Introduction to Financial Mathematics
Understand the time value of money, annuity calculations, and basic risk‑return and option pricing concepts.
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Why is a dollar received today worth more than a dollar received in the future?
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Summary
Fundamentals of Time Value of Money
Why the Present Matters More
The time value of money is a foundational principle in finance: a dollar you receive today is worth more than a dollar you receive in the future. Why? Because today's dollar can be invested to earn interest and grow. This simple insight is the basis for understanding all the financial calculations that follow.
Imagine you're offered two choices: receive $100 today or $100 in one year. You should always prefer the $100 today, because you could invest it at, say, 5% interest and have $105 in one year—better than the $100 you'd get by waiting.
Simple Interest
Simple interest is the most basic way to calculate earnings on an investment. It's calculated on the principal amount only, with no compounding.
$$I = Prt$$
Where:
$I$ = interest earned
$P$ = principal (starting amount)
$r$ = annual interest rate (as a decimal)
$t$ = time in years
Example: If you invest $1,000 at 6% annual simple interest for 3 years, you earn $I = 1000 \times 0.06 \times 3 = $180$, giving you a total of $1,180.
The key limitation of simple interest is that it only applies to the original principal—the interest you earn doesn't earn interest itself.
Compound Interest
In reality, most financial products use compound interest, where accumulated interest is reinvested and earns interest itself. This is more realistic and leads to faster growth.
$$A = P\left(1 + \frac{r}{n}\right)^{nt}$$
Where:
$A$ = final accumulated amount
$P$ = principal
$r$ = annual interest rate
$n$ = number of compounding periods per year
$t$ = time in years
Compounding frequency matters. If interest compounds annually ($n=1$), semi-annually ($n=2$), quarterly ($n=4$), monthly ($n=12$), or daily ($n=365$), you get different results. More frequent compounding means faster growth.
Example: $1,000 invested at 6% annual interest, compounded quarterly for 3 years:
$$A = 1000\left(1 + \frac{0.06}{4}\right)^{4 \times 3} = 1000(1.015)^{12} \approx $1,195.62$$
Compare this to the simple interest result of $1,180—compound interest earned you an extra $15.62. The difference grows larger with longer time periods and higher rates.
Future Value of a Lump-Sum Investment
The future value (FV) of a single lump-sum investment is found by applying the compound interest formula. This answers the question: "If I invest a dollar amount today, how much will I have at a specific date in the future?"
Using the compound interest formula, if you invest $P$ dollars today at rate $r$, compounded $n$ times per year, for $t$ years:
$$FV = P\left(1 + \frac{r}{n}\right)^{nt}$$
This is the same as calculating accumulated amount $A$—we're just using "FV" to emphasize we're thinking about the future value of today's money.
Key insight: The longer the time period or the higher the interest rate, the larger the future value. This is why starting to save early is so powerful—time is your greatest asset.
Present Value of a Future Amount
Often, we need to work backwards. If you know you'll receive a certain amount in the future, what is it worth in today's dollars? This is present value (PV), calculated by discounting a future amount back to today.
$$PV = \frac{FV}{(1 + r)^{t}}$$
Where:
$FV$ = future amount you'll receive
$r$ = discount rate (interest rate per period)
$t$ = number of periods until receipt
The discount rate reflects your cost of capital or the return you could earn elsewhere. For example, if you could earn 5% in a savings account, a 5% discount rate is reasonable.
Example: You're promised $1,500 in 3 years. What is it worth today if the discount rate is 6%?
$$PV = \frac{1500}{(1.06)^3} = \frac{1500}{1.191} \approx $1,259.71$$
This means that receiving $1,500 in 3 years is equivalent to receiving about $1,260 today. The difference ($240) reflects the interest you could have earned over three years by investing $1,260.
Important concept: Present value is the inverse of future value. If you discount a future amount back to today and then compound it forward, you get back your original future amount. This relationship is fundamental to all financial valuation.
Annuities and Related Cash Flow Concepts
Most real financial situations don't involve single lump-sum payments. Instead, you have a series of payments over time—rent, loan payments, investment contributions, or retirement income. These recurring cash flows are called annuities.
