This document provides an introduction to risk and risk management. It defines risk as uncertainty about outcomes and discusses how risk is used in business and everyday life. There are two main types of risk - variability around expected values and expected losses. Greater risk is costly as it implies higher expected losses and uncertainty. The document outlines major types of business risk like price risk, credit risk, and pure risk. It also discusses direct and indirect losses that can result from risks.
Risk and Return
-risk and uncertainty
-differences and similarities between risk and uncertainty
-types of risk (systematic and unsystematic)
-why manages risk? and its scope in finance.
-CAPM and its problem
-return
Risk valuation for securities with limited liquidityJack Sarkissian
Everything seems simple with liquid securities - price is known, risks are more or less known too. It becomes a lot harder when we get illiquid instruments in the book. This is why we developed this model to enable modeling of securities with low liquidity and evaluate impact of risk sources associated with liquidity. And in order to do that we had to demonstrate that price formation has quantum chaotic character.
Risk and Return
-risk and uncertainty
-differences and similarities between risk and uncertainty
-types of risk (systematic and unsystematic)
-why manages risk? and its scope in finance.
-CAPM and its problem
-return
Risk valuation for securities with limited liquidityJack Sarkissian
Everything seems simple with liquid securities - price is known, risks are more or less known too. It becomes a lot harder when we get illiquid instruments in the book. This is why we developed this model to enable modeling of securities with low liquidity and evaluate impact of risk sources associated with liquidity. And in order to do that we had to demonstrate that price formation has quantum chaotic character.
Credit risk refers to the risk that a borrower will default on any type of debt by failing to make payments which it is obligated to do. The risk is primarily that of the lender and includes lost principal and interest, disruption to cash flows, and increased collection costs. The loss may be complete or partial and can arise in a number of circumstances. For example:
• A consumer may fail to make a payment due on a mortgage loan, credit card, line of credit, or other loan
• A company is unable to repay amounts secured by a fixed or floating charge over the assets of the company
• A business or consumer does not pay a trade invoice when due
• A business does not pay an employee's earned wages when due
• A business or government bond issuer does not make a payment on a coupon or principal payment when due
• An insolvent insurance company does not pay a policy obligation
• An insolvent bank won't return funds to a depositor
• A government grants bankruptcy protection to an insolvent consumer or business.
To reduce the lender's credit risk, the lender may perform a credit check on the prospective borrower, may require the borrower to take out appropriate insurance, such as mortgage insurance or seek security or guarantees of third parties, besides other possible strategies. In general, the higher the risk, the higher will be the interest rate that the debtor will be asked to pay on the debt.
Dynamic Pricing for Personal Unsecured LoansPaul Golding
An outline of the mathematics and technicalities of predicting personalized loan pricing -- i.e. the next step beyond pure risk-based pricing. Based largely on the work of Robert Phillips.
Exchanges are centralized places where certain securities, commodities, derivatives, and other financial instruments are traded. In order to facilitate trading among buyers and sellers of these products, exchanges take the central position of being the counterparty to both buyers and the sellers of the product. This is done to remove the possibility of disputes that may arise from the non-performance of the counterparty. The exchange guarantees trades will be honored. This creates credit risk for the exchange attributable to the buyers and the sellers of its products. To address the potential loss due to the credit risk undertaken by exchanges from these buyers and sellers of the exchange traded products, exchanges demand certain margin requirements from their counterparties.
This presentation addresses in detail the issues that are considered for calculation of margin requirements and maintenance.
· Respond to 3 posts listed below. Advance the conversation; provi.docxLynellBull52
· Respond to 3 posts listed below. Advance the conversation; provide a real-world application and experiential examples;
· Conceptually discuss your key [most significant] learning insight or take-away from the selected forum topic comments.
· Responses should be a minimum of 150-250 words, supported by at least one reference outside of the textbook (use academic journals), either supporting or refuting the position of the author of the forum topic response or peer response.
Topic #1: The Cost of Capital
The cost of capital refers to the “cost” a company must incur in order to use funds towards a new project or investment. The funds may come from lenders by borrowing the funds, by financing equity, or by selling bonds or assets. The cost of capital is expressed as an annual interest rate that the company will be charged on the capital funds. Therefore, this is the minimum return a company must be striving for when undertaking a new project, making a purchase, or making an investment. Otherwise, they are simply losing money.
The cost of capital is used as the minimum rate of return that the project must achieve and is also the rate that is used in a discounted cash flow analysis. If the return of future net cash flows on an investment or project are greater than the cost of capital, then the investment or project is worthwhile to the business. For example, if a project generates a return of 20% and the cost of capital was estimated at 15%, then this project has added value to the business.
