United Kingdom (1,470).
In Africa, only three countries are home to McDonald’s locations. Morocco was the site of the first location opening on the continent, in 1992, and has since added 74 more in cities such as Casablanca and Rabat. Growth in Egypt and South Africa has been even faster, with 190 and 401 locations across those two countries.
McDonald’s in the Americas
McDonald’s has had quite the success story closer to home as well. Canada was home to the first McDonald’s outside of the U.S., and today has 1,489 locations. Meanwhile, Brazil and Argentina are also major markets, counting 1,173 and 226 locations each.
Notably, Cuba is a unique case. There is one McDonald’s, but citizens of the island country cannot access it, as it’s located on the Guantanamo Bay Naval Base hosted by the United States.
Who’s Lost Their McDonald’s?
While McDonald’s has grown its presence rapidly over the past few decades, there have been setbacks in certain countries.
In 2022, the company fully exited Russia following the beginning of the Russo-Ukrainian War, selling all 850 of its locations. In 2024, meanwhile, McDonald’s decided to fully divest in another country as well by selling all 12 of its locations in Sri Lanka.
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Mapped: Each State’s Favorite Valentine’s Day Candy
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Mapped: Each State’s Favorite Valentine’s Day Candy
See visuals like this from many other data creators on our Voronoi app. Download it for free on iOS or Android and discover incredible data-driven charts from a variety of trusted sources.
Key Takeaways
In 15 states, the heart-shaped box of chocolates is the most popular Valentine’s Day candy.
Hershey Kisses, M&Ms, and chocolate hearts and roses all served as prime runners-up.
Americans buy tons of candy for Valentine’s Day—but their precise preference varies by state.
This map shows the favorite Valentine’s Day candy in each U.S. state, using data from CandyStore’s 2024 overview.
The Favorite Valentine’s Day Candies of Different States
In 15 of the 50 states, the classic heart-shaped box of chocolates was the preferred choice, followed closely by conversation hearts at 13 states. All Pacific and West Coast states besides Oregon were particular fans of conversation hearts which spell out little romantic messages.
The table below shows the most popular Valentine’s Day candy in each state:
State NameTop Candy
AlabamaCandy Necklaces
AlaskaConversation Hearts
ArizonaM&M's
ArkansasHershey Kisses
CaliforniaConversation Hearts
ColoradoHeart-Shaped Box of Chocolates
ConnecticutHeart-Shaped Box of Chocolates
DelawareHershey Kisses
FloridaHeart-Shaped Box of Chocolates
GeorgiaHeart-Shaped Box of Chocolates
HawaiiConversation Hearts
IdahoHershey Kisses
IllinoisChocolate Hearts
IndianaHeart-Shaped Box of Chocolates
IowaM&M's
KansasHeart-Shaped Box of Chocolates
KentuckyChocolate Roses
LouisianaConversation Hearts
MaineChocolate Hearts
MarylandM&M's
MassachusettsConversation Hearts
MichiganCupid Corn
MinnesotaM&M's
MississippiHeart-Shaped Box of Chocolates
MissouriHeart-Shaped Box of Chocolates
MontanaChocolate Hearts
NebraskaHeart-Shaped Box of Chocolates
NevadaHeart-Shaped Box of Chocolates
New HampshireHeart-Shaped Box of Chocolates
New JerseyHeart-Shaped Box of Chocolates
New MexicoChocolate Roses
New YorkConversation Hearts
North CarolinaConversation Hearts
North DakotaM&M's
OhioHeart-Shaped Box of Chocolates
OklahomaHeart-Shaped Box of Chocolates
OregonHershey Kisses
PennsylvaniaHershey Kisses
Rhode IslandChocolate Hearts
South CarolinaConversation Hearts
South DakotaConversation Hearts
TennesseeConversation Hearts
TexasHershey Kisses
UtahHershey Kisses
VermontM&M's
VirginiaConversation Hearts
WashingtonConversation Hearts
Washington, D.C.Heart-Shaped Box of Chocolates
West VirginiaConversation Hearts
WisconsinHershey Kisses
WyomingChocolate Roses
Michigan is the sole state across the country where cupid corn, a favorite of past years, continues to be the top-purchased candy.
Similarly, Alabama is alone in having candy necklaces as its top candy of choice.
