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The important thing for our customers is the value we provide them compared to what they're used to. And those benefits have been dramatic for years, as evidenced by the customers' adoption of AWS and the fact that we're still growing at the rate we are given the size business that we are. Entrepreneurs from every background, in every part of the world, should be empowered to start and scale global businesses. Lawyers are trying to take different frameworks from one topic and apply them to another, and then convince you that that is or is not appropriate. Being a judge is very different because you're evaluating what the parties present to you as the applicable legal frameworks, and deciding how new, groundbreaking technology fits into legal frameworks that were written 10 or 15 years ago.

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Specifically, we expect that the public will gain more bargaining leverage once data holding companies must share authorized consumer data with authorized third parties. And, this will lead to more shopping by consumers both because they have the leverage to walk away and because they will have access to more tailored products and services. Around the world and here at home, financial services are slowly moving toward open banking and open finance.

Decades before, the so-called Carterfone rules ensured that new devices could be interoperable with AT&T’s network, through standardized jacks and plugs, even if produced by third parties. Ideally, these rules are bright lines that require a minimal number of lawyers who bill by the hour. If successful, it will also reduce the ability for incumbents to build moats and for middlemen to serve as gatekeepers. It will provide big advantages to those who provide the best products, service quality, and rates.

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But when residents know new businesses are “here today, here to stay,” they can plan for the growth of their communities, provide a stable future for their families, and ultimately become homeowners. One of our Nation’s bedrock beliefs is that America is the land of opportunity. Every street in every city, every stretch down every country road, should indeed be a zone where opportunity calls home. In pursuit of that bold ideal, Opportunity Zones were created under the 2017 Tax Cuts and Jobs Act to stimulate economic development and job creation, by incentivizing long-term investments in low-income neighborhoods. “A lot of these places that are attempting to do this are just not tech-native or tech-first companies,” BCG’s Gupta said.

For example, Americans often use their deposit account history as a life ledger – it is a written record that keeps track of payments and deposits, which can be helpful for taxes, for disputes with merchants, or insurers, and for other purposes. By allowing consumers to transfer their ledger to a new institution, the rule could make switching institutions easier – you won’t need to maintain a relationship with your bank to maintain your written record. If a firm is required to make a person’s financial information available to them, or to a third party acting on the consumer’s behalf, via a secure method, we will be able to mitigate some of the problems that exist today. For example, even when large institutions that share personal data with their customers use APIs, there is no guarantee those institutions don’t play games on availability, latency, and critical data points, like price. The Federal Communications Commission’s number portability rules reduced switching costs by allowing customers to move their phone number to a new carrier.

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Open finance has supported more inclusive, competitive financial systems for consumers and small businesses in the U.S. and across the globe – and there is room to do much more. As an example, the National Consumer Law Consumer recently put out a new report that looked at consumers providing access to their bank account data so their rent payments could inform their mortgage underwriting and help build credit. AI can be used to provide risk assessments necessary to bank those under-served or denied access. By expanding credit availability to historically underserved communities, AI enables them to gain credit and build wealth. We're a big enough business, if you asked me have you ever seen X, I could probably find one of anything, but the absolute dominant trend is customers dramatically accelerating their move to the cloud. Moving internal enterprise IT workloads like SAP to the cloud, that's a big trend.

Creating new analytics capabilities that many times didn't even exist before and running those in the cloud. More startups than ever are building innovative new businesses in AWS. Our public-sector business continues to grow, serving both federal as well as state and local and educational institutions around the world. The opportunity is still very much in front of us, very much in front of our customers, and they continue to see that opportunity and to move rapidly to the cloud.

DBS has incorporated open-source tools for coding and application security purposes such as Nexus, Jenkins, Bitbucket, and Confluence to ensure the smooth integration and delivery of ML models, Gupta said. For instance, Hollman said the company built an ML feature management platform from the ground up. If somebody generates good features on cash flow, some other person that’s doing some other cash flow thing might come along and say, ‘Oh, well, this feature set actually fits my use case.’ We're trying to promote reuse,” he said. “That is the biggest gap in the tech industry right now,” said Nicola Morini Bianzino, global chief client technology officer at EY. The auditing firm has thousands of models in deployment that are used for its customers’ tax returns and other purposes, but has not come across a suitable system for managing various MLops modules, he said.

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Sign in to get personalized notifications about your deals, cash back, special offers, and more. We find the best security systems on the market and try them in our own homes to give you honest recommendations. Our lead reporter, Rebecca Edwards, shares practical safety tips and exclusive safety insights with the public—covering everything from crime rates to smart home safety hacks.

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Finally, financial companies can find new ways to underwrite and score with less bias. Today, many companies are now exploring new underwriting models that return to core principles – assessing ability to repay without attempting to use outside information to model a consumer’s presumed ability to repay. Large incumbents will find their customers to be less “sticky” and easier to “poach.” They’ll also find it harder to impose junk fees and harvest personal financial data for their exclusive use. People would feel secure knowing that both the data holder and the data receiver follow secure practices. For Americans to be confident that they have the consumer financial product that is right for them and their specific needs, they should be able to share their data readily, but safely. The provisions provide for personal financial data rights for Americans, but would only have teeth after the CFPB defined the specifics through rules.

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In fact, according to a recent Intuit QuickBooks survey, 99% of small businesses are concerned about inflation. Fintech puts American consumers at the center of their finances and helps them manage their money responsibly. From payment apps to budgeting and investing tools and alternative credit options, fintech makes it easier for consumers to pay for their purchases and build better financial habits. Should it hold up long term, a lack of resources could hamper the CFPB’s pledge to supervise a broader group of fintech businesses.

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