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Charted: The Relationship Between Democracy and Corruption

2025-11-15 04:37:37

See this visualization first on the Voronoi app.

Scatter plot showing the relationship between electoral democracy and political corruption in countries using 2024 data from V-Dem

Charting the Relationship Between Democracy and Corruption

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.

  • Highly democratic countries consistently report lower levels of political corruption, especially in Europe.
  • No countries in the dataset are rated as both highly democratic and highly corrupt.
  • Authoritarian regimes show a wide range of corruption levels, but none approach the values achieved by democracies.

How does the level of democracy in a country influence corruption?

According to new data from the Varieties of Democracy (V-Dem) project and a visualization by Our World in Data, the correlation is clear: democratic societies tend to be less corrupt.

The chart maps countries across two indices: Electoral Democracy (measuring free, fair, and meaningful elections) and the Political Corruption Index (focused on bribery and public theft), both scaled from 0 to 1.

Exploring the Democracy-Corruption Correlation

Here is a full list of selected countries with their scores across both indices, based on the latest V-Dem data:

Entity Political Corruption Index (2024) Electoral Democracy Index (2024)
Afghanistan 0.67 0.08
Albania 0.63 0.51
Algeria 0.67 0.26
Angola 0.55 0.34
Argentina 0.39 0.71
Armenia 0.37 0.62
Australia 0.03 0.86
Austria 0.11 0.84
Azerbaijan 0.90 0.18
Bahrain 0.51 0.12
Bangladesh 0.91 0.20
Barbados 0.07 0.79
Belarus 0.42 0.16
Belgium 0.03 0.89
Benin 0.19 0.50
Bhutan 0.16 0.56
Bolivia 0.66 0.58
Bosnia and Herzegovina 0.76 0.51
Botswana 0.24 0.59
Brazil 0.44 0.80
Bulgaria 0.58 0.65
Burkina Faso 0.39 0.16
Burundi 0.78 0.18
Cambodia 0.90 0.19
Cameroon 0.93 0.29
Canada 0.03 0.84
Cape Verde 0.26 0.76
Central African Republic 0.85 0.30
Chad 0.95 0.20
Chile 0.08 0.84
China 0.55 0.07
Colombia 0.39 0.70
Comoros 0.84 0.28
Congo 0.83 0.25
Costa Rica 0.20 0.86
Cote d'Ivoire 0.62 0.43
Croatia 0.26 0.72
Cuba 0.59 0.18
Cyprus 0.16 0.77
Czechia 0.10 0.87
Democratic Republic of Congo 0.92 0.33
Denmark 0.00 0.92
Djibouti 0.68 0.25
Dominican Republic 0.71 0.71
East Timor 0.22 0.73
Ecuador 0.65 0.65
Egypt 0.73 0.19
El Salvador 0.68 0.34
Equatorial Guinea 0.84 0.18
Eritrea 0.74 0.07
Estonia 0.03 0.90
Eswatini 0.57 0.13
Ethiopia 0.55 0.26
Fiji 0.29 0.52
Finland 0.02 0.85
France 0.05 0.87
Gabon 0.72 0.23
Gambia 0.27 0.63
Georgia 0.19 0.48
Germany 0.02 0.84
Ghana 0.64 0.67
Greece 0.24 0.75
Guatemala 0.71 0.60
Guinea 0.86 0.16
Guinea-Bissau 0.81 0.28
Guyana 0.43 0.49
Haiti 0.77 0.22
Honduras 0.75 0.54
Hong Kong 0.08 0.17
Hungary 0.50 0.44
Iceland 0.02 0.84
India 0.67 0.40
Indonesia 0.76 0.48
Iran 0.78 0.17
Iraq 0.84 0.35
Ireland 0.03 0.90
Israel 0.12 0.72