Ordinary Annuities
An ordinary annuity is a series of equal payments made at the end of each period. Examples include:
Annual loan payments (payments typically made at period end)
Bond coupon payments
Savings plans where you deposit money at the end of each period
The timing matters. When payments occur at the end of the period, less time is available for early payments to grow compared to when they occur at the beginning.
Present Value of an Ordinary Annuity
If you're evaluating what a stream of future payments is worth today, you calculate the present value of an ordinary annuity:
$$PV = P \times \frac{1 - (1 + r)^{-n}}{r}$$
Where:
$P$ = payment amount each period (must be equal)
$r$ = interest rate per period
$n$ = total number of payments
Example: What is the present value of receiving $500 at the end of each year for 5 years, at a 6% discount rate?
$$PV = 500 \times \frac{1 - (1.06)^{-5}}{0.06} = 500 \times 4.212 \approx $2,106$$
This means five $500 payments in the future are worth about $2,106 today. Each payment is discounted back by one more period than the previous payment.
Future Value of an Ordinary Annuity
The future value of an ordinary annuity answers: "If I make regular equal payments, how much will I have accumulated at the end?"
$$FV = P \times \frac{(1 + r)^{n} - 1}{r}$$
Where the variables have the same meaning as above.
Example: You deposit $500 at the end of each year for 5 years in an account earning 6% annually. How much will you have?
$$FV = 500 \times \frac{(1.06)^{5} - 1}{0.06} = 500 \times 5.637 \approx $2,818.55$$
Note that your total deposits were $2,500, but compound interest added $318.55—the benefit of letting each payment earn returns for the remaining time periods.
Annuities Due
An annuity due is a series of equal payments made at the beginning of each period. This timing difference matters significantly.
Examples include:
Lease or rent payments (typically due at the start of the period)
Insurance premiums
Savings plans where you contribute at the beginning of each period
Because payments are made earlier, they have more time to earn interest. This means annuities due are always worth more (both present and future values) than ordinary annuities.
Present and Future Values of Annuities Due
The relationship is straightforward:
PV of annuity due = PV of ordinary annuity × $(1 + r)$
FV of annuity due = FV of ordinary annuity × $(1 + r)$
The $(1 + r)$ factor represents one additional period of earning for all payments since they occur one period earlier.
Example: Using the previous example, if the $500 payments are made at the beginning of each year instead of the end:
$$PV{\text{due}} = 2,106 \times 1.06 \approx $2,232.36$$
You get about $126 more in present value because each payment is received and can start earning interest one period earlier.
Perpetuities
A perpetuity is a special type of annuity that continues indefinitely—it's an infinite series of equal payments with no end date.
Examples include:
Preferred stock dividends (theoretically forever)
Some types of bonds
Endowment payments
For a perpetuity, the present value formula simplifies dramatically:
$$PV = \frac{P}{r}$$
Where:
$P$ = periodic payment
$r$ = discount rate
Notice there's no $n$ (number of payments) because payments never end.
Why this works: In the ordinary annuity formula $PV = P \times \frac{1 - (1 + r)^{-n}}{r}$, as $n$ approaches infinity, $(1 + r)^{-n}$ approaches zero, leaving us with $\frac{P}{r}$.
Example: A preferred stock pays $4 per year forever. If the appropriate discount rate is 8%, what is it worth?
$$PV = \frac{4}{0.08} = $50$$
So the perpetuity is worth $50. As a sanity check: 8% of $50 equals $4, which is exactly the annual payment. This makes intuitive sense—if you have $50 earning 8%, you generate exactly $4 per year indefinitely.
Amortization and Amortization Tables
When you take out a loan, you typically repay it with equal periodic payments that cover both interest and principal. Amortization is the process of paying down a loan through regular payments.
An amortization table (or amortization schedule) tracks your loan repayment over time, showing for each payment:
The payment amount (constant throughout)
The portion going to interest
The portion going to principal reduction
The remaining balance
How it works: Early payments are mostly interest because the outstanding balance is large. As you pay down principal, later payments have less interest and more principal.
Example structure: For a $10,000 loan at 5% annual interest, paid monthly for 3 years:
The monthly payment is calculated using the ordinary annuity formula (solving for $P$), which equals about $299.71.
