Supply Chain Traceability: Better Data, Lower Risk​


Supply Chain Traceability: Better Data, Lower Risk​

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Our partners:

Blockchain-based platform for supply chain traceability – Samsung SDS Cello Trust

Developed by combining Samsung SDS’ blockchain technology and logistics expertise, Cello Trust ensures tamper-proof, secure information across all stages of a supply chain. This enables businesses to provide secured proof of origin and distribution information to customers.

They can incorporate the information in a range of their business activities by integrating Cello Trust with their production/distribution/sales systems as needed.

For more information about Cello Trust, please visit

Supply chain visibility: a guide to transparency, traceability and mapping

It’s a time of dynamic change in the supply chain: online shopping has accelerated to a stratospheric rate; stresses to the supply chain have made companies rethink just-in-time, offshore and lean manufacturing; and consumers have shifted brand loyalty, choosing what’s available over what they’re accustomed to.

It’s more important than ever for organizations to understand the value that accurate labeling brings to the supply chain. In this webinar, we’ll take a look at supply chain visibility and the benefits of effective labeling

-The difference between supply chain visibility, transparency, traceability and mapping, and the impact of labeling on each
-The present and future tools and trends in supply chain transparency
-Four proven steps to achieving supply chain transparency

Traceability 101: An Introduction to Food Supply Chain Traceability

According to IFT, there has been significant progress in the area of food traceability in recent years. Several food sectors have elevated the importance of traceability and begun to implement programs in support within their supply chains. Research has identified the beneficial relationship between effective traceability and food security, sustainability, safety, defense, and protection. From carrying out targeted recalls to preventing food waste, traceability is viewed as an essential prerequisite to better supply chain management. This webinar will provide an overview of what is working and challenges remain.

Tracifier supply chain traceability solutions

Tracifier is a blockchain-based traceability application used for food and certificate verification that supports the accuracy and transparency of customer claims with monitoring and inspecting of products. The Solution covers the whole value chain of food from the early stage of harvesting product in farms, sampling the product for quality assurance, testing in laboratories, and monitoring and auditing the supplying process of goods to the final consumers in the market.

The goal is to build a consensus of business nodes and speed up the exchange of information among suppliers in real-time. That helps to the sustainability of the product’s claims by defining exact origin, date, time, and location, or major supplying activities details of a product.

Visit our website for more information:
[email protected]

#Tracifier #supplychain #traceabilitysolutions #hamburgstartups #blockchain #minakordi

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Liquidity and Beyond: Building a future through certainty


Liquidity and Beyond: Building a future through certainty

Creating a strategic advantage.
There is an evolving approach to liquidity management: from merely monitoring, to actively managing and optimising, to using liquidity for a strategic advantage. Achieving this requires the right tools and technology, and also an open mind about the opportunities that effective real time liquidity management can bring.
Seconds, minutes or hours – whatever th…

What is a Liquidity Crisis

In this episode, Aaron will talk about what a liquidity crisis is and what assets is more or less liquid. He will also discuss solutions in managing liquidity crisis.

Then, Learn how to Avoid it by watching our Leverage video

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Chapter 3 of 4: Virtual is the new notional – Rethinking liquidity and investment ​

Corporate expectations of cash management are changing with virtual becoming the new notional, as Deutsche Bank’s global head of investment and liquidity Vanessa Manning explains

Tokenizing Real Estate using Certainty Principles

Tokenizing Real Estate using Certainty Principles
#finance #wealth &t=0a-etVglHb4j08zP3rXBcg

Paul Sparks – Real Estate Investor / Certainty Advisor
Pete Kavanagh -Real Estate Fund Manager | Iron Horse Capital Group
​Dan Nicholson – Wealth Wizard / Governmental Standards Accounting Board Fellow
Nic Petersen – Veracious Truth Seeker

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About Steve Trang

Steve Trang ( is the founder of Real Estate Disruptors. He started his podcast in the middle of 2018 to inspire wholesalers and real estate agents to double their incomes by adding a 2nd leg to their business. The podcast has grown to tens of thousands of followers, with new community members sharing their success stories every week.

Steve’s legacy will be to create 100 Millionaires. One of his favorite quotes is from the great Zig Ziglar: “You can have everything in life you want if you will just help enough other people get what they want.” He heard this quote when he first got into real estate, and it has stuck with him throughout his entire career. It’s essentially one of the core values Steve lives by.