Meanwhile, Hershey Kisses and M&Ms remain favorites across the country. Hershey Kisses are the top-selling Valentine’s Day candy in eight states, including Texas, while M&Ms have emerged as especially popular in six states.
American Spending on Valentine’s Day
Americans are projected to spend nearly $30 billion for Valentine’s Day this year. Candy remains the most popular gift for the holiday, as nearly 56% of consumers plan to purchase some sort of candy for a loved one or themselves.
Valentine’s Day thus plays a big part in the industry’s annual earnings, especially as chocolate prices soar to new highs due to drought conditions in West Africa, where most cocoa is harvested.
The average American reportedly spends over $120 on Valentine’s Day candy each year.
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If you found this infographic interesting, explore more population and demographic insights on Voronoi, including Valentine’s Day is Becoming More Expensive & Less Celebrated.
Charted: Climate Change Is Shrinking the Pool of Winter Olympic Host Cities
Climate Change Is Shrinking the Pool of Winter Olympic Host Cities
This was originally posted on our Voronoi app. Download the app for free on iOS or Android and discover incredible data-driven charts from a variety of trusted sources.
Key Takeaways
Many Winter Olympic hosts already sit in the “marginal” zone—where snow conditions are less consistent.
By 2071–2100 in a high emissions scenario, only 5% of host cities could meet high-reliability thresholds, while 67% are projected to be unreliable.
The gap between low- and high-emissions futures highlights how climate policy could shape the long-term future of the Games.
For decades, the Winter Olympics have depended on cities with reliably cold temperatures and natural snowfall. But as global temperatures rise, that pool of suitable host cities is shrinking.
A study published in Current Issues in Tourism evaluated 93 past and potential host sites under different emissions scenarios. It measures whether these cities can consistently deliver freezing temperatures and sufficient natural snowfall for safe competition. Statista visualized these findings.
Just 5% of Winter Olympic Host Cities Meet High-Reliability Thresholds by 2100
Here’s the full dataset showing how Winter Olympics host site reliability shifts across historical and future emission scenarios:
Time Period / ScenarioReliableMarginally ReliableUnreliable
1981-201043%38%19%
2041-2070 (low emissions projection)43%33%24%
2041-2070 (high emissions projection)19%38%43%
2071-2100 (low emissions projection)38%33%29%
2071-2100 (high emissions projection)5%29%67%
Between 1981–2010, 43% of host cities were classified as climate-suitable for winter sports, while only 19% were considered unreliable. Under a high-emissions scenario for 2071–2100, that flips dramatically: just 5% remain suitable, and 67% are considered unreliable.
Even under a more optimistic low-emissions pathway, the share of reliable hosts drops significantly compared with the late 20th century.
Where Emissions Pathways Make a Difference
The study models two broad futures: one aligned with the Paris Agreement’s lower-emissions targets, and another based on current higher-emissions trends.
Under a low-emissions scenario aligned with Paris Agreement targets, more cities remain viable later in the century. Under higher-emissions trends, many traditional venues fall into the unreliable category.
Which Regions Fare Better, and Worse
Research identified that higher-elevation mountainous regions and hosts in cooler continental climates generally maintain climate reliability longer than lower-elevation sites and those closer to maritime zones. For example, future Alpine sites and places in North America with sustained cold spells are more resilient compared with some European low-elevation hosts that warm faster. However, even these more resilient sites see declines in reliability under high warming.
This evolving climate landscape is already influencing how the International Olympic Committee considers future bids: prioritizing existing infrastructure and climate reliability helps de-risk future Games, while warming trends are prompting conversations about rotating among a smaller pool of dependable locations and adjusting event scheduling.
As warming continues, the Winter Olympics may be confined to a much smaller group of dependable locations.
Ranked: EV Share of New Car Sales by Country in 2025
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Ranked: EV Share of New Car Sales by Country in 2025
See visuals like this from many other data creators on our Voronoi app. Download it for free on iOS or Android and discover incredible data-driven charts from a variety of trusted sources.
Key Takeaways
Norway leads the world, with EVs making up an estimated 97% of new car sales in 2025.
China is the largest EV market by volume, with over 13 million EV sales estimated for 2025.
In 2019, electric vehicles were still a niche purchase in most countries, accounting for single-digit shares of new car sales.
