This document discusses, using a simple example, what a robo-advisor can achieve using Deep Reinforcement Learning when creating trading strategies for financial markets. This system is already in use and generating added value for asset managers, traders and financial market analysts. The system will be upgraded with a Business Intelligence layer and be partially made available via the web in the course of 2018.
Cash flow, cash flow diagram and industry. Cost estimation is required to provide reliable decisions.Price fluctuations, company policies, governmental regulations
Forecast model to invest in the financial marketMichael Zanon
We analyze the dependence of future returns on past drawdowns of the monthly time series of the S&P500 Index, from 1967 to 2012. From historical data, it appears when the drawdown increases in absolute value, future returns increase, both in mean as well as in distributional values.
Natural Language Processing for Annual Report in AustraliaMalcolm Yang
In nowadays financial market, there is no doubt that stock market was the essential part in it. And we trust that if we can predict the stock price volatility, it will be a meaningful and attractive research project, that is the reason why we choose this issue. For the stock price prediction, there will be several problems that we may facing when we procedure to the methodology level. This project was a real challenging task for us and if we can provide any possible solution for this subject, it will be a significant contribution for the finance and investment market. Although we all know that accurately predict is not possible, but our project is putting our aim on how to provide a useful strategy only focus on the Australia market and companies.
This document discusses, using a simple example, what a robo-advisor can achieve using Deep Reinforcement Learning when creating trading strategies for financial markets. This system is already in use and generating added value for asset managers, traders and financial market analysts. The system will be upgraded with a Business Intelligence layer and be partially made available via the web in the course of 2018.
Cash flow, cash flow diagram and industry. Cost estimation is required to provide reliable decisions.Price fluctuations, company policies, governmental regulations
Forecast model to invest in the financial marketMichael Zanon
We analyze the dependence of future returns on past drawdowns of the monthly time series of the S&P500 Index, from 1967 to 2012. From historical data, it appears when the drawdown increases in absolute value, future returns increase, both in mean as well as in distributional values.
Natural Language Processing for Annual Report in AustraliaMalcolm Yang
In nowadays financial market, there is no doubt that stock market was the essential part in it. And we trust that if we can predict the stock price volatility, it will be a meaningful and attractive research project, that is the reason why we choose this issue. For the stock price prediction, there will be several problems that we may facing when we procedure to the methodology level. This project was a real challenging task for us and if we can provide any possible solution for this subject, it will be a significant contribution for the finance and investment market. Although we all know that accurately predict is not possible, but our project is putting our aim on how to provide a useful strategy only focus on the Australia market and companies.
BlueBookAcademy.com - Value companies using Discounted Cash Flow Valuationbluebookacademy
In this slideshow on valuing companies using discounted cash flows (DCF), we'll run through the most popular valuation tool used by investment bankers, traders and investors to compute the value of a company's shares and make stock recommendations.
As a fundamental concept in finance, DCF models have wider applications in valuing bonds (fixed income) and in project appraisal.
Objectives
• Know that standard NPV analysis does not account for real options
• Basic understanding of option pricing
– Black-Scholes formula
– Binomial model
• Know different types of real options and their implications
– Option to Expand
– Option to Wait
• Improve your ability to recognize valuable real options to make good business decisions
BlueBookAcademy.com - Value companies using Discounted Cash Flow Valuationbluebookacademy
In this slideshow on valuing companies using discounted cash flows (DCF), we'll run through the most popular valuation tool used by investment bankers, traders and investors to compute the value of a company's shares and make stock recommendations.
As a fundamental concept in finance, DCF models have wider applications in valuing bonds (fixed income) and in project appraisal.