What The Banks Actually Own

The Fed’s weekly balance sheet reveals what it owes and possesses. Banks are risk-averse and can’t contract their balance sheets. Overleveraged. American banks have no balance sheet space after removing non-tier 1 capital.

Watch more of this video from Major Wipeout’ Of Fiat Currencies This Year To Cut Dollar In Half? | Alasdair Macleod.

#shorts #short #america #usa #centralbanks #important #trending #wealth #economy #world #recession #new #online #currency #currentaffairs #subscribe #follow #government #money

At Wealthion, we show you how to protect and build your wealth by learning from the world’s top experts on finance and money. Each week we add new videos that provide you with access to the foremost specialists in investing, economics, the stock market, real estate and personal finance.

We offer exceptional interviews and explainer videos that dive deep into the trends driving today’s markets, the economy, and your own net worth. We give you strategies for financial security, practical answers to questions like “how to grow my investments?”, and effective solutions for wealth building tailored to ‘regular’ investors just like you.

There’s no doubt that it’s a very challenging time right now for the average investor. Above and beyond the recent economic impacts of COVID, the new era of record low interest rates, runaway US debt and US deficits, and trillions of dollars in monetary and fiscal stimulus stimulus has changed the rules of investing by dangerously distorting the Dow index, the S &P 500, and nearly all other asset prices. Can prices keep rising, or is there a painful reckoning ahead?

Let us help you prepare your portfolio just in case the future brings one or more of the following: inflation, deflation, a bull market, a bear market, a market correction, a stock market crash, a real estate bubble, a real estate crash, an economic boom, a recession, a depression, or another global financial crisis.

Put the wisdom from the money & markets experts we feature on Wealthion into action by scheduling a free consultation with Wealthion’s endorsed financial advisors, who will work with you to determine the right next steps for you to take in building your wealth.

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IMPORTANT NOTE: The information and opinions offered in this video by Wealthion or its interview guests are for educational purposes ONLY and should NOT be construed as personal financial advice. We strongly recommend that any potential decisions and actions you may take in your investment portfolio be conducted under the guidance and supervision of a quality professional financial advisor in good standing with the securities industry. When it comes to investing, past performance is no guarantee of future results. Any historical returns, expected returns, or probability projections may not reflect actual future performance. All investments involve risk and may result in partial or total loss.

TCF 2022: Closing the void between banking and fintech


TCF 2022: Closing the void between banking and fintech

Banking as a Service (BaaS) and Banking as a Platform (BaaP) were key themes throughout both days of the Temenos Community Forum (TCF). These topics were also hit on during a session about how to scale your business, led by Ross Mallace – speakers executive vice president, global head of SaaS and partner ecosystem at Temenos.

5 Fintech Trends Shaping the Banking Industry for Good

As the Fintech world sees an all-time high upsurge, this video covers the list of 5 Fintech trends to look out for that will shape the banking industry. Financial firms and banks are adding new features in their cashless transactions to fit this pandemic-hit economy. Read More –

Financial firms and banks are adding new features in their cashless transactions to fit this pandemic-hit economy. Fintech offers convenience to customers as it has multiple options to choose for cashless transactions like mobile wallets, QR codes, contactless payments, etc. It provides a speedy process for payments and digital loans and can create dynamic growth in financial services. This acceleration will continue to groom the investments until banks and Fintech become interwoven. Now, it is just a matter of time for Fintech to emerge as one of the most booming industries.

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The Big Shift: Financial Services and FinTech

Unprecedented advances in financial technology have transformed the way individuals and institutions interact with formal financial services. Innovations in mobile payments, digital currencies, distributed ledger technology, and peer-to-peer marketplace lending have created new opportunities for the financial sector. In particular, highly focused and cost-efficient financial services will challenge conventional value chain, business models, and market positions. How is the industry responding to this new environment? What are the greatest FinTech innovations occurring right now, and what could disrupt FinTech innovators’ road to success?

2022 NYU Stern FinTech Conference: A Complete Revolution

NYU Stern Fubon Center for Technology, Business, and Innovation
Friday, February 25, 2022
Global Fintech 2022: Defi or Defy: Mainstreaming Decentralized Finance

Opening Remarks & Keynote: A Complete Revolution

Kathleen DeRose, Director of the Fubon Center for Technology, Business and Innovation & the Fubon Fintech Initiative, Clinical Associate Professor of Finance, Academic Director of the MS in Fintech Program, NYU Stern School of Business

Matt Harris, Partner, Bain Capital Ventures

DeFi, (Decentralized Finance), the blockchain-enabled automation of financial services, is poised to transform financial systems, businesses, and accepted theories. DeFi research is in its infancy, and DeFi commerce is already reshaping financial services. The Fubon Center catalyzes interdisciplinary research, and NYU Stern faculty and our broader fintech community are already exploring this vast, expanding, and unmarked terrain.