In addition, the NPV formula can be used to compare multiple projects using different costs of capital. For instance, Project A and Project B compared by using 10%, 15%, and 20% costs of capital. This can allow businesses to see how investing more or less capital would affect the outcome of the NPV. Just as you can compare these different costs of capital, you can also add the element of risk into your calculations by increasing the cost of capital to reflect a riskier project or investment. Very simply put, if investment B is riskier than investment A, then you could compare them with B having a cost of capital at r = 15% and A having a cost of capital at r= 10% - therefore adjusting for one project/investment being riskier than the other.
Interestingly, there has been much discussion and debate over how companies set their cost of capital rates. In the case of large Fortune 500 companies, they spend hundreds of billions of dollars per year. If they miscalculate the cost of capital rate on an investment or project with a difference of even 1%, this could mean a gain or loss of billions of dollars depending on which way the value was incorrectly estimated. For example, if a company plans to invest $52 million dollars into a new project that is estimated to bring in $10.5 million per year over the next seven years, and the company incorrectly estimates the cost of capital by 1%, then you can see by the table below the affect this small percentage pot.
Credit risk refers to the risk that a borrower will default on any type of debt by failing to make payments which it is obligated to do. The risk is primarily that of the lender and includes lost principal and interest, disruption to cash flows, and increased collection costs. The loss may be complete or partial and can arise in a number of circumstances. For example:
• A consumer may fail to make a payment due on a mortgage loan, credit card, line of credit, or other loan
• A company is unable to repay amounts secured by a fixed or floating charge over the assets of the company
• A business or consumer does not pay a trade invoice when due
• A business does not pay an employee's earned wages when due
• A business or government bond issuer does not make a payment on a coupon or principal payment when due
• An insolvent insurance company does not pay a policy obligation
• An insolvent bank won't return funds to a depositor
• A government grants bankruptcy protection to an insolvent consumer or business.
To reduce the lender's credit risk, the lender may perform a credit check on the prospective borrower, may require the borrower to take out appropriate insurance, such as mortgage insurance or seek security or guarantees of third parties, besides other possible strategies. In general, the higher the risk, the higher will be the interest rate that the debtor will be asked to pay on the debt.
Dynamic Pricing for Personal Unsecured LoansPaul Golding
An outline of the mathematics and technicalities of predicting personalized loan pricing -- i.e. the next step beyond pure risk-based pricing. Based largely on the work of Robert Phillips.
Exchanges are centralized places where certain securities, commodities, derivatives, and other financial instruments are traded. In order to facilitate trading among buyers and sellers of these products, exchanges take the central position of being the counterparty to both buyers and the sellers of the product. This is done to remove the possibility of disputes that may arise from the non-performance of the counterparty. The exchange guarantees trades will be honored. This creates credit risk for the exchange attributable to the buyers and the sellers of its products. To address the potential loss due to the credit risk undertaken by exchanges from these buyers and sellers of the exchange traded products, exchanges demand certain margin requirements from their counterparties.
This presentation addresses in detail the issues that are considered for calculation of margin requirements and maintenance.
· Respond to 3 posts listed below. Advance the conversation; provi.docxLynellBull52
· Respond to 3 posts listed below. Advance the conversation; provide a real-world application and experiential examples;
· Conceptually discuss your key [most significant] learning insight or take-away from the selected forum topic comments.
· Responses should be a minimum of 150-250 words, supported by at least one reference outside of the textbook (use academic journals), either supporting or refuting the position of the author of the forum topic response or peer response.
Topic #1: The Cost of Capital
The cost of capital refers to the “cost” a company must incur in order to use funds towards a new project or investment. The funds may come from lenders by borrowing the funds, by financing equity, or by selling bonds or assets. The cost of capital is expressed as an annual interest rate that the company will be charged on the capital funds. Therefore, this is the minimum return a company must be striving for when undertaking a new project, making a purchase, or making an investment. Otherwise, they are simply losing money.
The cost of capital is used as the minimum rate of return that the project must achieve and is also the rate that is used in a discounted cash flow analysis. If the return of future net cash flows on an investment or project are greater than the cost of capital, then the investment or project is worthwhile to the business. For example, if a project generates a return of 20% and the cost of capital was estimated at 15%, then this project has added value to the business.