By 2025, EVs had moved from niche to dominant in several markets. In Norway, EVs were estimated to make up 97% of new car sales, meaning nearly every new car sold was electric. Several other countries crossed the 50% threshold, and in China, EVs made up more than half of all new car sales in the world’s largest auto market.
This infographic highlights how EV sales share has evolved between 2019 and 2025. The data for this visualization comes from the International Energy Agency (IEA) and Ember. EVs include both battery electric vehicles (BEVs) and plug-in hybrid electric vehicles (PHEVs). Sales figures for 2025 are estimates.
Taken together, the data shows how quickly EV adoption has moved from early adoption to mainstream across much of the global auto market.
Norway Sets the Global Benchmark
Norway remains the global leader in EV adoption. In 2019, EVs already accounted for 56% of new car sales in the country. By 2025, that share is estimated to reach 97%, meaning nearly every new car sold is electric. This rapid shift has been driven by strong policy incentives, tax exemptions, and widespread charging infrastructure.
Nepal ranks second globally, with EVs estimated to account for 73% of new car sales in 2025 — a striking shift from just 8% in 2019.
Rank (2025)Country2019 Share2025 ShareChange (p.p.)
1 Norway56%97%+41
2 Nepal8%73%+65
3 Denmark4%69%+65
4 Sweden11%61%+50
5 Iceland26%57%+31
6 Finland7%56%+49
7 Netherlands15%56%+41
8 China5%53%+48
9 Belgium3%43%+40
10 Portugal6%37%+31
11 Ireland4%34%+30
12 Luxembourg4%34%+30
13 Switzerland6%33%+27
14 United Kingdom3%33%+30
15 Austria4%31%+27
16 Israel2%31%+29
17 Germany3%29%+26
18 France3%25%+22
19 Thailand1%21%+20
20 Spain1%19%+18
21 Latvia1%19%+18
22 Estonia0%18%+18
23 Lithuania0%17%+17
24 Türkiye0%17%+17
25 Costa Rica1%17%+16
26 Cyprus0%15%+15
27 Indonesia0%15%+15
28 Slovenia0%14%+14
29 South Korea2%14%+12
30 Australia1%14%+13
31 Greece0%13%+13
32 Hungary2%13%+11
33 Poland0%12%+12
34 Italy1%11%+10
35 United States2%10%+8
36 Czechia0%10%+10
37 Brazil0%9%+9
38 Canada3%9%+6
39 Taiwan1%9%+8
40 Colombia1%9%+8
41 New Zealand6%8%+2
42 Albania0%6%+6
43 Bulgaria1%6%+5
44 Mexico0%6%+6
45 Croatia0%5%+5
46 Romania1%5%+4
47 Malaysia0%4%+4
48 India0%4%+4
49 Japan1%3%+2
50 Chile0%3%+3
51 South Africa0%1%+1
Other Nordic countries also rank near the top. Sweden is estimated to reach 61% in 2025, while Finland and Denmark both exceed 50%.
China Dominates by Volume
While Norway leads in percentage terms, China dominates in absolute numbers. EV sales in China are estimated to reach over 13.2 million in 2025, accounting for 53% of new car sales. That makes China both the largest EV market by volume and one of the fastest-growing in terms of market share.
In comparison, the United States has a 10% EV sales share in 2025, with roughly 1.6 million EVs sold. Canada trails slightly behind at 9%. Recently, the Canadian government has agreed to remove its 100% blocking tariff from a small annual quota of 49,000 EVs made in China.
Europe’s Broad-Based Acceleration
Europe shows some of the most widespread gains across major economies. Countries like Belgium (43%), the Netherlands (56%), Portugal (37%), and the United Kingdom (33%) have all seen dramatic increases since 2019, when EV shares were mostly below 10%.
Even traditionally slower adopters, such as Italy and Spain, have reached double-digit penetration. Across the region, EV sales have surged not only in share but also in volume—Germany alone is estimated to sell more than 840,000 EVs in 2025.
Emerging Markets Gain Momentum
Adoption is also expanding beyond Europe and China. Nepal stands out with an estimated 73% EV sales share in 2025, albeit from a small base. Thailand (21%) and Indonesia (15%) are emerging as Southeast Asian leaders.
In Latin America, Brazil’s EV share has risen to 9%, while Mexico reaches 6%.