Topics include but are not limited to DeFi transformation of asset pricing, financial intermediation, corporate finance, banking and trading operations, payments systems, insurance, risk management, and private equity, and the associated global policies, regulations and security risks.

Join us at our upcoming events!

Global Trade Leaders

Global Trade Leaders
Global Trade Leaders blog is an online platform dedicated to providing the latest news and insights on international trade and global markets. The blog also offers a wide range of resources, such as trade law and policy guides, negotiation advice, and industry reports. The rise of FinTech has led to an increase in fraud, with identity theft and money laundering cases on the rise as perpetrators find new ways to hack digital financial systems. In 2021, FinTech identity fraud rose 15%, making it second only to health in terms of fraud. One example of this is the shutdown of N26, one of the most successful neobanks, in the US.

The mass adoption of FinTech during the COVID-19 pandemic has made it easier for customers to access services, but it also opened up new ways to commit financial crimes. The EU had more stable fraud rates than the US in 2021. Identity theft topped FinTech fraud statistics and some FinTech companies, such as digital banks and investment companies, have temporarily banned transfers from digital banks out of fear of financial crime.

Neobanks, a FinTech service, are frequently criticized for weak know-your-customer/anti-money laundering (KYC/AML) compliance. Banking-as-a-Service (BAAS) allows neobanks to leverage legacy banks’ licenses, standards, regulations, and payment networks. This allows new market players to compete with traditional banks, but it also has many loopholes that can lead to increased financial crime and financial access and equity issues.

In addition, Robinhood, a free stock trading platform with a million users, is the latest FinTech to ban funds transfers from a list of financial institutions, including many neobanks, due to concerns about fraud. Chime, the largest US neobank, has also been indirectly affected by fraud, as industries that use its services, such as rental car companies, have reported numerous fraud cases and have restricted the use of Chime cards.

In Europe, financial watchdogs have fined neobanks and fintechs for anti-money laundering deficiencies and similar investigations are ongoing. Sign-up bonuses also attract fraudsters to digital banks, who take advantage of FinTechs’ need for seamless banking and the lack of identity verification. Overall, it’s clear that the convenience and mass adoption of FinTech have created new opportunities for fraud and financial crime, and companies must continue to improve their compliance and security measures to mitigate these risks.

A sea change in risk

A sea change in risk

TLC Risk Solutions seeks to dispel the notion that banks adopting the Standardised Approach to Basel II for credit risk are only a short 'hop' away from the current 'Basel I' requirement.

Acorn TV Exclusive | Seachange Series 1 | Official Trailer

Stream now at When Laura Gibson’s (Sigrid Thornton, Wentworth) life suddenly falls apart, she decides to make a fresh start with her two children in a small coastal town. But Pearl Bay isn’t exactly the seaside idyll she remembers from a vacation years before, nor are the locals quite so charming–except perhaps for handsome Diver Dan (David Wenham, The Lord of the Rings films, Top of the Lake). #AcornTV #NowStreaming

Howard Marks Sees Third Sea Change Underway in Markets

Billionaire Howard Marks, Oaktree Capital Management co-chairman, explains why he thinks financial markets may be in the middle of the third sea change of the last 50 years. He speaks during an interview with Romaine Bostick on “Bloomberg Markets: The Close.”

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This Is A SEA CHANGE; Reset Coming | Andy Schectman

Easy monetary policy has led to massive malinvestment. At the same time, the biggest money in the world is moving into commodities and real assets. “This is a sea change,” says Andy Schectman, president & CEO of Miles Franklin Precious Metal Investments. The BRICS nations seem to be preparing as well. Schectman expects in 2023, the BRICS nations will roll out a new reserve currency backed by a basket of commodities.

