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Visualizing the Evolution of Consumer Credit

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The origin of credit dates all the way back to ancient civilizations.

The Sumerians and later the Babylonians both used consumer loans in their societies, primarily for agricultural purposes. The latter civilization even had rules about maximum lending rates engraved in the famous Code of Hammurabi.

But since then, consumer credit — and how we calculate creditworthiness — has gotten increasingly sophisticated. This is so much the case that technology now used in modern credit scoring would seem completely alien to people living just a few decades ago.

Video: Consumer Credit Through the Ages

Today’s motion graphic video is powered by Equifax, and it shows the evolution of consumer credit over the last 5,000 years.

The video highlights how consumer credit has worked both in the past and in the present. It also dives into the technologies that will be shaping the future of credit, including artificial intelligence and the blockchain.

A Brief History of Credit

We previously visualized the 5,000-year history of consumer credit, and how it dramatically changed over many centuries and societies.

What may have started as agricultural loans in Sumer and Babylon eventually became more ingrained in Ancient Roman society. In the year 50 B.C., for example, Cicero documented a transaction that occurred, and wrote “nomina facit, negotium conficit” — or, “he uses credit to complete the purchase”.

Modern consumer credit itself was born in England in 1803, when a group of English tailors came together to swap information on customers that failed to settle their debts. Eventually, extensive credit lists of customers started being compiled, with lending really booming in the 20th century as consumers started buying big ticket items like cars and appliances.

Later, the innovation of credit cards came about, and in the 1980s, modern credit scoring was introduced.

The Present and Future of Credit

Learn about the modern credit landscape, as well as how technology is changing the future of consumer credit.

The modern numeric credit score came about in 1989, and it uses logistic regression to assess five categories related to a consumer’s creditworthiness: payment history, debt burden, length of credit history, types of credit used, and new credit requests.

However, in the current era of big data and emerging technologies, companies are now finding new ways to advance credit models — and how these change will affect how consumers get credit in the future.

Modern Tech

Consumer credit is already changing thanks to new methods such as trended data and alternative data. These both look at the bigger picture beyond traditional scoring, pulling in new data sources and using predictive methods to more accurately encapsulate creditworthiness.

Future Tech

In general, the future of credit will be shaped by five forces:

  1. Growing amounts of data
  2. A changing regulatory landscape
  3. Game-changing technologies
  4. Focus on identity
  5. The fintech boom

Through these forces, new credit models will integrate artificial intelligence, neural networks, big data, and more complex statistical methods. In short, credit patterns can be more accurately predicted using mountains of data and new technologies.

Finally, the credit landscape is set to shift in other ways, as well.

Regulatory forces are pushing data to be standardized and controlled directly by consumers, enabling a range of new fintech applications to benefit consumers. Meanwhile, the industry itself will be focusing in on identity to build trust and limit fraud, using technologies such as biometrics and blockchain to prove a borrower’s identity.

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Ranked: The Top Startup Cities Around the World

Here are the global startup ecosystem rankings, highlighting the scale and maturity of major tech hubs worldwide.

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This bar chart shows the top startup ecosystems in the world in 2024.

The Top Startup Cities Around the World

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.

A richly connected network of founders, venture capital firms, and tech talent are some of the key ingredients driving a startup ecosystem.

As engines of growth, these tech clusters are evolving on a global scale. While the world’s leading startup cities are concentrated in America, several ecosystems, such as Beijing and Seoul, are growing in prominence as countries focus on technological advancement to spur innovation.

This graphic shows the best startup cities worldwide, based on data from Pitchbook.

The Global Startup Ecosystem Rankings

To determine the rankings, each city was analyzed based on the scale and maturity of their startup ecosystem over a six-year period ending in the second quarter of 2023.

Among the inputs analyzed and used to calculate the overall development score were fundraising activity, venture capital deals, and exit value:

RankCityDevelopment ScoreCapital RaisedDeal CountExit Value
1🇺🇸 San Francisco90$427.6B19,898$766.3B
2🇺🇸 New York76$179.9B13,594$171.7B
3🇨🇳 Beijing76$161.2B8,835$279.2B
4🇨🇳 Shanghai73$130.3B7,422$186.8B
5🇺🇸 Los Angeles71$144.6B9,781$181.4B
6🇺🇸 Boston70$117.0B6,044$172.8B
7🇬🇧 London64$99.0B11,533$71.9B
8🇨🇳 Shenzhen63$46.4B5,020$66.3B
9🇰🇷 Seoul61$31.1B6,196$71.0B
10🇯🇵 Tokyo60$26.2B5,590$28.0B
11🇨🇳 Hangzhou59$50.7B3,361$88.7B
12🇺🇸 Washington D.C.55$43.7B2,706$28.2B
13🇺🇸 Seattle54$31.7B2,693$35.6B
14🇸🇬 Singapore52$45.7B4,507$38.0B
15🇺🇸 San Diego52$33.5B2,023$44.7B
16🇺🇸 Austin52$26.4B2,636$22.9B
17🇨🇳 Guangzhou52$24.7B1,700$24.0B
18🇮🇱 Tel Aviv51$21.0B1,936$32.2B
19🇺🇸 Denver51$26.8B2,489$29.9B
20🇩🇪 Berlin50$31.2B2,469$15.9B

San Francisco dominates the pack, with $427.6 billion in capital raised over the six-year period.

Despite a challenging funding environment, nearly 20,000 deals closed, highlighting its outsized role in launching tech startups. Both OpenAI and rival Anthropic are headquartered in the city, thanks to its broad pool of tech talent and venture capital firms. Overall, 11,812 startups were based in the San Francisco Bay Area in 2023, equal to about 20% of startups in America.

Falling next in line is New York City, which raised $179.9 billion over the same time period. Crypto firm Gemini and machine learning company, Hugging Face, are two examples of startups based in the city.

As the top-ranking hub outside of America, Beijing is home to TikTok’s parent company, ByteDance, which is one of the most valuable private companies in the world.

In recent years, much of the startup funding in China is being driven by government-backed funds. In particular, these funds are focusing heavily on “hard tech” such as semiconductor-makers and electric vehicle companies that align with the government’s strategic long-term goals.

Another leading tech hub, Singapore, has the highest venture capital funding per capita worldwide. In 2023, this was equal to an impressive $1,060 in venture funding per person. By comparison, venture funding was $345 per person in the U.S., the second-highest globally.

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