Italy 0.20 0.80
Jamaica 0.18 0.80
Japan 0.06 0.82
Jordan 0.42 0.27
Kazakhstan 0.71 0.27
Kenya 0.54 0.55
Kosovo 0.27 0.65
Kuwait 0.31 0.29
Kyrgyzstan 0.80 0.33
Laos 0.74 0.13
Latvia 0.07 0.84
Lebanon 0.84 0.35
Lesotho 0.54 0.66
Liberia 0.88 0.61
Libya 0.82 0.20
Lithuania 0.17 0.80
Luxembourg 0.03 0.87
Madagascar 0.83 0.42
Malawi 0.72 0.58
Malaysia 0.32 0.52
Maldives 0.42 0.56
Mali 0.75 0.20
Malta 0.19 0.79
Mauritania 0.85 0.33
Mauritius 0.45 0.49
Mexico 0.56 0.51
Moldova 0.33 0.63
Mongolia 0.72 0.50
Montenegro 0.50 0.62
Morocco 0.64 0.26
Mozambique 0.73 0.30
Myanmar 0.83 0.08
Namibia 0.28 0.62
Nepal 0.62 0.67
Netherlands 0.02 0.82
New Zealand 0.01 0.86
Nicaragua 0.94 0.15
Niger 0.57 0.24
Nigeria 0.93 0.50
North Korea 0.68 0.08
North Macedonia 0.75 0.56
Norway 0.01 0.88
Oman 0.26 0.17
Pakistan 0.82 0.31
Palestine/Gaza 0.37 0.10
Palestine/West Bank 0.44 0.21
Panama 0.47 0.73
Papua New Guinea 0.72 0.46
Paraguay 0.80 0.58
Peru 0.66 0.63
Philippines 0.85 0.44
Poland 0.10 0.73
Portugal 0.16 0.83
Qatar 0.37 0.09
Romania 0.38 0.63
Russia 0.79 0.17
Rwanda 0.42 0.20
Sao Tome and Principe 0.28 0.67
Saudi Arabia 0.33 0.02
Senegal 0.30 0.62
Serbia 0.75 0.32
Seychelles 0.05 0.74
Sierra Leone 0.50 0.44
Singapore 0.03 0.41
Slovakia 0.28 0.75
Slovenia 0.06 0.72
Solomon Islands 0.60 0.67
Somalia 0.88 0.17
Somaliland 0.59 0.42
South Africa 0.56 0.73
South Korea 0.16 0.73
South Sudan 0.83 0.16
Spain 0.10 0.83
Sri Lanka 0.46 0.66
Sudan 0.80 0.14
Suriname 0.17 0.77
Sweden 0.01 0.88
Switzerland 0.02 0.89
Syria 0.74 0.15
Taiwan 0.23 0.80
Tajikistan 0.85 0.17
Tanzania 0.25 0.42
Thailand 0.66 0.39
Togo 0.76 0.36
Trinidad and Tobago 0.09 0.76
Tunisia 0.41 0.43
Turkey 0.82 0.29
Turkmenistan 0.89 0.15
Uganda 0.80 0.27
Ukraine 0.61 0.39
United Arab Emirates 0.11 0.10
United Kingdom 0.04 0.83
United States 0.05 0.84
Uruguay 0.05 0.85
Uzbekistan 0.83 0.22
Vanuatu 0.29 0.80
Venezuela 0.97 0.20
Vietnam 0.49 0.17
Yemen 0.91 0.13
Zambia 0.36 0.51
Zimbabwe 0.82 0.27

At a glance, Denmark stands out as the best performer, with near-perfect scores for democracy and minimal corruption.

Conversely, authoritarian regimes like Myanmar, Russia, and China have low democracy scores and relatively high corruption, though corruption levels vary even among less democratic states. Interestingly, no country appears in the upper-right quadrant, combining high democracy with high corruption, emphasizing the strong inverse relationship.

Why Democracies Tend to Be Cleaner

As outlined in V-Dem’s policy brief, democracies inherently support anti-corruption mechanisms. These include:

  • Independent courts and investigative bodies
  • Active civil societies and free media
  • Checks and balances that discourage misuse of public office

These structures make it harder for corrupt activities to go unnoticed or unpunished. In contrast, authoritarian systems often lack such safeguards, allowing corruption to flourish unchecked.

