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Tiêu đề The Growing Influence of Fintech (Financial Technology) in the Banking Industry and Their Impact on Traditional Models
Tác giả Trần Hoàng Anh, Nguyễn Tú Anh, Đoàn Hoàng Tuấn Linh, Đặng Minh Nguyệt, Vũ Thanh Quân, Vũ Ngọc Tùng
Người hướng dẫn PhD. Nguyen Thu Thuy, MSc. Hoang Huy Khoi
Trường học Foreign Trade University
Chuyên ngành Money and Banking
Thể loại mid-term report
Năm xuất bản 2023
Thành phố Hanoi
Định dạng
Số trang 34
Dung lượng 3,43 MB

Cấu trúc

  • I. INTRODUCTION (6)
    • 1. Definition of Fintech (Financial Technology) (6)
    • 2. Overview of Banking Industry (8)
      • 2.1. History of Banking Industry (8)
      • 2.2. Current situation of Banking Industry (9)
  • II. THE GROWING INFLUENCE OF FINTECH IN THE BANKING INDUSTRY (10)
    • 1. The origin and the development of Fintech (10)
      • 1.1. The primary of Fintech (10)
      • 1.2. The development of Fintech (11)
    • 2. Key technologies driving Fintech innovation (14)
  • III. FINTECH’S IMPACT ON TRADITIONAL MODELS (16)
    • 1. Impact on Banking Industry (16)
      • 1.1. Introduction of new products and services (16)
      • 1.2. Disruption on banking system (18)
    • 2. Impact on Traditional Banking Model (20)
      • 2.1. Challenges for Traditional Banks (20)
      • 2.2. Challenges for the Vietnamese Banking System (21)
      • 2.3. Opportunities for Traditional Banks (22)
    • 3. Case Study - Fintech’s Impact on Traditional Credi t Scoring Models (24)

Nội dung

MID-TERM REPORT Subject: Money and Banking Topic: The Growing Influence of Fintech Financial Technology in the Banking Industry and Their Impact on Traditional Models Group: 3 TCHE303.2

INTRODUCTION

Definition of Fintech (Financial Technology)

Fintech (a combination of the terms “financial” and “technology”) is used to describe the application of software and hardware to enhance or automate the delivery and use of financial services, making them faster, easier to use and more secure The fintech industry includes everything from payment processing solutions to mobile banking and insurance apps, cryptocurrency, investment apps, and so on

When fintech emerged in the 21st century, the term was initially applied to the technology employed at the backend systems of established financial institutions, such as banks From 2018 or so to 2022, there was a shift to consumer-oriented services

Fintech is not a new industry, it’s just one that has evolved very quickly According to KPMG (Klynveld Peat Marwick Goerdeler) International Limited, one of the Big Four accounting organizations, global investment in FinTech companies hit US$24.7 billion across 1076 deals in 2016 Technology has, to some extent, always been part of the financial world, including different sectors and industries such as education, retail banking, fundraising and nonprofit, and investment management, and so on Some fintech trends to keep an eye on include: digital wallets (like Zalo pay, Momo), Blockchain, and other things.

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Overview of Banking Industry

Banking has been in existence since the first currencies were minted and wealthy people realized they needed a safe place to store their money At this time, banks were to play a major role in facilitating trade, distributing wealth, and collecting taxes as they do today Religious temples became the earliest banks because they were seen as safe places to store money The first bank was born around 2000 BCE in the ancient empires of Egypt, Assyria, India and Sumeria, with the exchanging of goods The ancient marketplace used various purchasing methods, including grain banks, barter systems and metal weights to measure value.

After several centuries, 500 BCE was time for the use of metal coins made from gold, silver or bronze Over time, coins of various sizes and metals began to be minted to provide a store of value for trade During the Roman empire, banking began shifting to private depositories or safes During the Tang Dynasty in China, inspired by his Silk Road travels and this unique Chinese method, Marco Polo introduced the idea of paper money to Europe, and banking became more widely used Having a standard currency made tax collection easier, so countries had a strong incentive to standardize Paper currency was also far less expensive to maintain than metal coins.

Banking was already well-established in the British Empire when economist Adam Smith introduced his invisible hand theory in 1776 Empowered by his views of a self-regulating economy, moneylenders and bankers managed to limit the state’s involvement in the banking sector and the economy as a whole This free-market banking concept first started being put to use in the United States of America as the country was emerging However, after the Revolutionary War, Secretary of the Treasury, Alexander Hamilton, created the first central bank in the U.S and a national currency was born.