In month 1:
Interest charged: $10,000 × 0.05 ÷ 12 = $41.67
Principal paid down: $299.71 - $41.67 = $258.04
Remaining balance: $10,000 - $258.04 = $9,741.96
In month 36 (the final payment):
Interest charged: much smaller
Principal paid down: most of the payment
Remaining balance: $0
The key insight is that amortization tables show how every payment is split between interest and principal—they don't change the total payment, but show what portion actually reduces debt.
Risk and Return Fundamentals
An investment's return (how much money you make) depends on its risk (how uncertain that return is). Understanding the relationship between risk and return is crucial to making sound financial decisions.
Expected Return of a Portfolio
When you own multiple investments, your overall return depends on:
The expected return of each individual investment
How much money you have in each one (the weight)
The expected return of a portfolio is the weighted average of individual expected returns:
$$E(Rp) = w1E(R1) + w2E(R2) + \ldots + wnE(Rn)$$
Where:
$E(Rp)$ = expected return of the portfolio
$wi$ = weight of asset $i$ (proportion of total portfolio value)
$E(Ri)$ = expected return of asset $i$
Weights sum to 1 (or 100%)
Example: You invest $6,000 in Stock A (expected return 10%) and $4,000 in Stock B (expected return 15%). Total portfolio is $10,000.
Weights: $wA = 0.6$ and $wB = 0.4$
$$E(Rp) = 0.6(0.10) + 0.4(0.15) = 0.06 + 0.06 = 0.12 \text{ or } 12\%$$
Your portfolio's expected return is 12%—higher than Stock A's 10% but lower than Stock B's 15%, weighted by how much you own of each.
Variance and Standard Deviation as Risk Measures
Variance measures how spread out possible returns are around the expected return. If returns are tightly clustered around the average, variance is low (less risky). If returns scatter widely, variance is high (riskier).
Standard deviation is the square root of variance and is the more commonly used risk metric. It's measured in the same units as returns (percentages), making it easier to interpret.
Think of it this way:
A savings account has very low standard deviation—returns barely fluctuate
A small-cap stock has high standard deviation—returns jump around significantly
The higher the standard deviation, the more uncertain the return. For investors, higher uncertainty usually means higher required returns to compensate for the extra risk.
Why this matters on an exam: You'll likely need to understand that standard deviation measures risk and that higher standard deviation means more risk. You may need to calculate weighted portfolio risk (which is more complex due to correlation effects), but the fundamental concept is that variance and standard deviation quantify the dispersion of returns.
Concept of Diversification
Here's a powerful insight: you can reduce risk by combining investments whose returns don't move together perfectly.
Suppose you own only a boat rental company. When it rains, you lose money. Now suppose you also own an umbrella company that makes money when it rains. Your two businesses' returns are negatively correlated—when one does poorly, the other does well. Your combined portfolio is less risky than either alone, even though each individual business is risky.
This is diversification—combining assets whose returns are not perfectly correlated to reduce overall portfolio risk.
Key principles:
Combining two perfectly correlated assets (correlation = +1) provides no risk reduction
Combining uncorrelated assets (correlation = 0) provides meaningful risk reduction
Combining negatively correlated assets (correlation = -1) provides the most risk reduction
The more assets you add, the more diversification benefits you gain
Practical example: Stock and bond returns often move in different directions. In recessions, stocks fall but bonds often rise. A portfolio of both stocks and bonds is less volatile than 100% stocks, even though stocks offer higher long-term returns.
The crucial takeaway: Diversification reduces risk without necessarily reducing expected return. This is why investors diversify rather than putting all money in the single "best" investment.
Capital Asset Pricing Model (CAPM)
The Capital Asset Pricing Model is a framework for understanding expected returns based on systematic risk.
The model states:
$$E(R) = Rf + \beta(Rm - Rf)$$
Where:
$E(R)$ = expected return of the asset
$Rf$ = risk-free rate (return on safe investments like Treasury bonds)
$\beta$ = beta coefficient (measures systematic risk)
$(Rm - Rf)$ = market risk premium (expected excess return of the overall market)
Understanding beta:
$\beta = 1$ means the asset moves exactly with the market
$\beta > 1$ means the asset is more volatile than the market (higher risk)
$\beta < 1$ means the asset is less volatile than the market (lower risk)
Example: Suppose:
Risk-free rate = 3%
Market risk premium = 7% (market expected to return 10% vs. 3% risk-free rate)
Stock has beta = 1.2
$$E(R) = 0.03 + 1.2(0.07) = 0.03 + 0.084 = 0.114 \text{ or } 11.4\%$$
The stock should earn 11.4% because it's 20% more volatile than the market, so investors require 20% more additional return (1.2 × 7% premium = 8.4%).