Comparing with Perceptions of Corruption

While this dataset relies on expert-based assessments, public perception also plays a role in understanding corruption. For more context, see our previous post on which countries are perceived as the most corrupt globally.

Learn More on the Voronoi App

Explore more political data like this in our related post on The State of Democracy Around the World.

Ranked: The 20 Highest Paying Careers That Don’t Need a College Degree

2025-11-15 02:22:56

See this visualization first on the Voronoi app.

Infographic showing the top 20 highest paying U.S. jobs that do not require a college degree, ranked by median annual wage

The 20 Highest Paying Careers That Don’t Need a College Degree

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.

  • Air traffic controllers top the list with a median wage of $144,580.
  • Several skilled trades like elevator repair and power plant operation pay over $100,000 annually.
  • Rising demand and shifting perspectives are making blue-collar jobs more attractive to younger generations.

The U.S. labor market is evolving, and so are the pathways to high-paying careers. While a college degree has long been considered essential for financial success, new data from the Bureau of Labor Statistics shows that numerous careers offer six-figure salaries without requiring a four-year diploma.

The visualization above, by Julie Peasley, breaks down the top 20 highest paying jobs that don’t require a college degree, from nuclear reactor operators to transportation managers.

Here are the top 20 jobs by median salary:

Rank Occupation (U.S.) Median Annual Wage (2024, USD)
1 Air Traffic Controller $144,580
2 Commercial Pilot (Non-Airline) $122,670
3 Nuclear Power Reactor Operator $122,610
4 Elevator and Escalator Installer and Repairer $106,580
5 First-Line Supervisor of Police and Detectives $105,980
6 Power Plant Distributor and Dispatcher $103,600
7 Transportation, Storage, and Distribution Manager $102,010
8 Power Plant Operator $99,670
9 Petroleum Pump System Operator, Refinery Operator, and Gauger $97,540
10 Detective and Criminal Investigator $93,580
11 Postmaster and Mail Superintendent $92,730
12 Electrical Power-Line Installer and Repairer $92,560
13 Farmer, Rancher, and Agricultural Manager $87,980
14 Transportation Inspector $85,750
15 Gambling Manager at Casino or Racetrack $85,580
16 Subway and Streetcar Operator $84,830
17 First-line Supervisor of Sales Workers (Non-retail) $84,130
18 Signal and Track Switch Repairer $83,600
19 Gas Plant Operator $83,400
20 Transit and Railroad Police $82,320

Air traffic controllers ($144,580), commercial pilots ($122,670), and nuclear reactor operators ($122,610) take the top three spots, with many trade-heavy and supervisory roles also appearing above the $100,000 threshold.

The Rise of High-Paying Blue-Collar Careers

A growing number of Americans are reconsidering the cost-benefit equation of college, especially as student debt burdens rise. Trade jobs are not only paying more, but also seeing increased interest from Gen Z workers looking for faster, debt-free entry into the workforce.

Many of these roles require certification, apprenticeships, or specialized training. For example, air traffic controllers must complete a rigorous FAA training program, but no degree is necessary. Similarly, commercial pilots flying non-airline routes, such as charter or medevac, often need licenses but not a bachelor’s degree.

Skilled Trades Dominate the List

What stands out in this ranking is the sheer number of high-paying skilled trades:

  • Elevator and escalator installers ($106,580)
  • Power plant operators ($99,670)
  • Petroleum pump system operators ($97,540)

These careers offer strong wages without the need for a college degree, often relying on apprenticeships or vocational training instead.

Another key factor driving renewed interest in these careers is their reputation as being relatively “AI-proof.” Unlike many white-collar jobs facing disruption from artificial intelligence and automation, skilled trades typically require hands-on work in dynamic environments, making them less susceptible to technological replacement. For many young workers, this blend of job security and solid pay is an increasingly attractive proposition.