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Stock market undergoing a historic ‘sea change,’ says Oaktree’s Howard Marks

Howard Marks, Oaktree Capital Management co-chairman, joins ‘Closing Bell’ to discuss the ‘sea change’ in the market and how investors should prepare for next year. For access to live and exclusive video from CNBC subscribe to CNBC PRO:

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On-Demand Webinar – Trust over Tools: How to Stop Misinterpreting Consumer Desires


On-Demand Webinar – Trust over Tools: How to Stop Misinterpreting Consumer Desires

Recent announcements by GooglePay and WhatsApp illustrate tech’s pursuit of disintermediation, signalling that interaction or conversation-based banking is a more natural evolution or preferred model to traditional and open banking structures.

Retirement Planning Best Practices Webinar + Live Q&A

SCHEDULE YOUR FREE PORTFOLIO REVIEW with Wealthion’s endorsed financial advisors at

In this webinar, Lance Roberts & his team from Real Investment Advisors (Danny Ratliff & Richard Russo) provide an in-depth presentation of success strategies for retirement planning. They also field Q &A from the live audience.


2021 best WEBINAR PLATFORMS (pricing and features breakdown)

If you’re looking for the best webinar platform for your business, you know there are tons of choices out there. In this video, we’ve narrowed down the top 8 platforms based on specific factors, and share pricing and features for each one.

#bestwebinarplatform #livewebinars #automatedwebinars


Zoom –
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Podia –

WPdx Tutorial: Filter and Zoom to Area of Interest (WPdx Decision Support Tools)

The mission of the Water Point Data Exchange (WPdx) platform is to unlock the potential of water point data to improve rural water services through evidence-based decision-making.​

The WPdx Decision Support Tools interactive web app provides access to view available water point data from the WPdx+ dataset and the results from our suite of decision-support tools.

The tools include:​
– Administrative Region Analysis​
– Rehabilitation Priority Analysis​
– Service Gap Identification Analysis
– Data Quality Score
– Predicted Risk Index

Finextra50 methodology


Finextra50 methodology

The Finextra50 Financial Technology Index is a free-float value weighted index of the world's leading companies that provide technology-based products and services to the financial services industry. It was set at an indexed value of 100 at market close on Friday 4th May 2007. Our monthly update on the index's movements will provide a framework for analysing trends in the financial technology mark…

FinextraTV: Beyond the transaction: how payments service providers can innovate for their customers

Anant Gupta, APAC Innovation Lead, Financial Services, at Amazon Web Services (AWS), speaks to Finextra TV about how cloud services and a customer-centric mindset can help payments service providers use data to innovate and grow. By helping their merchant customers take action—informed by data and insight—to manage and grow their businesses, payments companies have an opportunity to deepen their customer relationships while building new revenue streams.

For all your fintech-related news, please visit

FinextraTV PREDICT 2023: Leveraging technology to improve sustainability

Marianne Haahr, Nature-related Finance Lead, Global Canopy, shares her predictions for 2023 following talks at COP15: The UN Biodiversity Conference, and what they will mean for finance and technology-related companies, such as, how open data assists businesses in incorporating ESG and where the new agreements made at COP15 will take us in the year ahead.

For all your fintech-related news, please visit

Finextra & Identitii: Using blockchain in the approach to ISO migration

Clare Rhodes, Chief Marketing Officer, Identitii, speaks at EBADay about the building sense of urgency around ISO 20022 and the 2021 deadline, how banks are responding, the risks if banks aren’t ready for the 2021 deadline, how the industry is responding and the ways banks will likely approach ISO migration.

For all your fintech-related news, please visit

Finextra & ING: Implementing INGs innovation methodology

Benoit Legrand, CIO, ING, spoke to Hannah Wallace, Finextra at Money 20/20 Europe about how ING are leading the way with innovation and where they are getting their ideas from, which technology they are using, what challenges CIOs are experiencing today and the correlation between the spike in investment and customer demands.

For all your fintech-related news, please visit

How banks can reinvent themselves to attract new audiences


How banks can reinvent themselves to attract new audiences

Monica Sasso, Financial Services (FSI) EMEA Chief Technologist at Red Hat, speaks on FinextraTV about what banks need to take into consideration when reinventing themselves, the impact of technology on a bank's ability to reinvent, and how banks can best utilize the experiences of others to attract new audiences.