In addition, the NPV formula can be used to compare multiple projects using different costs of capital. For instance, Project A and Project B compared by using 10%, 15%, and 20% costs of capital. This can allow businesses to see how investing more or less capital would affect the outcome of the NPV. Just as you can compare these different costs of capital, you can also add the element of risk into your calculations by increasing the cost of capital to reflect a riskier project or investment. Very simply put, if investment B is riskier than investment A, then you could compare them with B having a cost of capital at r = 15% and A having a cost of capital at r= 10% - therefore adjusting for one project/investment being riskier than the other.
Interestingly, there has been much discussion and debate over how companies set their cost of capital rates. In the case of large Fortune 500 companies, they spend hundreds of billions of dollars per year. If they miscalculate the cost of capital rate on an investment or project with a difference of even 1%, this could mean a gain or loss of billions of dollars depending on which way the value was incorrectly estimated. For example, if a company plans to invest $52 million dollars into a new project that is estimated to bring in $10.5 million per year over the next seven years, and the company incorrectly estimates the cost of capital by 1%, then you can see by the table below the affect this small percentage pot.
Chapter 7Finding the Required Rate of Return for an Invest.docxmccormicknadine86
Chapter 7
Finding the Required Rate of Return for an Investment
Associated Press
Learning Objectives
A�er studying this chapter, you should be able to:
Explain the significance of required return and its components.
Describe the rela�onship between risk and return and how to measure for both.
Iden�fy how to use required return to determine valua�on.
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Ch. 7 Introduction
Investors come in many forms. They may be individuals who invest in corporate stocks, re�rement accounts that invest in bonds, partnerships that invest in apartment
buildings, or corpora�ons that invest in produc�ve projects. One thing all these investors have in common is their desire to increase their wealth, which is done by iden�fying
projects whose value is expected to exceed their cost. If we invest $100 today in a project that produces cash flows worth $125 in today's terms, then we increase our
wealth by $25. Equa�on (7.1) is the basic formula for es�ma�ng the value of an investment, which is found by discoun�ng the expected future cash flows back to today's
equivalent value at a rate of return that is appropriate given the investment's risk. This fundamental formula for assessing value was first introduced in Chapter 2 and further
developed in Chapters 4 and 5, while Chapter 3 explored cash flows in some detail.
One part of the formula that hasn't been covered is how to es�mate the required return that is appropriate to use as the discount rate in the valua�on calcula�on. Finding
the required rate of return is the topic of this chapter (and is expanded upon in Chapter 8).
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Like children, who need to be bribed with the promise of a reward
for their good behavior, investors require a worthwhile incen�ve
before they will commit to an investment.
Beyond/SuperStock
7.1 The Building Blocks of the Required Return
In Chapter 2, we introduced the idea that investors are assumed to be ra�onal and risk averse. Because they
are (mostly!) ra�onal, investors will give up control of their money for a period of �me by inves�ng only if they
expect to increase their wealth. Therefore, investors have an almost ins�nctual return requirement as they
invest. For example, a ra�onal investor would always want to earn at least the risk-free rate of return when
inves�ng in some security or project. Otherwise, they would be se�ling for a return lower than what they
could be assured of by simply deposi�ng the funds in a savings account that is guaranteed by both the bank
and the government through the Federal Deposit Insurance Corpora�on (FDIC). The FDIC guarantees the first
$250,000 of funds depos ...
Q120 years In the late 1990s the gold price reached its lowe.docxmakdul
Q1:
20 years: In the late 1990s the gold price reached its lowest level in real terms for two decades. The reasons why it was so weak during the so-called “Clinton boom” from 1995 to 2001 come surprisingly from MMT (modern monetary theory), a theory that in many points opposes gold, in particularly because its proponents are in love with fiat, “the lawful act to declare paper as money”. However, they do not like excessive private debt, which is an idea common to Austrian economists.
But much of the stage was set in 2008 for gold’s rise in 2009 – and for the next few years – when the global financial crisis was entering its darkest days. To recap what happened in the last quarter of 2008, the U.S. Treasury seized control of mortgage lenders Fannie Mae and Freddie Mac in September 2008 and said it offered a $200 billion cash injection for firms dealing with mortgage default losses. The most immediate reason for gold’s woes is the strong dollar. Gold is priced in dollars, so if the American currency goes up, investors mark down the yellow metal accordingly. An added factor is that the dollar is rising because of the revival of the American economy, which is bringing the prospect of higher interest rates.
6 menthes: In December, the price of gold was at the top level and that due to at the end of December the price of gold was decreased suddenly. The big news of course is that the Fed hiked rates another 25 basis points. So far, stock market speculators don’t seem to care. They should. The present value of all future earnings depends on the interest rate, and every upwards tick is a substantial downward revision of earnings in out years. However, the bull is so strongly entrenched that it may take a while for this to sink in. We also think of the companies who were borrowing to buy their own shares, and for that matter borrowing to pay dividends.