Education vs. Earnings

While these careers are exceptions to the rule, it’s still true that more education often leads to higher earnings on average. Our previous post, Charted: U.S. Salary by Education Level, shows how median income rises steadily with each level of formal education.

Learn More on the Voronoi App

View the related post: How Much More Does a Graduate Degree Earn by State?

Explainer: What is Earned Wage Access and Why Do You Need it?

2025-11-15 01:36:34

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The following content is sponsored by Payactiv

View the full-size version of this graphic

Explainer: What is Earned Wage Access and Why Do You Need it?

Key Takeaways

  • Employer-integrated Earned Wage Access unlocks payroll-verified, already-earned wages, causing workers to avoid taking on new debt.
  • Conversely, direct-to-consumer estimated advances bet on future pay, use bank pulls, and trap workers in debt cycles.
  • Offering responsible, employer-integrated EWA boosts stability, morale, and retention while cutting turnover costs.

Workers are navigating tight budgets as everyday costs climb. Tools that bridge timing gaps now shape whether people fall behind or finally catch their breath.

Created in partnership with Payactiv, this graphic contrasts employer-integrated access to already-earned pay with direct-to-consumer estimated advances, showing how verification, repayment, and employer involvement drive different outcomes for workers and organizations.

How Earned Wage Access Works

Employer-sponsored Earned Wage Access (EWA) connects directly to employee Time & Attendance and payroll systems. Employees can securely unlock wages they’ve already earned, not guesses about future income. Because access is based on employer-verified hours, amounts are precise, predictable, and aligned with actual pay.

Repayment is simple: on the regular pay cycle, the employer settles with the provider, so workers aren’t stuck repaying a lender or juggling collections. When properly structured, this model is often treated as non-credit because it’s access, not an advance.

Over time, this model helps workers transition from crisis management to stability, supporting savings habits, dignity, and reducing day-to-day financial stress.

This model is also very in demand. In Visa’s Earned Wage Access Insights Report, 95% of employees say they’d be interested in working for an employer who offers Earned Wage Access.

What Estimated Wage Advances Do

Estimated wage advance apps target workers directly, bypassing employer payroll. Instead of verified hours, they rely on projected earnings, which can misalign with reality if shifts change, hours drop, or income varies.

Repayment typically pulls from a worker’s own bank account and involves “instant transfer” fees, tips, and credit-like charges, or paycheck reroutes. As these costs and shortfalls accumulate, they can create debt spirals, anxiety, broken autopay, and bank switching—shifting risk back onto people who can least afford it.

Why Real EWA Matters

The real difference isn’t just speed. It’s who is in the partnership, how pay is verified, and how repayment flows.

Employer-integrated EWA provides workers with a safer way to access their earned wages, while direct-to-consumer estimated advances create a two-way relationship that resembles debt.

Demand for responsible EWA is strong, and employers that offer integrated access often see higher morale, better retention, and lower turnover costs—sometimes in the millions.

The Bottom Line

If it’s earned, it’s access. If it’s estimated, it’s an advance.

Earned Wage Access reinforces the worker–employer relationship while supporting long-term stability, and workers are asking for it.

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Find out more in Payactiv’s EWA Blueprint

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Ranked: America’s Most Visited Websites in 2025

2025-11-14 23:11:49

See more visualizations like this on the Voronoi app.

Circle graphic showing America's most visited websites in 2025.

Use This Visualization

Ranked: America’s Most Visited Websites 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

  • Google reigns supreme with 16.2 billion visits in July, outpacing runner-up YouTube by nearly three times the traffic.
  • ChatGPT ranks in 10th, with 864 million monthly visits.

As the most visited website in America, Google’s traffic climbed over 3% month-over-month, reaching 16.2 billion visits in July.

Google continues to dominate the digital landscape—alongside major tech players like Meta’s Facebook and Amazon. Meanwhile, even with its rapid adoption, ChatGPT still trails more established sites such as Reddit, Bing, and Yahoo.

This graphic shows the most visited websites in the U.S. as of July 2025, based on data from Similarweb.