Key insight: CAPM separates risk into two parts:
Systematic risk (measured by beta)—market-wide risk you can't diversify away, so you need compensation
Unsystematic risk—company-specific risk that diversification eliminates, so you don't need compensation
Introduction to Option Pricing
An option is a financial contract that gives you the right—but not the obligation—to buy or sell an underlying asset at a predetermined price.
Definition and Types of Options
There are two basic types:
Call option: Gives the holder the right to buy the underlying asset at the strike price
Put option: Gives the holder the right to sell the underlying asset at the strike price
Key terminology:
Strike price (or exercise price): The predetermined price at which you can buy/sell
Underlying asset: The stock, bond, commodity, or other item the option is based on
Expiration date: The deadline to exercise (use) the option
Example: You buy a call option on Apple stock with a strike price of $150 and expiration in 3 months. This gives you the right (but not obligation) to buy Apple stock at $150 anytime before expiration, regardless of the actual market price.
Why would this be valuable? If Apple stock rises to $160, you could exercise your option, buy at $150, and immediately sell at $160 for a $10 profit (minus the option cost). But if Apple falls to $140, you'd simply let the option expire worthless—you're not forced to buy.
Why "not an obligation" matters: This is what makes options different from stocks or bonds. You have the choice to use it or not, and this flexibility has value.
Factors Influencing Option Value
Option value depends on five main factors:
1. Price of the underlying asset
For call options: Higher asset price = higher option value (more likely to be in-the-money)
For put options: Lower asset price = higher option value
2. Strike price relative to current price
How far "in-the-money" or "out-of-the-money" is the option?
An in-the-money call has higher value than an out-of-the-money call
3. Time remaining to expiration
More time = higher option value (more opportunities for favorable price movements)
This is why options lose value as expiration approaches
4. Volatility of the underlying asset
Higher volatility = higher option value (more chance for large favorable moves)
A stable stock option is worth less than a volatile stock option
5. Risk-free interest rate
Higher rates = higher call option values (affects the present value of paying the strike price)
Effects are typically small compared to other factors
These five factors determine an option's theoretical value, and understanding their relationships is crucial.
Black-Scholes Model Overview
<extrainfo>
The Black-Scholes formula is a mathematical model that calculates the theoretical price of European-style options (options that can only be exercised at expiration, not before).
While you don't need to memorize the formula for most exams, you should understand:
It uses all five factors mentioned above in a continuous-time framework
It assumes certain market conditions (no transaction costs, efficient markets, lognormal price distributions)
It provides a theoretical benchmark for option pricing
Real market prices may differ from Black-Scholes predictions due to market frictions and psychology
The model's primary contribution was showing that option values depend on volatility and time in quantifiable ways, revolutionizing options trading.
</extrainfo>
Flashcards
Why is a dollar received today worth more than a dollar received in the future?
Because the present dollar can earn interest.
What is the formula for calculating simple interest?
$I = Prt$ (where $I$ is interest, $P$ is principal, $r$ is annual rate, and $t$ is time in years).
What is the formula for the accumulated amount using compound interest?
$A = P(1 + \frac{r}{n})^{nt}$ (where $A$ is accumulated amount, $P$ is principal, $r$ is annual rate, $n$ is compounding periods per year, and $t$ is years).
How is the future value (FV) of a single lump-sum investment calculated?
By applying the compound interest formula to the principal amount.
What is the formula used to compute the present value (PV) of a future amount?
$PV = \frac{FV}{(1 + r)^{t}}$ (where $FV$ is future value, $r$ is discount rate, and $t$ is number of periods).
What defines the payment timing of an ordinary annuity?
Equal payments are made at the end of each period.
What is the formula for the present value of an ordinary annuity?