Q2:
a. Credit risk: is the type of risk of evasion on a debt that may emerge from a borrower failing to do needed payments. Firstly, the risk is that of the lender which includes lost principal and interest, interruption to cash flows, together with improved collection costs. This loss may be complete or partial. In an efficient market, higher points of credit risk will always be related with huge borrowing costs in an efficient market type. Following this measures of borrowing costs which includes yield spreads can be used to surmise credit risk levels grounded on assessments by current market participants. A good existing example is what happens in local retail shop where buyer in this case will lend money or take goods on credit suggesting to pay later but unfortunately fail to respect that deal.
There actually two kinds of risks associated with bonds that is interest risk and credit risk. They can have very dissimilar impacts on various assets within the bond market. As earlier learnt that interest is the vulnerability of a bond or fixed income asset class to movements in the prevailing rates
b. In ...
1Valuation ConceptsThe valuation of a financial asset is b.docxeugeniadean34240
1
Valuation Concepts
The valuation of a financial asset is based on determining the present value of future cash flows. Thus we need to know the value of future cash flows and the discount rate to be applied to the future cash flows to determine the current value.
The market-determined required rate of return, which is the discount rate, depends on the market’s perceived level of risk associated with the individual security. Also important is the idea that required rates of return are competitively determined among the many companies seeking financial capital. For example ExxonMobil, due to its low financial risk, relatively high return, and strong market position, is likely to raise debt capital at a significantly lower cost than can United Airlines, a financially troubled firm. This implies that investors are willing to accept low return for low risk, and vice versa. The market allocates capital to companies based on risk, efficiency, and expected returns—which are based to a large degree on past performance. The reward to the financial manager for efficient use of capital in the past is a lower required return for investors than that of competing companies that did not manage their financial resources as well.
Throughout this course, we apply concepts of valuation to corporate bonds, preferred stock, and common stock. For that purpose we have to be aware of the basic characteristics of each form of security as part of the valuation process. We have to consider the following:
· The valuation of a financial asset is based on the present value of future cash flows.
· The required rate of return in valuing an asset is based on the risk involved.
· Bond valuation is based on the process of determining the present value of interest payments plus the present value of the principal payment at maturity.
· Preferred stock valuation is based on the dividend paid.
· Stock valuation is based on determining the present value of the future benefits of equity ownership.
List of terms:
required rate of return
That rate of return that investors demand from an investment to compensate them for the amount of risk involved.
yield to maturity
The required rate of return on a bond issue. It is the discount rate used in present-valuing future interest payments and the principal payment at maturity. The term is used interchangeably with market rate of interest.
real rate of return
The rate of return that an investor demands for giving up the current use of his or her funds on a noninflation-adjusted basis. It is payment for forgoing current consumption. Historically, the real rate of return demanded by investors has been of the magnitude of 2 to 3 percent.
inflation premium
A premium to compensate the investor for the eroding effect of inflation on the value of the dollar.
risk-free rate of return
Rate of return on an asset that carries no risk. U.S. Treasury bills are often used to represent this measure, although longer-term government securities have al.
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...John Andrews
SlideShare Description for "Chatty Kathy - UNC Bootcamp Final Project Presentation"
Title: Chatty Kathy: Enhancing Physical Activity Among Older Adults
Description:
Discover how Chatty Kathy, an innovative project developed at the UNC Bootcamp, aims to tackle the challenge of low physical activity among older adults. Our AI-driven solution uses peer interaction to boost and sustain exercise levels, significantly improving health outcomes. This presentation covers our problem statement, the rationale behind Chatty Kathy, synthetic data and persona creation, model performance metrics, a visual demonstration of the project, and potential future developments. Join us for an insightful Q&A session to explore the potential of this groundbreaking project.
Project Team: Jay Requarth, Jana Avery, John Andrews, Dr. Dick Davis II, Nee Buntoum, Nam Yeongjin & Mat Nicholas
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Round table discussion of vector databases, unstructured data, ai, big data, real-time, robots and Milvus.
A lively discussion with NJ Gen AI Meetup Lead, Prasad and Procure.FYI's Co-Found
Quantitative Data AnalysisReliability Analysis (Cronbach Alpha) Common Method...2023240532
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Reliability Analysis (Cronbach Alpha)
Common Method Bias (Harman Single Factor Test)
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Descriptive Analysis
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Graph algorithms, like PageRank Compressed Sparse Row (CSR) is an adjacency-list based graph representation that is
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