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If you enjoyed today’s post, check out The Most Fuel Efficient Cars From 1975 to Today on Voronoi, the new app from Visual Capitalist. “`
Payday Pulse: America’s Growing Mountain of Debt
Published 6 hours ago on February 13, 2026
By Ryan Bellefontaine
Graphics & Design
Lebon Siu
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Payday Pulse: America’s Growing Mountain of Debt
Key Takeaways
Auto and student loans increasingly anchor America’s mountain of debt, tightening household cash flow.
In Q1 2025, the average U.S. household paid about $4,214 per year in non-mortgage interest.
Earned Wage Access can reduce reliance on interest-bearing options by unlocking already-earned wages earlier.
Higher everyday costs have made cash-flow timing more fragile for many households. As a result, more workers lean on borrowing to cover near-essentials and stay flexible.
This graphic, in partnership with Payactiv, shows America’s mountain of debt across major non-housing categories using data from the Federal Reserve Bank of New York.
The Mountain of Debt Has Shifted Beyond Housing
Here is a table that shows quarterly, inflation-adjusted debt levels from 2003 to 2025 in trillions of USD, split by category.
PeriodAuto LoansCredit CardStudent LoanOther
03:Q11.131.220.420.85
03:Q21.091.220.420.86
03:Q31.191.210.440.84
03:Q41.231.230.440.79
04:Q11.251.220.450.78
04:Q21.271.200.450.72
04:Q31.281.210.560.70
04:Q41.241.220.590.71
05:Q11.231.200.610.66
05:Q21.281.200.620.67
05:Q31.371.200.630.67
05:Q41.291.210.640.69
06:Q11.291.170.700.68
06:Q21.281.180.700.67
06:Q31.311.190.720.70
06:Q41.321.240.770.66
07:Q11.261.210.810.64
07:Q21.261.250.800.64
07:Q31.281.280.820.64
07:Q41.271.300.850.65
08:Q11.241.280.890.64
08:Q21.211.270.880.60
08:Q31.201.270.900.61
08:Q41.201.320.970.62
09:Q11.181.281.010.63
09:Q21.121.241.030.59
09:Q31.111.221.040.57
09:Q41.081.201.080.57
10:Q11.041.131.130.54
10:Q21.041.101.130.52
10:Q31.051.081.160.50
10:Q41.051.081.200.50
11:Q11.041.021.230.48
11:Q21.020.991.220.47
11:Q31.040.991.240.47
11:Q41.051.001.250.47
12:Q11.050.971.280.45
12:Q21.060.941.280.44
12:Q31.080.941.350.44
12:Q41.100.961.360.45
13:Q11.100.921.380.43
13:Q21.130.931.380.42
13:Q31.180.931.430.42
13:Q41.190.941.500.44
14:Q11.210.911.530.43
14:Q21.240.911.530.44
14:Q31.270.931.540.45
14:Q41.320.961.590.47
15:Q11.340.941.640.46
15:Q21.380.951.620.46
15:Q31.430.971.630.48
15:Q41.451.001.680.48
16:Q11.460.971.720.48
16:Q21.480.981.700.49
16:Q31.531.011.720.50
16:Q41.561.051.760.51
17:Q11.561.011.780.49
17:Q21.581.031.770.50
17:Q31.601.071.790.51
17:Q41.601.091.810.51
18:Q11.601.071.840.51
18:Q21.601.071.820.50
18:Q31.631.081.850.51
18:Q41.631.121.880.53
19:Q11.641.091.910.51
19:Q21.651.101.870.52
19:Q31.671.111.890.54
19:Q41.681.171.900.54
20:Q11.691.121.930.54
20:Q21.691.031.940.53
20:Q31.701.011.930.52
20:Q41.711.021.930.52
21:Q11.700.951.950.51
21:Q21.700.951.890.51
21:Q31.710.951.880.50
21:Q41.701.001.840.51
22:Q11.670.961.810.51
22:Q21.660.981.760.52
22:Q31.671.011.720.54
22:Q41.691.071.740.55
23:Q11.681.061.730.55
23:Q21.681.101.670.56
23:Q31.681.141.690.56
23:Q41.691.191.690.58
24:Q11.691.161.660.57
24:Q21.681.181.640.56
24:Q31.691.201.650.56
24:Q41.701.241.660.57
25:Q11.671.201.660.55
25:Q21.671.221.650.54
25:Q31.661.231.650.55
Even after adjusting for inflation, non-housing balances rise across cycles in the dataset. Still, the dip around 2010 reflects defaults and paydowns after the subprime mortgage crisis.