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In 1913, the U.S government formed the Federal Reserve Bank (the Fed) to monitor and oversee banking activity When World War I broke out, the United States became a global lender and the center of the financial world.

World War II saved the banking industry from complete destruction because the war required financial decisions concerning billions of dollars More importantly, domestic banking in the United States finally settled to the point where, with the advent of deposit insurance and widespread mortgage lending, the average citizen could have confidence in the banking system and reasonable access to credit The modern era had arrived.

The introduction of digital banks in the late 20th and early 21st centuries is one of the most significant Today, people need more than just a place to store their money Since their advent, neobanks have transformed to offer the most powerful digital solutions for banking.

2.2 Current situation of Banking Industry

The impact of technology on bank business models has been profound (Vives 2019) Technological advances have affected payment systems, capital markets activities, credit extension and deposit collection.

Disruption from technology has happened in many other areas, not just payments Entry in the different financial service segments has come from new types of providers:

‘FinTech’ and ‘BigTech’ FinTech providers of credit are more present when the country’s general development is higher and its banking system is less competitive, but less so when the country’s regulation is stricter.

Total global assets climbed to $154,211 in 2022, up 3.79 percent YoY from 148,583 in 2021, according to The Banker’s Top 1000 World Banks Ranking for 2022 The most prevalent trend in the financial services industry today is the shift to digital, specifically mobile and online banking (more on each of those in a bit) In today’s era of unprecedented convenience and speed, consumers don’t want to have to trek to a physical bank branch to handle their transactions.

Global fintech funding has cooled this year as funding conditions have become more challenging across most of the world In Quarter 3, 2022, overall fintech funding dropped 38% quarter-over-quarter (QoQ) to hit $12.9 Billion—comparable with Quarter 4, 2020 funding, according to CB Insights.

In Insider Intelligence’s Mobile Banking Competitive Edge Study in 2020, over 45% of respondents said they identify mobile as a top-three factor that determines their choice of FI, up from 38.0% in 2019—making it the second most important factor behind fees.

THE GROWING INFLUENCE OF FINTECH IN THE BANKING INDUSTRY

The origin and the development of Fintech

The fintech industry as we know it today did not exist before the late 1990s and early 2000s Nonetheless, fintech’s origins can be traced back to the advent of computer systems and the growth of electronic banking in the financial services industry in the 1970s and 1980s These early innovations set the stage for fintech’s expansion and development in the latter half of the 20th century and beyond.

The evolution of the fintech industry has been rapid and dynamic, with significant changes taking place year after year.

Figure 1 The timeline of the evolution of the Fintech Industry

Early adopters of the fintech sector offered fundamental financial services such as online stock trading and electronic banking when the sector was still in its infancy The following are some instances of fintech products and businesses that appeared in the late 1990s and early 2000s:

- Online stock trading platforms: Customers were able to trade stocks online for the first time thanks to businesses like E-Trade and Charles Schwab, dramatically enhancing accessibility and convenience in the stock market

- Electronic banking: Wells Fargo and Citibank, among other financial institutions, provided online banking services that let clients monitor their accounts and conduct financial transactions

New products and services were created in industries, including payments, loans and insurance as a result of the growth of new fintech businesses The expansion of fintech was also fueled by the growing use of smartphones during this period Two examples of fintech products or businesses that appeared between 2005 and 2010 are:

- P2P lending platforms: Lending Club, one of the earliest peer-to-peer (P2P) lending platforms, was established in 2006 and connects investors and borrowers without the need for traditional institutions

- Mobile payments: In 2009, Square, a company specializing in payments on the go, created a system that enables small companies to accept credit cards via a mobile device This was a significant advancement in the payments industry that aided in the development of mobile payments

Following the financial crisis of 2008, the emergence of alternative finance gave fintech businesses new prospects in sectors such as crowdfunding and peer-to-peer lending Blockchain technology’s emergence has also started to show promise as a potential disruptor in the financial services industry

The fintech products or companies that emerged during 2010 2015 are: –

- Crowdfunding: Kickstarter, founded in 2009, became one of the first crowdfunding platforms, allowing entrepreneurs and creators to raise funds for their projects from a large number of supporters

