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How Tech is Changing the Modern Credit Landscape

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From the beginnings of General Motors Acceptance Corporation to the introduction of the Diner’s Club charge card, the history of credit has been filled with game-changing innovations.

Today, new innovations in tech are continuing to shape the consumer credit industry – and with U.S. consumer debt sitting at $13 trillion, these changes could play a role in impacting how consumers access credit both today and in the future.

The Modern Credit Landscape

Today’s infographic comes to us from Equifax, and it gives a snapshot of modern credit as well as a perspective on how new technologies such as trended and alternative data are changing the landscape.

It’s the second part of our ongoing three-part series on credit:

Part 1: The History of Consumer CreditPart 2: Modern CreditPart 3: Future
How Tech is Changing the Modern Credit Landscape
Part 1: The History of Consumer CreditPart 2: Modern CreditPart 3: Future

Credit scores play a massive component of consumer life, and they are used to gauge creditworthiness for big purchases ranging from homes to launching a business.

Interestingly, how this scoring works is not at all static – and new technology is being applied to increase accuracy as well as open credit up to more consumers throughout society.

Traditional Credit Scoring

The modern numeric credit score emerged in 1989, and it uses logistic regression to make informed decisions on a consumer’s creditworthiness.

The scoring model is made up of five distinct categories:

CategoryPercentageDescription
Payment History35%Are scheduled payments made on time?
Debt Burden30%Includes multiple factors such as number of accounts with balances, amounts owed, and debt-to-limit ratio.
Length of Credit History15%Average age of accounts and age of oldest account.
Types of Credit Used10%What type of credit is used? (i.e. revolving, installments, etc.)
New Credit Requests10%Hard new credit inquiries can hurt scores.

But this model does have its limitations. For example, traditional credit scores give a snapshot of credit rather than showing how the “big picture” of a person’s credit is changing. Further, current scores can also can be inhibited by a lack of data, resulting in an inaccurate representation of a person’s credit.

Tech to the Rescue

On a global basis, the data universe is doubling every two years – and this abundant new resource is revolutionizing consumer credit.

Trended Data
Instead of looking at a snapshot of a credit score, it’s possible to analyze the direction, velocity, tipping points, and magnitude of changes in a consumer’s credit history to get a bigger, more accurate picture. This is called trended data, and it can offer up to 20% improvement in predictive performance.

Alternative Data
Credit history is important, but there are increasingly other sources of data that can provide a view of a consumer’s creditworthiness. Alternative data taps into information on property ownership, wealth, how customers pay everyday bills, and other data sources to provide a more well-rounded picture.

Other Tech
Technology has given consumers unprecedented access to their credit data – and in the meantime, new science behind neural networks is being implemented to give even more sophisticated scoring capabilities.

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Technology

All of the Grants Given by the U.S. CHIPS Act

Intel, TSMC, and more have received billions in subsidies from the U.S. CHIPS Act in 2024.

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All of the Grants Given by the U.S. CHIPS Act

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.

This visualization shows which companies are receiving grants from the U.S. CHIPS Act, as of April 25, 2024. The CHIPS Act is a federal statute signed into law by President Joe Biden that authorizes $280 billion in new funding to boost domestic research and manufacturing of semiconductors.

The grant amounts visualized in this graphic are intended to accelerate the production of semiconductor fabrication plants (fabs) across the United States.

Data and Company Highlights

The figures we used to create this graphic were collected from a variety of public news sources. The Semiconductor Industry Association (SIA) also maintains a tracker for CHIPS Act recipients, though at the time of writing it does not have the latest details for Micron.

CompanyFederal Grant AmountAnticipated Investment
From Company
🇺🇸 Intel$8,500,000,000$100,000,000,000
🇹🇼 TSMC$6,600,000,000$65,000,000,000
🇰🇷 Samsung$6,400,000,000$45,000,000,000
🇺🇸 Micron$6,100,000,000$50,000,000,000
🇺🇸 GlobalFoundries$1,500,000,000$12,000,000,000
🇺🇸 Microchip$162,000,000N/A
🇬🇧 BAE Systems$35,000,000N/A

BAE Systems was not included in the graphic due to size limitations

Intel’s Massive Plans

Intel is receiving the largest share of the pie, with $8.5 billion in grants (plus an additional $11 billion in government loans). This grant accounts for 22% of the CHIPS Act’s total subsidies for chip production.

From Intel’s side, the company is expected to invest $100 billion to construct new fabs in Arizona and Ohio, while modernizing and/or expanding existing fabs in Oregon and New Mexico. Intel could also claim another $25 billion in credits through the U.S. Treasury Department’s Investment Tax Credit.

TSMC Expands its U.S. Presence

TSMC, the world’s largest semiconductor foundry company, is receiving a hefty $6.6 billion to construct a new chip plant with three fabs in Arizona. The Taiwanese chipmaker is expected to invest $65 billion into the project.

The plant’s first fab will be up and running in the first half of 2025, leveraging 4 nm (nanometer) technology. According to TrendForce, the other fabs will produce chips on more advanced 3 nm and 2 nm processes.

The Latest Grant Goes to Micron

Micron, the only U.S.-based manufacturer of memory chips, is set to receive $6.1 billion in grants to support its plans of investing $50 billion through 2030. This investment will be used to construct new fabs in Idaho and New York.

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