MLB fantasy baseball relief pitcher preview + 2023 rankings, sleepers, fades | Circling the Bases

D.J. Short (@djshort) and Scott PIanowski (@scottpianowski) wrap up this year’s positional preview series with a look at the 2023 crop of closers. They discuss their top 20 relievers in the league, strategy for locking down coveted saves and how to navigate bullpens throughout the season. #MLB #FantasyBaseball #circlingthebases

00:00 — Welcome to the show
00:18 — Quick RP preview
00:52 — Scott’s reliever strategy
02:33 — Big RP offseason contracts
05:17 — Tier 2 reliever outlooks
07:29 — Buys and fades
12:30 — Late-round dart throws
15:54 — D.J.’s Rankings #20-11
17:49 — Scott’s Rankings #20-11
19:54 — D.J’s Rankings #10-6
21:23 — Scott’s Rankings #10-6
22:22 — D.J.’s Rankings Top 5 RP
23:36 — Rankings Scott’s Top 5 RP

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Fantasy baseball relief pitcher strategy + 2023 rankings | Circling the Bases (FULL EPISODE)
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How To Reinvent Yourself After 50, From Tony Robbins

Tony Robbins, Peak Performance Strategist, talks reinvention. How do you keep fresh ideas and motivations after turning 50? Part of the series Mondays With Marlo on

If Banks Don’t Get You, Get Juni | Episode 2 – Banks & Integrations

Wondering if your bank gets you when you talk about PayPal or Stripe integrations?

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FinextraTV: How banks can reinvent themselves to attract new audiences

Monica Sasso, Financial Services (FSI) EMEA Chief Technologist at Red Hat, speaks on FinextraTV about what banks need to take into consideration when reinventing themselves, the impact of technology on a bank’s ability to reinvent, and how banks can best utilize the experiences of others to attract new audiences.

For all your fintech-related news, please visit

FinextraTV & ResponsibleRisk `s Film Review of Our Planet: Too Big to Fail


FinextraTV & ResponsibleRisk's Film Review of Our Planet: Too Big to Fail

FinextraTV & Responsible Risk review Our Planet: Too Big To Fail, a film inspired by the award-winning natural-history Netflix series, which illustrates the crucial role the finance sector can play in accelerating a Sustainable Future. Together they evaluate the film’s purpose, solution, the evidence it presents, and the action it calls for as they focus on the problems presented by climate change…

FinextraTV & BNP Paribas SS: Blockchain is a moving ground for innovation, not an industry disruptor

Bruno Campenon, Head of Bank, Brokers and Corporates, BNP Paribas Securities Services, explains how blockchain and AI infrastructures such as CSDs across APAC are being deployed through blockchain technology, how banks are exploiting blockchain’s full potential and the way in which innovation continues to be driven by blockchain projects.

FinextraTV: Keeping up with the changing world of unified commerce

Nitzan Tal, Head of In-Store Partnerships, Klarna, and Kai Lindstrom, Vice President, SOK Payment Services, Finland, speak at MPE 2022 together about the world of unified commerce, how shoppers’ expectations have changed, the redesign of Point-of-Sale, and how we can expect the retail experiences to transform to meet digital-enabled customers’ expectations.

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FinextraTV @ Sibos: Bridging digital platforms: Is interoperability a pipedream or possibility?

Lynn Ng, Global Head of Commodities, Food & Agri., ING Bank speaks to FinextraTV at Sibos 2022 about what stage in the digitization of the trade ecosystem we are at, where the new rules and regulations are being felt and what the future in this space holds.

For all your fintech-related news, please visit

FinextraTV’s Review of Sustainable Finance.LIVE

Richard Peers, Founder of ResponsibleRisk and Moderator for the event, walks Hannah Wallace of FinextraTV through Sustainable Finance.LIVE highlighting his key takeaways and providing a summary of the workshops. We hear about what was achieved over the course of the virtual event and gain an exclusive insight into what we can expect from the next co-creation workshop on Private Banking & Wealth Management.

For all your fintech-related news, please visit

London fintech Yapily latest to benefit from Open Banking goldrush

open banking_api.jpg

London fintech Yapily latest to benefit from Open Banking goldrush

The drive towards Open banking in Europe is creating an attractive environment for fintech fund raising, with London-based Yapily the latest to benefit, securing a £4.3 million seed round from King’s Cross-based venture capital firm Localglobe and HZ Holtzbrinck Ventures.

What is an open banking platform?

Discover what unbundling means for financial institutions and how an open platform works to combine cool technology in new ways.