- Digital currencies: Bitcoin, created in 2008, was the first decentralized digital currency and marked the beginning of the rise of cryptocurrencies Bitcoin and other digital currencies provided a new way for consumers to store and transfer value, disrupting traditional finance

Fintech products and services have been widely adopted, leading to further consolidation in the sector as it continues to develop and flourish To introduce new financial services to the market, traditional financial institutions started to enter the market and collaborate with fintech firms The emergence of digital assets like cryptocurrency gave the market a fresh perspective

Two examples of fintech products or companies that emerged during 2015 2020 – are:

- Robo-advisers: Betterment and Wealthfront, founded in 2008 and 2011, respectively, became two of the leading robo-advisers, using algorithms and automation to provide personalized investment advice and manage portfolios for individual investors

- Digital banking: Challenger banks such as Monzo, N26 and Revolut, founded in

2015, 2015 and 2013, respectively, offered digital-only banking services, providing consumers with alternative banking options and a more modern and convenient banking experience

Due to the COVID-19 epidemic, many customers are now using digital financial services for the first time, which has accelerated the expansion of fintech New technologies like artificial intelligence (AI) and machine learning are being used to enhance financial services as the sector continues to develop and innovate The regulatory landscape is likewise evolving to reflect the development and maturity of the fintech sector

Some examples of fintech products or companies that have emerged after 2020 include:

- Digital insurance: Lemonade, founded in 2015, became one of the leading

“insurtech” companies offering a digital platform for purchasing home and renters insurance

- Digital securities: Companies such as Coinbase, Bakkt and Paxos, founded in 2012,

2018 and 2012, respectively, have emerged as leaders in the digital securities space, providing platforms for buying, selling and holding digital assets, such as cryptocurrencies and security tokens.

Key technologies driving Fintech innovation

• Mobile and Digital Payments: Mobile wallets and payment apps such as Apple

Pay, Google Pay, and Venmo have made transactions easier, faster, and more secure for consumers and businesses

• Blockchain and Distributed Ledger Technology (DLT): These technologies enable secure, transparent, and decentralized data sharing and transaction verification, with applications in digital currencies, smart contracts, and cross- border payment solutions

• Artificial Intelligence (AI) and Machine Learning (ML): AI and ML enable intelligent data analysis, automate routine tasks, and provide personalized financial services, such as robo-advisors and chatbots for customer service

• Big Data and Advanced Analytics: Fintech companies leverage big data to analyze customer preferences, enhance risk assessment, detect fraudulent activity, and improve financial product offerings

• Peer-to-peer (P2P) Lending and Crowdfunding: These platforms connect borrowers and investors directly, bypassing traditional intermediaries such as banks, enabling easier access to loans and capital for businesses and individuals

• Internet of Things (IoT): IoT devices, connected through networks and data sharing, can enable new financial services, such as usage-based insurance, smart payment systems, and supply chain monitoring

• Biometrics and Digital Identity: Biometric authentication methods, like fingerprint scanning and facial recognition, enhance security and user experience in financial services, such as mobile payments and digital banking

• Regtech: Regulatory technology helps financial institutions navigate complex regulatory environments by automating compliance processes, monitoring transactions, and identifying potential risks

• Insurtech: Technology-driven innovations in the insurance sector streamline underwriting, claims processing, and risk assessment by utilizing AI, IoT, big data, and machine learning

• Open Banking and Application Programming Interfaces (APIs): Open banking platforms allow third-party developers to access financial institutions' data and create new financial products and services, promoting innovation and competition within the industry.

FINTECH’S IMPACT ON TRADITIONAL MODELS

Impact on Banking Industry

1.1 Introduction of new products and services

• Online Peer-to-peer lending

While fintech businesses are growing throughout the financial services sector, digital pioneers are particularly noticeable in the traditional markets served by banks