Since then, balances have been rebuilt, and higher rates can magnify interest costs.Rising consumer debt inevitably leads to higher interest payments. In Q1 2025, the average U.S. household paid about $4,214 per year in non-mortgage interest.
Auto and Student Loans Act Like Near-Essentials
Auto and student loans often fund commuting and credentials, so households treat them as near-essentials. However, these categories now drive much of the rise highlighted in the graphic.
In Q3 2025, student loans stood at about $1.65T, auto loans at about $1.66T, and credit cards at about $1.23T. For those with the deepest debt relative to their income, interest charges can crowd out savings and emergency funds.
Credit cards often fill short gaps when budgets tighten. Consequently, workers may prioritize minimum payments and delay building buffers.
Using Earned Wages Earlier, Without New Debt
Debt can support big goals, yet short timing gaps can push workers into avoidable interest or fees. Because paychecks arrive later than bills, even small mismatches can snowball.
Earned Wage Access (EWA) lets employees access already-earned wages earlier through an employer-connected payroll flow.
Give employees access to earned wages.
Related Topics: #jobs #earned wage access #payroll #salary #auto loans #student loans #credit cards #wages #income #debt
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Payday Pulse: Where Americans Are Most Burdened by Household Debt
Published 6 hours ago on February 13, 2026
By Ryan Bellefontaine
Graphics & Design
Lebon Siu
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Payday Pulse: Where Americans Are Most Burdened by Household Debt
Key Takeaways
Several of the largest U.S. metros exceed a 2.5 DTI, signaling heavy debt versus wages.
California and Florida appear most often, although high ratios show up nationwide.
Because timing drives many shortfalls, Earned Wage Access can help reduce avoidable interest.
Across the U.S., higher housing costs and everyday expenses keep budgets tight. As a result, many households lean on credit to cover gaps between paydays.
This graphic, in partnership with Payactiv, shows the top U.S. metros with the highest household debt-to-income ratios using data from the Federal Reserve.
The Metros with the Highest Household Debt
Here is a table ranking the top metropolitan statistical areas with populations of 500,000 or more by their Household Debt-to-Income Ratio for Q1 2025.
Metropolitan Statistical AreaDebt-to-Income Ratio
Riverside-San Bernardino-Ontario, CA2.51 or higher
Oxnard-Thousand Oaks-Ventura, CA2.51 or higher
Provo-Orem-Lehi, UT2.51 or higher
Deltona-Daytona Beach-Ormond Beach, FL2.51 or higher
Port St. Lucie, FL2.51 or higher
Urban Honolulu, HI2.06–2.51
North Port-Bradenton-Sarasota, FL2.06–2.51
Cape Coral-Fort Myers, FL2.06–2.51
Lakeland-Winter Haven, FL2.06–2.51
Stockton-Lodi, CA2.06–2.51
Colorado Springs, CO2.06–2.51
Ogden, UT2.06–2.51
Pensacola-Ferry Pass-Brent, FL2.06–2.51
Killeen-Temple, TX2.06–2.51
San Diego-Chula Vista-Carlsbad, CA1.79–2.06
Sacramento-Roseville-Folsom, CA1.79–2.06
Virginia Beach-Chesapeake-Norfolk, VA-NC1.79–2.06
Jacksonville, FL1.79–2.06
Tucson, AZ1.79–2.06
Charleston-North Charleston, SC1.79–2.06
Boise City, ID1.79–2.06
Kiryas Joel-Poughkeepsie-Newburgh, NY .1.79–2.06
Palm Bay-Melbourne-Titusville, FL1.79–2.06
Modesto, CA1.79–2.06
Several large metros sit in the 2.51-or-higher tier, led by Los Angeles suburban areas such Riverside–San Bernardino–Ontario and Oxnard-Thousand Oaks-Ventura. Florida appears at the top with the highly visited destination of Deltona-Daytona Beach-Ormond Beach.
Meanwhile, the 2.06–2.51 tier includes the notable Urban Honolulu, Colorado Springs, and several more Florida metros.