$PV = P \times \frac{1 - (1 + r)^{-n}}{r}$ (where $P$ is payment, $r$ is rate per period, and $n$ is total payments).
What is the formula for the future value of an ordinary annuity?
$FV = P \times \frac{(1 + r)^{n} - 1}{r}$ (where $P$ is payment, $r$ is rate per period, and $n$ is total payments).
What defines the payment timing of an annuity due?
Equal payments are made at the beginning of each period.
How is the present value of an annuity due calculated relative to an ordinary annuity?
It equals the present value of an ordinary annuity multiplied by $(1 + r)$.
What is the formula for the present value of a perpetuity?
$PV = \frac{P}{r}$ (where $P$ is the periodic payment and $r$ is the discount rate).
What three components of a loan payment does an amortization table track over time?
Remaining balance
Interest portion
Principal portion
How is the expected return of a portfolio determined?
As the weighted average of the expected returns of individual assets.
How is standard deviation related to variance in the context of risk measurement?
Standard deviation is the square root of variance.
How does diversification reduce portfolio risk?
By combining assets whose returns are not perfectly correlated.
According to the Capital Asset Pricing Model (CAPM), what does an asset's expected return equal?
The risk-free rate plus beta times the market risk premium.
What is the difference between a call option and a put option?
A call option gives the right to buy an asset, while a put option gives the right to sell an asset.
What five factors influence the value of a financial option?
Underlying asset price
Volatility of the underlying asset
Time remaining to expiration
Risk-free interest rate
Strike price
What type of options is the Black-Scholes formula specifically designed to price?
European-style options.
Quiz
Introduction to Financial Mathematics Quiz Question 1: What does the time value of money principle state?
- A dollar today is worth more than a dollar tomorrow because it can earn interest. (correct)
- Money loses value over time due to inflation regardless of interest rates.
- Future cash flows are always more valuable than present cash flows.
- All cash flows have the same value regardless of timing.
Introduction to Financial Mathematics Quiz Question 2: What characterizes an ordinary annuity?
- Equal payments made at the end of each period. (correct)
- Payments vary each period but occur at the beginning.
- Equal payments made at the beginning of each period.
- Payments are irregular and occur randomly.
Introduction to Financial Mathematics Quiz Question 3: How is simple interest calculated?
- I = P r t (correct)
- I = P(1 + r)^t – P
- I = P (1 + r/n)^{n t} – P
- I = P / (1 + r)^t
Introduction to Financial Mathematics Quiz Question 4: Which of the following is a factor that influences the value of an option?
- The price of the underlying asset (correct)
- The borrowing rate of the investor
- The market share of the issuing company
- The dividend payout ratio of the issuer
Introduction to Financial Mathematics Quiz Question 5: Holding the payment amount $P$ and the number of payments $n$ constant, what is the effect on the present value of an ordinary annuity when the periodic interest rate $r$ increases?
- The present value decreases. (correct)
- The present value increases.
- The present value remains unchanged.
- The present value becomes negative.
Introduction to Financial Mathematics Quiz Question 6: What is the present‑value formula for a perpetuity that pays $P$ each period at a constant discount rate $r$?
- $PV = \dfrac{P}{r}$ (correct)
- $PV = P \times r$
- $PV = P \times (1 + r)$
- $PV = \dfrac{P}{1+r}$
Introduction to Financial Mathematics Quiz Question 7: What does the Black‑Scholes formula compute?
- The theoretical price of a European‑style option (correct)
- The historical volatility of the underlying asset
- The optimal number of shares to hold in a portfolio
- The dividend yield of the underlying stock
Introduction to Financial Mathematics Quiz Question 8: In the compound‑interest formula $A = P\left(1 + \frac{r}{n}\right)^{nt}$, what does the variable $t$ represent?
- The number of years the money is invested (correct)
- The annual nominal interest rate
- The number of compounding periods per year
- The future value of the investment
Introduction to Financial Mathematics Quiz Question 9: Which expression gives the future value of an ordinary annuity?