Platforms for peer- -peer lending online are leading the fintech revolution Instead of to using conventional lenders like banks and building societies to fund loans, these platforms connect borrowers with investors (such as private individuals) online Peer-to-peer platforms are distinctive in that they employ computer algorithms to screen a borrower's loan application and determine whether it complies with their credit standards No interaction with a loan officer or trip to a bank branch is necessary for applicants because the entire digital lending process is automated, providing credits without bank intermediation where individuals and companies invest in small business Commercial banks use similar technologies more frequently, but they do not digitize credit processing to the same extent Instead, they typically rely on offline procedures and staff to decide whether to lend money to a borrower Importantly, peer-to-peer lenders do not accept or use deposits to fund loans, in contrast to banks Instead, these platforms list the loans that people and institutions can choose to invest in on an online marketplace after electronically reviewing the loan applications submitted by borrowers While returns on peer-to-peer investments are typically higher than those on bank deposits, investors may lose money if a borrower defaults and is unable to pay back the loan Platforms for peer- -peer lending to take a fee for each loan they process rather than investing in the loans themselves Peer- -to peer lending offers consumers faster and more affordable credit access than banks do (Cornaggia et al., 2018) Peer-to-peer lenders also support the availability of credit for people and businesses located far from bank branches (Cumming et al., 2021) Additionally, compared to loan officers, digital algorithms are less prone to conscious and unconscious biases, which lessens lending discrimination (Bartlett et al., 2022) Peer- -to

16 peer investors' preference for lending to borrowers who share their traits may counteract this, though (Duarte et al., 2012; Iyer et al., 2016)

Whether peer-to-peer lending fosters financial inclusion by enhancing credit availability is a crucial question According to some studies, marketplaces can replace bank credit, so digital disruption changes who provides credit rather than expanding the total amount of credit available (Cornaggia et al., 2018) Peer- -peer lending, however, expands to credit availability for those to whom banks are reluctant to extend a loan, which supports bank lending, according to other research (Tang, 2019) It appears that peer- -peer lending to has broader economic effects For instance, during crises, these platforms can quickly meet the credit needs of borrowers (Yang et al., 2016) Peer- -peer loan access restrictions to increase financial strain on households and the likelihood of personal bankruptcy, particularly for low-income households (Danisewicz and Elard, 2018)

Another area where fintech has decreased banks' market share is in payment services, or the act of moving money between accounts Digital innovations that speed up transactions and eliminate cash from them have proliferated quickly in the payment industry

The competition between banks and large technology companies like Meta, Apple, and Google as well as fintech companies like PayPal, Revolut, and Wise is noteworthy Consumer demand for cash has decreased as a result of the rapid expansion of digital payments (Rogoff, 2014) According to transaction volume, digital payments are the largest fintech component (Thakor, 2020)

Cryptocurrencies are not actual forms of money Instead, it is a virtual currency that takes the place of a bank's role in securing and verifying transactions by relying on a digital ledger known as the blockchain (Thakor, 2020) Well known examples include Bitcoin and Ethereum Even in El Salvador, where Bitcoin is currently recognized as legal tender, adoption and use of cryptocurrencies have so far been comparatively slow This is partly because cryptocurrencies' limited capacity to serve as a store of value is hampered by their value volatility The capacity of cryptocurrency networks to process transactions, which affects how useful a currency is, is another restriction For example, Bitcoin processes approximately seven transactions per second For Visa and Mastercard, the figures are, respectively, 24,000 and 5,000

The effects of cryptocurrencies on the environment are extensive Bitcoin mining generates a carbon footprint that could cause global warming to exceed 2°C within the next

30 years and consumes more electricity than Finland and Belgium combined (Mora et al.,

In addition, cryptocurrencies have grown in importance on the black market as one of the biggest unregulated markets in the world and due to the anonymity of blockchain transactions Approximately 25% of Bitcoin users engage in illegal activity, and 46% of all Bitcoin transactions—or $76 billion annually—involve illegal activity This is comparable to the size of the illegal drug markets in the US and Europe

With the emergence of FinTech, traditional banks have struggled to retain market power The research by Hanying QI, Keng YANG, Weijia WANG has shown that the development of FinTech companies has a significant impact on the market power of traditional banks and it is hard for private banks to acquire market power under the intense competition from FinTech companies Fintech competitors are encroaching on the traditional business of banks, despite the fact that banks are adapting to the digital world New competitors are able to use hard (codifiable) information to erode the traditional relationship between bank and customer, based on soſt information (the knowledge gained from bank and customer relationships) However, most new competitors stay clear of asking for a banking license in order to avoid compliance costs, and try to skim profitable business from banks A potential advantage of the new entrants lies in exploiting the mistrust towards banks that millennials have developed at the same time that they offer