Although slightly lower, the metro areas of San Diego, Jacksonville, and Sacramento also largely outpace income with their household debt levels.
What a 2.5 DTI ratio means
A 2.5 debt-to-income (DTI) ratio means the average household owes about two and a half years of wages in debt, and payments alone can absorb roughly 20–25% of monthly take-home pay before everyday expenses.
Debt can support long-term goals, so the key issue is often timing. However, when bills hit before payday, households may pay interest to bridge a short gap.
When debt is already high, even small gaps can rack up interest fast. As a result, using credit to bridge the days before payday can turn routine bills into a recurring fee, month after month. Over time, those charges can crowd out essentials and savings.
A Workplace Lever that Works with Payroll
Earned Wage Access (EWA) lets employees access wages they’ve already earned before payday. Consequently, it can reduce reliance on high-interest options for routine expenses.
In addition, EWA can help align pay timing with bill timing, so workers don’t feel forced to pay interest to cover short gaps. That way, employees can handle essentials with earned wages instead of costly stopgaps.
Give employees access to earned wages.
Related Topics: #wages #income #debt #jobs #payday loans #earned wage access #payroll #salary #credit cards
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Payday Pulse: 5,000 Years of Wages In One Giant Timeline
Published 6 hours ago on February 13, 2026
By Ryan Bellefontaine
Graphics & Design
Zack Aboulazm
Twitter Facebook LinkedIn Reddit Pinterest Email
View the full-size version of this graphic
Payday Pulse: 5,000 Years of Wages In One Giant Timeline
Key Takeaways
In ancient times, wages were paid daily. Over time, payday shifted with technology, laws, and scale.
Biweekly pay dominates today, yet timing gaps still create pressure.
Earned Wage Access gives employees flexibility by unlocking already-earned wages alongside payroll.
For millennia, wages have reflected how society organizes work. Over time, payday moved from immediate necessities to scheduled cycles.
This graphic, in partnership with Payactiv, shows Years of Wages across 5,000 years using data from various sources.
Antiquity: In-kind daily wages
Early employers often paid workers with essentials, because daily survival mattered most. As a result, wage records show rations, commodities, and early standardized rates.
YearMilestone
ca. 3100 BCEA clay tablet from Mesopotamia records the daily beer ration for day laborers.
ca. 1750 BCEThe Babylonian Code of Hammurabi details in-kind wages for many common occupations in corn.
ca. 600 BCEThe Lydian Stater was the first state-issued denominated coin; a third-stater—or trite—was worth one month’s subsistence.
Then, cash pay spread as trade expanded, and wages became easier to measure and compare. Even so, “salary” still carries a salt-linked origin story, although the “paid only in salt” claim doesn’t hold up.
Middle Ages: Variable paydays
During the Middle Ages, many roles blended cash with in-kind support, especially for year-round service. In practice, wages could include food, lodging, clothing allowances, or guaranteed access to essentials.
YearMilestone
950Byzantine officials are paid by the Emperor in person in gold coins and bolts of silk in a public ceremony on Palm Sunday in the Hagia Sophia.
1271Paper money emerged first in China during the Yuan Dynasty (1271–1368), and was convertible to strings of coins called guàn.
1346–1353The Black Death kills roughly half of Europe’s population, leading to labor shortages and significantly higher wages.
Even when pay was “annual,” it wasn’t always a single year-end handoff. Instead, employers often settled wages around seasonal milestones, while workers relied on household production to smooth gaps.
Early Modern Period: Paydays still variable
As markets grew, more workers relied on regular cash wages to cover recurring costs. Meanwhile, employers pushed toward repeatable routines that later shaped modern payroll.
YearMilestone
17th Century CEMerchants subcontract manufacturing to workers in their cottages—hence cottage industry—and were paid by piece.
1659The first-ever check is written for 39 pounds, 4 shillings, and 2 pence in London on February 16th.
1760The Industrial Revolution upends the workplace, with workers organized into factories and paid on a weekly basis.
Weekly pay fit the rhythm of expanding towns and workshops, where hours and output were easier to track. As a result, payday became a predictable checkpoint for both workers budgeting and employers managing labor costs.
Modern Era: Moving to bi-weekly paydays
In the modern era, the biweekly payday eventually became the default for many employers because it balances predictability with workable payroll administration. In 2023, it was the most common pay period in the U.S. private sector at 43.0%.