America’s Top 20 Most Visited Websites

Here are America’s top 20 most frequently visited websites:

Ranking Domain Monthly Visits
July 2025
1 Google 16.2B
2 YouTube 5.7B
3 Facebook 2.6B
4 Amazon 2.5B
5 Reddit 2B
6 Bing 1.6B
7 Yahoo 1.6B
8 Instagram 1.1B
9 X 1B
10 ChatGPT 864M
11 Wikipedia 715M
12 LinkedIn 567M
13 eBay 520M
14 Walmart 493M
15 New York Times 462M
16 The Weather Channel 447M
17 TikTok 444M
18 Microsoft 365 (office.com) 426M
19 Fandom 381M
20 United States Postal Service 360M

Today, the big story is ChatGPT’s phenomenal rise—now ranking as the 10th-most visited website overall.

Globally, 30% of ChatGPT queries are for work-related tasks, highlighting both its expanding role in the workplace and the chatbot’s widening international presence. In fact, it stands as the fourth most-visited website in India.

Meanwhile, the New York Times (#15) saw their month-over-month traffic decline 2.6%. In fact, it was the only domain across the top 20 to see traffic fall. AI search overviews and shifting search patterns, in particular, may be driving these declines.

By contrast, The Weather Network (#16) saw the fastest monthly traffic growth of 20.1%, as extreme heat and severe storms hit the country. It was followed by Amazon, with 9.7% growth, and ChatGPT, with a 8.9% increase.

Learn More on the Voronoi App

To learn more about this topic, check out this graphic on the top domains cited by artificial intelligence.

Ranked: Countries With the Most GDP Per Capita Growth (2020-2025)

2025-11-14 20:55:46

See more visualizations like this on the Voronoi app.

Bar chart showing countries with the fastest wealth growth from 2020 to 2025 by GDP per capita.

Use This Visualization

Countries With the Most GDP Per Capita Growth (2020-2025)

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

  • Liechtenstein’s GDP per capita has grown by $67,713 since 2020, the largest absolute gain globally.
  • Guyana saw the sharpest percentage increase in GDP per capita, surging 351% in five years, fueled by its rapidly expanding oil industry.

Since 2020, U.S. GDP per capita has grown by $25,081, the seventh-highest increase in the world.

Robust financial markets and economic resilience have supported the economy, even as inflation strained consumer wallets. Outside of America, there have been similar success stories, with some countries even doubling their GDP per capita in that relatively short span of time.

This graphic shows countries with the biggest gains in wealth growth since 2020, based on data from the IMF’s latest World Economic Outlook.

The Top Countries by GDP Per Capita Growth

Here are the top 20 countries by GDP per capita growth in the past five years, in nominal terms based on U.S. dollars:

Rank Country GDP per Capita
Dollar Increase
2020-2025
Rank Country GDP per Capita
% Increase
2020-2025
1 🇱🇮 Liechtenstein $67,713 1 🇬🇾 Guyana 351%
2 🇮🇪 Ireland $42,914 2 🇬🇪 Georgia 135%
3 🇲🇴 Macao $37,820 3 🇰🇬 Kyrgyz Republic 119%
4 🇮🇸 Iceland $35,912 4 🇦🇲 Armenia 110%
5 🇸🇬 Singapore $33,071 5 🇹🇷 Türkiye 108%
6 🇱🇺 Luxembourg $29,248 6 🇦🇱 Albania 106%
7 🇺🇸 U.S. $25,081 7 🇻🇪 Venezuela 102%
8 🇨🇭 Switzerland $24,911 8 🇲🇴 Macao 102%
9 🇬🇾 Guyana $24,425 9 🇧🇬 Bulgaria 100%
10 🇳🇴 Norway $23,608 10 🇭🇹 Haiti 99%
11 🇶🇦 Qatar $20,479 11 🇲🇪 Montenegro 99%
12 🇳🇱 Netherlands $19,644 12 🇧🇮 Burundi 98%
13 🇸🇲 San Marino $19,628 13 🇹🇯 Tajikistan 92%
14 🇲🇹 Malta $17,440 14 🇲🇻 Maldives 91%
15 🇦🇼 Aruba $17,091 15 🇷🇸 Serbia 89%
16 🇬🇧 UK $16,430 16 🇲🇩 Moldova 89%
17 🇩🇰 Denmark $15,505 17 🇺🇿 Uzbekistan 86%
18 🇮🇱 Israel $15,414 18 🇸🇹 São Tomé and
Príncipe
86%
19 🇧🇪 Belgium $14,484 19 🇭🇷 Croatia 82%
20 🇨🇾 Cyprus $14,117 20 🇵🇱 Poland 78%