18 digital services with which the younger generation is at ease This is partially because banks have traditionally focused on products, while new entrants are more focused on customers Fintech competitors are putting pressure on the traditional business model of banks Two competitive advantages of retail banks which may be eroded by the new entrants are that (1) banks can borrow cheaply with their access to cheap deposits and explicit or implicit insurance by the government, and (2) they enjoy privileged access to a stable customer base that can be sold a range of products As fintech companies capture market share from traditional banks and other firms operating in financial services, they pose a potential threat to the stability of the financial sector by eroding profits and raising operating costs Evidence on this issue remains relatively sparse, although research indicates that competition between peer-to-peer lenders and banks for money to fund loans can destabilize the banking sector This occurs as the cost of deposits are increased, which forces banks to rely more heavily on riskier forms of debt, although the extent of these effects is modest (Cumming et al, 2022)

Moreover, true disruption may come from the full-scale entry of top digital internet companies Indeed, companies such as Amazon, Apple, or Google are already active in fintech, but have not entered the market in a resolute way Their potential is very large, however, because they have access to massive amounts of customer data and they may control the interface with them when it comes to financial services They are growing quickly in payment services, with close to 150 million users in the first semester of 2017 Amazon lending has been growing steadily since its launch in 2011 Even social media platforms may cross-sell financial services profiting on their knowledge of the characteristics of their users

Despite encroaching into banks’ activities, and exponential growth over the past decade, the fintech sector remains small in comparison with the banking sector For example, while global fintech activity reached around $210 billion in 2021, the size of global financial services in the same year was $23,319.52 billion (see Figure 2 ).

Even in the lending market, fintech’s reach remains small For example, the total amount of credit originated through peer- -peer lenders in the UK in 2021 was £4 billion to versus £316 billion by banks Similar patterns exist elsewhere, although peer- -peer to lending is more important in China and Japan than in other countries

Figure 2 Total global investment activity in Fintech

Impact on Traditional Banking Model

The rise of Financial Technology (Fintech) has been a game-changer in the world of finance, challenging traditional banking models in profound ways Fintech has enabled customers to access financial services in an efficient, cost-effective, and personalized way, making inroads in areas traditionally dominated by traditional banks, such as payments, lending, and investment services

- Increased Competition: Fintech firms are disrupting traditional banking models by offering innovative and customer-centric services This has led to increased competition for traditional banks, which must adapt to stay relevant

- The threat of Disintermediation: Fintech firms are bypassing traditional banks by offering peer- -peer lending, digital payments, and other financial services This to poses a threat to traditional banks, which must find ways to add value to their customers and compete with Fintech firms

- Regulatory Compliance: Traditional banks are subject to strict regulatory requirements, which can make it challenging to partner with or adopt new technologies quickly Fintech firms, on the other hand, can often operate more nimbly and with less regulatory oversight

- Cybersecurity: Fintech firms are often perceived as more vulnerable to cyber attacks, which can put customer data at risk This can lead to a loss of customer trust in both Fintech firms and traditional banks

2.2 Challenges for the Vietnamese Banking System

Like other countries in the world, Vietnam is facing some new challenges in state management with the emergence of Fintech companies operating in areas such as peer-to- peer lending, new payment models, cross-border money transfer, virtual currency/virtual assets, initial coin offering (ICOs), multi-level business taking advantage of virtual currency/virtual assets Activities of various types of companies The company mentioned above have arisen certain conflict of interest issues between the parties In fact, the regulatory institutions for the Fintech sector in Vietnam are currently not mentioned in the system of state management documents; Specific areas of Fintech's activities do not currently have their own legal framework to regulate, except for the payment sector

Therefore, there is an urgent need for an "experimental management mechanism" to create a monitoring and management framework for the activities of companies in this field in order to minimize competition healthy and illegal acts, and at the same time protect the interests of service users

Marketing and loyalty can be considered as strategic tools for Fintech companies to build their brand and retain customers With abundant capital investment from foreign investment funds, Momo, Airpay, Shopee, and VNPAY are shaping the spending habits of

Vietnamese people to enjoy direct money discounts Fintech companies have introduced new forms of direct cashback or discounts on customers' bills, unlike traditional banks, which used to offer cashback promotions that customers had to wait for about three months to receive Fintech companies regularly send promotional messages, discount codes based on customers' consumption behavior to stimulate their shopping and payment needs