YearMilestone
1831The British Parliament outlaws payment in goods or in company scrip, which could only be spent at company stores.
1847The UK Factories Act—AKA the Ten Hours Act—restricted the working hours for women and youth to 10 hours per day.
1888The timeclock is invented by William Legrand Bundy in New York, allowing standardized tracking of working hours.
1894The world’s first minimum wage is enacted in New Zealand, followed by Australia (1896), the UK (1909), and the U.S. (1938).
1938The U.S. Fair Labor Standards Act is signed into law, making the 44-hour workweek standard, with overtime set at time-and-half pay.
1943The U.S. Congress passes the Current Tax Payment Act, which required employers to withhold taxes from workers’ wages.
1957ADP begins automating payroll with new computing technology, allowing batch payroll runs for the first time.
1972Automated Clearing House payments are launched in California where payroll is deposited directly into employees accounts.
1998Reloadable payroll cards offer an alternative to direct deposit and paper checks and work similar to debit cards.
At the same time, pay delivery evolved beyond paper checks into direct deposit and options like payroll cards. That flexibility helps employers meet workers where they are, while keeping the underlying schedule consistent.
Then, Industrial payroll became more systematic, moving from wage packets to the modern “paycheck.” Later, the employee time clock helped employers tie wages to hours with greater precision.
In the 1970s, electronic rails like the Automated Clearing House (ACH) enabled direct deposit and scaled digital pay. Even so, fixed payroll cycles can still create timing gaps between work completed and bills due.
The Digital Age: On-demand access
In 2013, Payactiv created and launched Earned Wage Access, giving workers on-demand access to wages they’ve already earned. That shift added flexibility without changing the underlying payroll schedule.
YearMilestone
2013Payactiv creates and launches Earned Wage Access, giving workers access to their wages in real-time, instead of waiting until payday.
2019–2022The COVID-19 pandemic forced millions into remote work, while increased government spending sent inflation rising.
2026Almost half of Americans, 46%, say that the cost-of-living crisis is the worst they have ever seen, making waiting for payday even harder.
Then, from 2019–2022, the COVID-19 pandemic pushed millions into remote work while rising prices squeezed household budgets.
By 2026, 46% of Americans said the cost-of-living crisis is the worst they’ve ever seen, making the wait between work completed and payday feel even harder.
What Earned Wage Access Changes
Because payroll runs on fixed cycles, workers sometimes pay interest just to access already-earned wages sooner.
Earned Wage Access (EWA) lets employees access wages they’ve already earned, as they earn them, without borrowing against future pay.
Give employees access to earned wages.
Related Topics: #wages #payday loans #earned wage access #payroll #featured #salary #jobs
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Ranked: The Countries Generating the Most Electricity
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Use This Visualization
Ranked: The Countries Generating the Most Electricity
See visuals like this from many other data creators on our Voronoi app. Download it for free on iOS or Android and discover incredible data-driven charts from a variety of trusted sources.
Key Takeaways
China’s electricity generation has surged 74% since 2014, more than 10x the growth seen in the United States.
By 2024, China produced over 10,000 terawatt-hours of electricity—more than double any other country.
Global electricity demand is accelerating—powered by electrification, industrial growth, and the explosive expansion of AI data centers.
But one country has pulled dramatically ahead.
China now generates more than double the electricity of any other nation on Earth.
This chart tracks electricity generation by country from 2014 to 2024, highlighting China’s extraordinary rise. The data for this visualization comes from the Energy Institute’s Statistical Review of World Energy.
China Pulls Away From the Pack
In 2014, China generated roughly 5,795 TWh of electricity, already more than the United States. By 2024, that figure had climbed to 10,087 TWh—a 74% increase in just 10 years. Over the same period, U.S. generation edged up from 4,363 TWh to 4,635 TWh, a comparatively modest 6% rise.
In 2024, China generated more than twice as much power as the United States and nearly five times as much as India.
Country2014 (TWh)20162018202020222024
China5,794.56,133.07,166.07,779.18,848.710,086.9
United States4,363.34,348.94,464.54,287.64,537.74,634.8
India1,258.71,394.91,572.01,571.01,806.12,030.2
Russia1,064.21,091.01,109.21,085.41,166.91,209.3
Japan1,062.71,063.71,082.91,011.01,040.61,016.4
This rapid expansion reflects China’s industrial scale, urbanization, and leadership in manufacturing.