- $FV = P \times \dfrac{(1 + r)^{n} - 1}{r}$ (correct)
- $FV = P \times \dfrac{1 - (1 + r)^{-n}}{r}$
- $FV = P \times (1 + r)^{n}$
- $FV = \dfrac{P}{r}$
Introduction to Financial Mathematics Quiz Question 10: According to the Capital Asset Pricing Model (CAPM), an asset’s expected return equals:
- The risk‑free rate plus beta times the market risk premium (correct)
- The risk‑free rate divided by beta
- The market return minus beta
- The risk‑free rate multiplied by the asset’s standard deviation
Introduction to Financial Mathematics Quiz Question 11: Which formula correctly calculates the future value (FV) of a single lump‑sum investment of present value PV after t periods at interest rate r per period?
- FV = PV × (1 + r)^{t} (correct)
- FV = PV / (1 + r)^{t}
- FV = PV × (1 + r)^{t‑1}
- FV = PV + r t
Introduction to Financial Mathematics Quiz Question 12: In an annuity due, when are the periodic payments made?
- At the beginning of each period (correct)
- At the end of each period
- Continuously throughout the period
- Only once at the start of the contract
Introduction to Financial Mathematics Quiz Question 13: A call option gives the holder the right to:
- Buy the underlying asset at a predetermined price (correct)
- Sell the underlying asset at a predetermined price
- Receive a fixed dividend from the underlying asset
- Avoid any future financial obligations
Introduction to Financial Mathematics Quiz Question 14: What is the formula to calculate the present value of a future amount $FV$ to be received in $t$ periods at discount rate $r$?
- PV = $\displaystyle \frac{FV}{(1+r)^{t}}$ (correct)
- PV = $FV \times (1+r)^{t}$
- PV = $\displaystyle \frac{FV}{(1+r)^{t}} - 1$
- PV = $\displaystyle \frac{FV}{r}$
Introduction to Financial Mathematics Quiz Question 15: If a portfolio holds 75 % of asset X with an expected return of 6 % and 25 % of asset Y with an expected return of 10 %, what is the portfolio’s expected return?
- 7 % (correct)
- 8 %
- 9 %
- 10 %
Introduction to Financial Mathematics Quiz Question 16: If the variance of a portfolio’s returns is 0.0225, what is the portfolio’s standard deviation?
- 15 % (correct)
- 0.0225 %
- 22.5 %
- 7.5 %
Introduction to Financial Mathematics Quiz Question 17: How is the present value of an annuity due related to the present value of an ordinary annuity?
- It equals the ordinary annuity PV multiplied by (1 + r) (correct)
- It equals the ordinary annuity PV divided by (1 + r)
- It equals the ordinary annuity PV plus r
- It equals the ordinary annuity PV minus (1 + r)
Introduction to Financial Mathematics Quiz Question 18: How is the remaining balance after each loan payment calculated in an amortization table?
- By subtracting the principal portion of the payment from the previous balance (correct)
- By adding the interest portion of the payment to the previous balance
- By multiplying the previous balance by the periodic interest rate
- By dividing the total payment amount by the number of periods
What does the time value of money principle state?
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Key Concepts
Time Value and Interest
Time value of Money
Simple Interest
Compound Interest
Present Value
Ordinary Annuity
Annuity Due
Perpetuity
Investment Risk and Return
Capital Asset Pricing Model
Diversification
Expected Return
Portfolio Variance
Black–Scholes Model
Definitions
Time value of Money
The principle that a dollar today is worth more than a dollar in the future because it can earn interest.
Simple Interest
Interest calculated only on the original principal, using the formula I = P r t.
Compound Interest
Interest earned on both the principal and previously accumulated interest, expressed by A = P(1 + r/n)^{nt}.
Present Value
The current worth of a future cash amount discounted at a specific interest rate.
Ordinary Annuity
A series of equal payments made at the end of each period.
Annuity Due
A series of equal payments made at the beginning of each period.
Perpetuity
An infinite series of equal periodic payments, valued as PV = P / r.
Capital Asset Pricing Model
A model linking an asset’s expected return to its systematic risk (beta) and the market risk premium.
Diversification
The investment strategy of combining assets with low correlation to reduce overall portfolio risk.
Expected Return
The weighted average of possible returns on an investment, using probabilities or portfolio weights.
Portfolio Variance
A statistical measure of the dispersion of portfolio returns, indicating risk.
Black–Scholes Model
A mathematical formula that estimates the theoretical price of European‑style options.