In reality, this has posed challenges to traditional banks in terms of market share, profitability, information security, and customer base maintenance In addition, the increasing demand for electronic money and new Fintech payment channels are competing fiercely with the banking system, while the demand for cash usage is decreasing, leading to a sharp decline in bank branch expenses Many banks are struggling to redefine their development strategy, such as reducing branches, cutting costs, and increasing labor productivity With intense competition and the constant development of modern technology, if there is no timely change and lack of strategic direction, banks may face failure In particular, personal loans and personal finance products are at risk of falling into the hands of Fintech companies To retain customers, banks will need to focus on product design, convenience, 24/7 service accessibility, and service speed

The rise of Fintech has disrupted the traditional banking industry, presenting both challenges and opportunities for traditional banks

One of the opportunities for traditional banks is partnership with Fintech firms Fintech firms often lack the brand recognition, customer base, and regulatory compliance that traditional banks possess By partnering with Fintech firms, traditional banks can offer innovative products and services to their customers This can be especially beneficial for traditional banks that are struggling to keep up with the pace of technological change, as they can leverage the expertise of Fintech firms to develop new offerings

Another opportunity for traditional banks is digital transformation Fintech has accelerated the digital transformation of the banking industry, prompting traditional banks

22 to invest in digital technology to stay competitive By embracing digital transformation, traditional banks can improve customer experience, increase efficiency, and reduce costs For example, the development of mobile banking apps has enabled customers to perform transactions with ease and security, while reducing the need for traditional brick-and- mortar branches

Fintech has also spurred innovation in the banking industry Traditional banks are investing in new technologies such as blockchain, artificial intelligence, and big data analytics to stay competitive This presents an opportunity for banks to develop new products and services and access new revenue streams For example, blockchain technology has enabled banks to enhance the security and transparency of transactions, while artificial intelligence has improved risk management and fraud detection

Customer experience is another area where traditional banks can leverage the opportunities presented by Fintech Fintech has raised the bar for customer experience, prompting traditional banks to invest in improving their customer service and providing more personalized services By offering personalized services, traditional banks can differentiate themselves from Fintech firms and retain customers

Finally, Fintech firms are often more successful at reaching underserved or unbanked markets Traditional banks can partner with Fintech firms to gain access to these markets and offer financial services to a broader customer base By partnering with Fintech firms, traditional banks can expand their reach and offer financial services to those who may not have had access to them before

Case Study - Fintech’s Impact on Traditional Credi t Scoring Models

Traditionally, credit scoring models relied on limited data sources primarily collected by the credit bureaus to assess an individual's creditworthiness These data sources comprised credit utilization rates, payment history, outstanding debt, and the length of credit history However, fintech companies like Zest AI (formerly known as ZestFinance) have emerged in recent years with a unique approach to credit scoring Douglas Merrill started Zest AI in 2009, a fintech business with headquarters in California

It has created credit scoring models that evaluate a person's creditworthiness using a wide range of alternative data sources and cutting-edge machine learning techniques Zest AI’s innovative approach has disrupted traditional credit scoring models in several ways Firstly, Zest AI evaluates a person's creditworthiness using a broader range of data sources Zest AI examines a wide range of alternative data sources in addition to credit bureau data to provide a more complete picture of a person's creditworthiness These alternative data sources may be used to gather information about an applicant's schooling, work history, and even smartphone data like call volume, app usage, and message history Zest AI can give credit ratings to persons who may be disregarded by conventional credit scoring systems, such as those with little or no credit history, by examining other data sources (Juumta, 2020)

Secondly, to evaluate enormous volumes of data gathered from diverse sources, Zest

AI uses machine learning techniques According to Frąckiewicz (2023) The algorithms find patterns and connections in the data that more conventional credit scoring models might miss, allowing Zest AI to give people a credit score that is more accurate With the aid of these algorithms, the business is able to generate a special credit score model for each applicant, depending on each one's particular collection of facts By revealing hidden connections between various data points, this data-driven technique produces a more thorough picture of a person's creditworthiness

Finally, Zest AI claims to provide a more accurate credit score to individuals who have been traditionally underserved by the credit industry For instance, it is challenging