China’s abundant and relatively low-cost electricity supply is increasingly seen as a strategic advantage, particularly as AI models and data centers require enormous amounts of power.
Speaking at the World Economic Forum in Davos, Switzerland, U.S. tech billionaire Elon Musk suggested that the world could soon produce more semiconductor chips than it has the power to run—except in China. “China’s growth in electricity is tremendous,” he said, highlighting the country’s expanding energy capacity as a strategic advantage.
India’s Steady Climb
India is the only other major economy showing sustained, high growth. Electricity generation rose from 1,259 TWh in 2014 to over 2,030 TWh in 2024—an increase of more than 60%.
While still far below China’s level, India’s trajectory mirrors its economic expansion and rising energy demand from a growing middle class.
Flat or Declining Output in Russia and Japan
Rounding out the top four are Russia and Japan, though their growth stories look very different from China and India. Russia’s electricity generation increased modestly from 1,064 TWh in 2014 to 1,209 TWh in 2024, reflecting gradual industrial and export-driven demand.
Japan, by contrast, has seen largely flat output over the past decade. Generation stood at 1,063 TWh in 2014 and was 1,016 TWh in 2024, with fluctuations in between. Slower economic growth, demographic headwinds, and shifts in its energy mix have all contributed to relatively stagnant power demand.
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Ranked: The Critical Minerals Lost to U.S. Mining Waste, by Tonnage
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Critical Minerals Lost to U.S. Mining Waste, by Tonnage
See visuals like this from many other data creators on our Voronoi app. Download it for free on iOS or Android and discover incredible data-driven charts from a variety of trusted sources.
Key Takeaways
Hundreds of millions of tonnes of critical minerals were sent to U.S. mine tailings in 2023.
Aluminum and lead alone account for over 300 million tonnes of unrecovered material.
Reprocessing mining waste could strengthen domestic supply chains for energy, defense, and advanced manufacturing.
The U.S. is often described as highly dependent on foreign sources for critical minerals. Yet every year, vast quantities of these same materials are sent to mine tailings as waste.
This visualization ranks critical minerals by the amount discarded into U.S. mining waste in 2023, highlighting where the largest volumes of potential supply remain unrecovered.
The data for this visualization comes from analysis by Professor Elizabeth Holley of the Colorado School of Mines and includes main-product output from U.S. hard-rock metals mines operating on federal land.
Where the Largest Volumes Are Being Lost
Aluminum stands out by a wide margin, with an estimated 229 million tonnes sent to tailings in 2023. That is more than 40 times the volume imported that year.
Lead follows with more than 81 million tonnes unrecovered, despite its importance for batteries and radiation shielding.
ElementUnrecovered 2023 (kt)U.S. Imports 2023 (kt)Applications
Aluminum229,4305,540Construction, Transportation
Lead81,910570Batteries, Radiation shielding
Chromium5,310440Stainless steel, Plating
Copper3,400890Wiring, Plumbing
Manganese2,430690Steel alloys, Batteries
Nickel1,020160Stainless steel, Batteries
Rare Earth Oxides56010Magnets, Wind turbines
Antimony38020Flame retardants, Alloys
Cobalt28010Lithium-ion batteries, Superalloys
Lithium903Batteries, Glass/ceramics
Critical for Clean Energy and Industry
Several minerals essential to clean energy technologies also appear prominently. Copper, nickel, lithium, cobalt, and rare earth oxides are all present in mining waste at volumes far exceeding current import levels. These materials are critical for electric vehicles, grid infrastructure, wind turbines, and battery storage.
Recovering even a fraction of what is discarded could ease supply constraints and reduce exposure to geopolitical risks.
“The challenge lies in recovery,” Professor Holley told the Colorado School of Mines’ Mines Newsroom.
“It’s like getting salt out of bread dough—we need much more research, development, and policy support to make the recovery of these critical minerals economically feasible.”
Reprocessing tailings could offer a dual benefit. Economically, it could strengthen domestic supply chains and reduce reliance on imports from a small number of foreign producers, particularly China.
Environmentally, it could lower the need for new mines, which often face long permitting timelines and local opposition.
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