Liechtenstein soars above the rest, with GDP per capita rising $67,713 since 2020.

Underscoring this jump is the fact that its currency is tied to the Swiss franc, which rose 20% against the U.S. dollar over the period. At the same time, the country stands as a hub for advanced, competitive manufacturing. The country also has many working commuters from neighboring nations, and this helps up drive up domestic wealth measures like GDP per capita.

Ireland ranks in second, with a $42,914 jump in GDP per capita. Several Big Tech and pharmaceutical companies are headquartered in the country, further driving up the nation’s wealth.

If we look at GDP per capita in terms of percentage gains, Guyana is a clear global outlier. Since 2020, GDP per capita has skyrocketed 351%. Guyana’s 11 billion barrel oil discovery is one of the world’s largest in decades, significantly fueling GDP growth.

Meanwhile, several countries across Eastern Europe and Asia have witnessed the sharpest gains in GDP per capita globally, with Georgia, Kyrgz Republic, Armenia, and Türkiye standing in the top five.

Learn More on the Voronoi App

To learn more about this topic, check out this graphic on the world’s richest countries in 2025.

Visualized: Future Electricity Usage by Country (2024–2035)

2025-11-14 19:06:00

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The following content is sponsored by BHP

Visualized: Future Electricity Usage by Country (2024–2035)

As global electrification ramps up, electricity demand in major economies is expected to rise, driving a corresponding increase in demand for copper, the metal that powers the modern energy grid.

This graphic, sponsored by BHP, utilizes data from Ember, the World Bank, and the Lowy Institute to visualize the projected growth in electricity consumption and GDP per capita across five major economies between 2024 and 2035.

Electricity Usage Growth and Decline

Estimates of each country’s electricity consumption in 2024 were released in 2025, whereas projections for 2035 consumption were formed back in 2021.

Together, these five economies are projected to increase their electricity consumption by 500 terawatt hours (TWh) by 2035.

Country 2024 TWh 2035 TWh Projected Change in GDP Per Capita
🇨🇳 China 10,059 9,956 31.2%
🇺🇸 U.S. 4,401 4,401 11.0%
🇮🇳 India 2,055 2,385 52.1%
🇯🇵 Japan 1,022 954 15.3%
🇮🇩 Indonesia 373 711 47.7%
  • China, already the world’s largest electricity consumer, is expected to decline/stagnate from 10,059 TWh to 9,956 TWh.
  • The U.S. will see demand remain around 4,401 TWh— enough to charge more than 2 billion Tesla Model 3s.
  • India’s consumption will jump from 2,055 TWh to 2,385 TWh, narrowing the gap with advanced economies.
  • Japan will decline in electricity consumption from 1,022 TWh to 954 TWh.
  • Indonesia’s electricity use will double, climbing from 373 TWh to 711 TWh.

Growth in GDP per capita is one of the most significant contributors to the projected increase in electricity consumption. As economies grow, inhabitants gain the ability to purchase technologies that consume more electricity.

Where Copper Comes In

Copper’s exceptional conductivity makes it indispensable across the power system, from high-voltage transmission lines to home wiring and electric vehicles. It’s the backbone of moving electricity.

As countries expand their grids and scale clean energy, copper demand is set to rise sharply.

Renewables such as wind and solar can use up to 5x more copper than conventional generation, and electric vehicles use up to 4x more than internal-combustion models.

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