Objectives
• Know that standard NPV analysis does not account for real options
• Basic understanding of option pricing
– Black-Scholes formula
– Binomial model
• Know different types of real options and their implications
– Option to Expand
– Option to Wait
• Improve your ability to recognize valuable real options to make good business decisions
Sheet4Assignment 1 LASA # 2—Capital Budgeting Techniques
Sheet1
Solution
:-A) Computation of WACC:-Cost of equity (Ke) will be calculated using dividend discount model which is as under:-Price of share (P0) = D1/(Ke-g)Ke = (D1/(P0*(1-f))) + gWhere,D1 = D0*(1+g)F = Flotation costKe = ((2.50*(1+6%))/(50*(1-10%))) + 6%Ke = 11.89%i) Equity financing and debt financing are two different sources of financing being used by the organizations to procure funds. Equity and debt are two different sources of financing, equity financing represents internal source of finance whereas debt financing represent external source of finance. Mixture of both is always used by the business organizations to procure funds and is most commonly known as target ratio or capital structure ratio. This ration varies from industry to industry and company and company depending upon various circumstances, equity financing can be raised only through issuing shares in market by the help of initial public offer whereas debt financing can be raise from many sources such as bonds, long term loans, money market instruments etc.Equity Financing has following advantages:1. The total cash flows generated can be used solely for investment purpose, rather than paying back the investors.2. Funds can be raised in shorter time as compared to other sources of funds.However, in equity financing, dilution of ownership easily occurs and more investors can lead to loss of Control.Cost of debt (Kd) will be calculated as follows:-Kd = Market rate of deb*(1-tax rate)Kd = 5%*(1-35%)Kd = 3.25%Debt is a more common source of finance used by most of the organizations, the reason for the same is as follows:-a. Debt is cheaper source of finance as compared to equity the reason being the cost associated with issuing the common stock like. Underwriters commission, legal expenses, various registration charges, issuing of prospectus, printing of various documents etc.b. Debt financing provide leverage to the company which will increase the Earning per Share (EPS) which in turn leads to increase in market value of share, this helps organization to maximize its market capitalization.However, if the expansion venture does not work in favour of the company, then these obligations of repayment of principal and interest may turnout to be a burden to the company. WACC = (Ke*We) + (Kd*Wd)WACC = (11.89%*70%) + (3.25%*30%)WACC = 9.30%B) Computation of NPV of project A:-Depreciation = Cost of the asset – salvage value Life of the asset = 1,500,000/ 3 = 500,000Calculation of cash flows:Revenue – 1,200,000Less Cost – 600,000Less Depreciation – 500,000Profit - 100,000Less taxes (35%) 35,000Profit after taxes .
1. Risk
When is more than one possible
outcome for an investment there is
risk.
2. Risk and project appraisal
•Presenting a more realistic and rounded view of a
project’s prospects by incorporating risk in an
appraisal
•Presenting a sensitivity graph and discuss break-
even NPV
•Undertake scenario analysis
•Adjusting for risk by varying the discount rate
3. Three types of expectations about the future:
1 Certainty
2 Risk
3. Uncertainty
Objective probabilities
Estimated from historical data
E.g. a supermarket chain has 100 existing supermarkets what
is the probability of a new one being profitable.
Subjective
6. Sensitivity analysis
Acmart plc
•Acmart plc has developed a new product line called Marts
•Likely demand for Marts is 1,000,000 per year, at a price of £1,
for the four-year life of the project
7.
8. Acmarts plc (continued)
•Required rate of return on a project of this risk
class is 15 per cent
•Expected net present value:
14. The break-even NPV
•Initial investment
A rise of £56,500 will leave NPV at zero. A percentage increase
of: £56,500
––––––––– ×100 = 7.06%
£800,000
•Sales price
The cash flow per unit (after costs), c, can fall to 28
pence before break-even is reached:
800,000 = c × 1,000,000 × 2.855
800,000
c = ––––––––––––––––– = 0.2802
2.855 ×1,000,000
15. The break-even NPV (continued)
•Material cost
If the cash flow per unit can fall to 28 pence before break-even
is reached 2 pence can be added to the price of materials before
the project produces a negative net present value. Material cost
can rise by 5 per cent ((2 ÷ 40) ×100) before break-even is
reached.
•Discount rate
We need to calculate the annuity factor that will lead to the four
annual inflows of £300,000 equalling the initial outflow of
£800,000 300,000 ×after discounting.800,000
annuity factor =
800,000
Annuity factor (four-year annuity) = ––––––– = 2.667
300,000
The interest rate corresponding to a four-year annuity factor of 2.667 is
approximately 18.5 per cent. This is a percentage rise of 23.3 per cent.
18.5 - 15
× 100 = 23.3
15
16. Advantages and disadvantages
of using sensitivity analysis
•Advantages
– Information for decision making: at least you know what the
margins for error are.
– You know which factors the success of the project is most
sensitive to.
– To make contingency plans: if you know the value of a project is
sensitive to a particular input you can plan make alternative
arrangements if the price of that input increases.
•Drawbacks
– The absence of any formal assignment of probabilities to the
variations of the parameters
– Each variable is changed in isolation while all other factors
remain constant
21. Adjusting for risk through the
discount rate
Assume investors are risk averse
Investors demand higher rates of return to take
on additional risk.
→The cost of capital is higher for risky projects.
22.
23. How do we estimate the risk
premium?
We need to know how investors price risk in the
market.
As a first step we need to understand how
investors manage the risk of their investments.