24 to demonstrate creditworthiness for the great majority of self-employed and gig economy employees since they struggle to show a steady revenue stream To determine if these people are creditworthy, Zest AI's algorithms can examine various data sources such as payment frequency and quantity, suppliers, and the kind of the goods and services they purchase This increases financial inclusion for underrepresented populations by enabling lenders to offer loans to a larger percentage of the population thanks to Zest AI's novel strategy (How Zest AI enables fair and transparent lending with AI, 2022)

Zest AI’s innovative approach has led to a number of significant results:

Zest AI is able to offer a more accurate credit score to those who have been disregarded by conventional credit scoring methods by using a more extensive range of data sources and machine learning techniques Due to a lack of traditional credit information, those with a short credit history, those who are self-employed, or those who work in the gig economy, for instance, may find it challenging to get credit Lenders may more properly analyze credit risk thanks to Zest AI's alternative data sources, which may boost the possibility that their applications will be approved Individuals who may have previously been denied credit access due to conventional credit scoring methodologies now have access thanks to this strategy (How Zest AI enables fair and transparent lending with AI, 2022)

The method of credit scoring used by Zest AI enhances risk evaluation Traditional credit scoring models depended on a small number of data sources, such as payment history and credit card use information, before the development of other data sources and machine learning techniques This method frequently results in an under- or overestimate of a person's creditworthiness Zest AI offers a more accurate image of creditworthiness by giving lenders access to a wider range of alternative data sources and cutting-edge machine learning algorithms According to AI, machine learning, and the future of credit risk management (2020), Zest AI has used machine learning to optimize credit risk for banks, reducing losses and default rates by 20% on average

The strategy used by Zest AI has won praise and industry recognition The Financial Times, American Banker, Forbes, and other publications have all given the business recognition (Why this credit union says AI can reduce lending bias, 2022; ZestFinance Using AI To Bring Fairness To Mortgage Lending, 2019) In addition to receiving these accolades, Zest AI has partnered with other conventional financial institutions in a number of other strategic alliances With the help of Zest AI's technology, established banking and lending platforms may provide their clients with more specialized underwriting services

In conclusion, Zest AI's innovative approach has significantly disrupted traditional credit scoring models in the banking industry Zest AI offers a more thorough and precise evaluation of a person's creditworthiness by using a wider variety of data sources and cutting-edge machine learning algorithms Lenders may offer loans to groups of the population who were previously unserviced by conventional credit scoring techniques, thanks to this strategy As a consequence, Zest AI has expanded lending availability, enhanced risk assessment, and developed partnerships and industry recognition It is obvious that the industry will need to adopt new technologies and processes to make sure that underprivileged people and companies have access to the credit they need to grow This innovation is just the beginning of what is possible in the world of alternative credit scoring models

The growing influence of Fintech in the banking industry has brought about significant changes and disruptions to traditional models Fintech, with its innovative use of technology and data, has revolutionized various aspects of banking, including payments, lending, investment, and customer experience The impact of Fintech on traditional banking models has been profound, challenging established institutions to adapt and evolve to stay competitive in the digital era

One of the key impacts of Fintech on traditional banking models is the increased accessibility and convenience it offers to consumers Fintech companies have developed user-friendly mobile applications and online platforms that allow customers to perform financial transactions and access services anytime, anywhere This has not only enhanced customer experience but has also facilitated financial inclusion, bringing banking services to previously underserved populations

Furthermore, Fintech has disrupted the lending landscape by introducing alternative lending models Peer-to-peer lending platforms and online marketplaces have streamlined the lending process, making it more efficient and cost-effective This has opened up opportunities for small businesses and individuals to access credit, bypassing the lengthy and stringent processes of traditional banks Fintech has also leveraged data analytics and machine learning to develop more accurate credit assessment models, reducing the risks associated with lending

In addition, Fintech has transformed the payment industry by introducing faster, more secure, and convenient payment solutions Mobile payment applications, digital wallets, and cryptocurrencies have gained popularity, offering seamless and instant transactions Traditional payment systems are now under pressure to keep pace with these advancements and provide similar levels of convenience and efficiency

In conclusion, the growing influence of Fintech in the banking industry has disrupted traditional models and reshaped the way financial services are delivered Fintech's emphasis on technology, convenience, and customer-centricity has pushed traditional banks to reevaluate their operations and enhance their digital capabilities As technology continues to advance, the collaboration between Fintech and traditional banking institutions will play a crucial role in shaping the future of the industry, ultimately benefiting consumers with improved access to financial services and enhanced user experiences

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