The new gold rush? Russia and China buying billions in bullion | Guide to the Global Economy

On this episode of Guide to the Global Economy, Josh sits down with Neils to talk about Russia and China stockpiling massive gold reserves that the West appears happy to get rid of… Hoarders much? Alisha joins the conversation to report on piles of dollars destined for Iraq possibly ending up in Iran and Syria and what the Fed plans on doing about it. And Mrugank takes a moment to tell us about the 9000% increase in transactions in Chinese Yuan that are being made between Russia and China as Moscow tries to “de-dollarize”—could this spell disaster for the Russian economy if Beijing needs to devalue?

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Tech Talk: interview with Joao Martins, Yapily

Joao Martins, chief technology officer of Yapily, which provides an Open Banking-based application programming interface platform to connect to banks, talks to The Banker’s Joy Macknight about democratising innovation in financial services and what banks need to do to be successful in an Open Banking world.

Yapily: A Different Type of Open Banking Provider

Yapily’s mission is simple: to be an API only, developer focussed, security-first technology provider that’s built to scale and change.

How to reimagine risk modelling in sustainable finance


How to reimagine risk modelling in sustainable finance

From 8-9 December 2020, Finextra and ResponsibleRisk brought together experts in the sustainable finance space to discuss how stakeholders can re-imagine the role of risk modelling.

Climate risk vs. sustainability risk: Is there a difference?

Are you prepared for the risks and liability of extreme weather and #ESG obligations? Businesses need to assess various factors of climate and sustainability risks to navigate them effectively. Watch the video and learn more about our framework:

#climatechange #climaterisk #sustainability #commercialinsurance #riskmanagement #MarshAsia

Understanding How To Implement Sustainable Business Models | BCG

BCG Senior Partners Wendy Woods and David Young discuss how businesses must rethink the way they deliver capitalism to win the ‘20s. Business models must become more aligned with the broader set of customer, employee, and environmental needs. By looking through the lens of the Sustainable Development Goals, companies can better analyze their business, capabilities, customers, and suppliers.

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R tutorial: Intro to Credit Risk Modeling

Learn more about credit risk modeling with R:

Hi, and welcome to the first video of the credit risk modeling course. My name is Lore, I’m a data scientist at DataCamp and I will help you master some basics of the credit risk modeling field.

The area of credit risk modeling is all about the event of loan default. Now what is loan default? When a bank grants a loan to a borrower, which could be an individual or a company, the bank will usually transfer the entire amount of the loan to the borrower. The borrower will then reimburse this amount in smaller chunks, including some interest payments, over time. Usually these payments happen monthly, quarterly or yearly. Of course, there is a certain risk that a borrower will not be able to fully reimburse this loan. This results in a loss for the bank.

The expected loss a bank will incur is composed of three elements. The first element is the probability of default, which is the probability that the borrower will fail to make a full repayment of the loan. The second element is the exposure at default, or EAD, which is the expected value of the loan at the time of default. You can also look at this as the amount of the loan that still needs to be repaid at the time of default. The third element is loss given default, which is the amount of the loss if there is a default, expressed as a percentage of the EAD. Multiplying these three elements leads to the formula of expected loss. In this course, we will focus on the probability of default.

Banks keep information on the default behavior of past customers, which can be used to predict default for new customers. Broadly, this information can be classified in two types. The first type of information is application information. Examples of application information are income, marital status, et cetera. The second type of information, behavioral information, tracks the past behavior of customers, for example the current account balance and payment arrear history. Let’s have a look at the first ten lines of our data set.

This data set contains information on past loans. Each line represents one customer and his or her information, along with a loan status indicator, which equals 1 if the customer defaulted, and 0 if the customer did not default. Loan status will be used as a response variable and the explanatory variables are the amount of the loan, the interest rate, grade, employment length, home ownership status, the annual income and the age. The grade is the bureau score of the customer, where A indicates the highest class of creditworthiness and G the lowest. This bureau score reflects the credit history of the individual and is the only behavioral variable in the data set.

For an overview of the data structure for categorical variables, you can use the CrossTable() function in the gmodels package. Applying this function to the home ownership variable, you get a table with each of the categories in this variable, with the number of cases and proportions. Using loan status as a second argument, you can look at the relationship between this factor variable and the response. By setting prop.r equal to TRUE and the other proportions listed here equal to FALSE, you get the row-wise proportions. Now what does this result tell you? It seems that the default rate in the home ownership group OTHER is quite a bit higher than the default rate in, for example, the home ownership group MORTGAGE, with 17.5 versus 9.8 percent of defaults in these groups, respectively. Now, let’s explore other aspects of the data using R.

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