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MAD
Mean Average Deviation =
|xi - xbar| / n
CV
Coefficient of Variation, aka. “relative dispersion”
= sd / mean
Harmonic Mean (And when to use it?)
Geometric Mean formula?
Now rank harmonic, geometric, and arithmetic by size.
Sum all the observations using 1/x
Take the number of obs, n, and divide by the previous result
Use this in case of needing to find “average price per share”. E.g. 1000$ invested in stock market every year, but stock market is priced differently every year, so greater weight need to be placed on cheaper years.
Geometric mean = [(1+r1)(1+r2)…]1/n -1
The arithmetic mean is largest, followed by geometric, then harmonic (follows the alphabet A, G, H)
Binomial Probability
NOTE: 2nd + is the nCr function on TIBA

SE of Sample Mean
sd(x) / sqrt(n)
IQR and Location of Percentile
Q3-Q1 ; (Percentile)(n+1)
e.g. 12th percentile of 900 observations would occur on the 108th position
Multiplication Rule of Probability
P(AnB) = P(A|B)P(B)
If independent, P(AnB)=P(A)P(B) since P(A) = P(A|B)
Standard deviation formula
sqrt(sum(x-xbar)²)/n-1)
Variance of a portfolio
Varp = w1² var1² + w2² var2² + 2* w1w2 cov(1,2)
z-score formula
z = x-bar - mu / sigma
F statistic formula
“Master of Real Estate”
MSR/MSE
MSR = SSR/k-1
MSE = SSE/n-k
Correlation formula
cov(a,b) / σaσb
Covariance formula
sum(xi - xbar)(yi - ybar) / n-1
PED
%dQ / %dP
GDP Deflator
Nominal/Real *100
Fiscal Balance
(G-T) = (S-I) - (X-M)
Quantity theory of money
MV = PY
Money supply(Velocity) = Price(Production)
Fisher eqn
nominal = real + inflation
Balance of payments
BoP = Current Account + Capital Account + Financial Account
Forward rate from spot rates (And what does it imply?)
Fwd/Spot = 1+rspot / 1+rbase
(Implies: You cannot make risk-free profit by choosing:
investing for the longer maturity at the spot rate, versus
investing for the shorter maturity, then reinvesting at the implied forward)
Remember that rbase goes in the base!
Double-declining balance
Find the depreciation rate per year with the original asset value at purchase
Double it
The yearly charge is the net book value less the double-declined rate
Basic EPS
Net Income - Pref. Dividends / WA Shares Outstanding
Diluted EPS (If-converted method)
Diluted EPS is used when there are potentially convertible shares, or debt interest. NOTE that the denominator adds any common shares from CONVERSION. You do NOT add preferred shares.
ALSO NOTE: always calculate basic EPS as well. If Basic EPS < Diluted EPS, use Basic EPS as the reported Diluted EPS. Basically, Basic EPS forms a ceiling on Diluted EPS.

Debt Ratio
Total Debt / Total Assets
Leverage Ratio
Total Assets / Total Equity
Quick Ratio (Acid Test)
Cash and equivalents + Marketable securities + Receivables / Current Liabilities
Cash Ratio
Cash and equivalents + Marketable securities / Current Liabilities
FCFF and FCFE (Write both; Compare the two)
Free Cashflow to Firm = NI + Noncash Charges + interest(1-t) - Capex - Working Capex
Equivalently… FCFF = CFO + Int(1-t) – Capex.
Free Cashflow to Equity = NI + Noncash Charges + net borrowing - Capex - Working Capex
Equivalently … FCFE = CFO + Net borrowing - Capex
Interest coverage ratio
= EBIT / Interest payments
Reinvestment ratio
CFO / Cash paid for long term assets
Real exchange rate
(Nominal exchange rate)*(Pf / Ph)
Where nominal exchange rate is expressed in home ccy/foreign ccy
Change in real exchange rate
dReal Exchange Rate = dNominal Exchange Rate + dP foreign - dP home
Debt Payment Ratio
CFO / LT Debt Repayments
Dividend Payment Ratio
CFO / Dividends Paid
Investing & Financing Ratio
CFO / CFF + CFI
Receivables Turnover
Revenues / Avg Receivables
Payables Turnover
Credit Purchases / Avg Payables
Which should be approximated as… COGS+dInventory / Avg Payables
DSO
Days Sales Outstanding
= 365 / Receivables Turnover
= 365 * (Avg Receivables / Revenues)
DOH / DIH
Days on Hand (Days Inventory on Hand)
= 365 / (Inventory Turnover)
= 365 * (Avg Inventory / COGS)
Days Payables
365 / Payables Turnover
= 365 * (Avg Payables / Credit Purchases)
i.e. 365 (Avg Payables / COGS + dInventory)
Inventory Turnover
COGS / Avg Inventory
Cash Conversion Cycle
DSO + DIH - DP
(Acronym: CCC = S+I-P)
ROE (State the simple formula, along with the 3 and 5-part breakdown)
ROE = Net Income / Avg Equity
ROE = (Net Income / Revenue) * (Revenue/Assets) *(Assets/Avg Equity)
(Net profit margin)*(Asset Turnover)*(Leverage Ratio)
ROE = (NI/EBT)*(EBT/EBIT)*(EBIT/Revenue)*(Revenue/Assets)*(Assets/Avg Equity)
(Tax Burden)(Interest Burden)(Operating Margin)(Asset Turnover)(Leverage Ratio)
Asset Turnover
Revenue/Total Assets
List the DTA/DTL formulae
DTA is generated when Tax Paid > Tax Expense ; DTL when Tax Expense > Tax Paid.
Tax Expense = Tax Paid + dDTL - dDTA
Forward/Spot rate relation for FX
(1+rhome) = Spothome/foreign * (1+rforeign) *Forwardforeign/home
Therefore,
Note in the image all the ‘home’ terms are in the numerator

Systematic risk calculation
Systematic risk is defined as BETA
If beta is not given, calculate using Treynor Ratio
See image. Rp-Rf/Treynor = BETA

Macaulay Duration for FRNs
A FRN is a floating rate note, i.e. at each ‘reset date’, a new floating rate is calculated and that rate is used to pay the interest (+ a margin)
MacDurFRN = (Days Between Resets - Days Since Last Reset) / Days Between Resets
Ethics Standard I(A) - Knowledge of Law
Means you must comply with legislation. In conflicts of different laws, apply the stricter one.
The ‘applicable law’ is always the stricter of: law in place of residence or place of business.
If the applicable law is less strict than CFA guidelines, always choose CFA guidelines. If CFA guidelines are less stringent, choose the applicable law.
Standard I(B): Independence and Objectivity
DO NOT offer/accept G&E that could compromise independence/objectivity
Standard I(C): Misrepresentation
Do not spread untrue information, omit information, misrepresent your firm, or give misleading recommendations.
Plagiarism: Not permitted to claim authorship of others’ work. However, you can use and distribute research reports as long as it is cited - this includes not only emails but also in-person and video communication
Work completed for employer: Past employee’s research may be used (do not claim authorship); it is the firm’s proprietary work
Standard I(D): Misconduct
Do not lie, cheat, steal, or act dishonestly - this differs from I(A) as it governs all ‘misconduct’ beyond legal matters.
In essence, act in a professional manner that reflects the profession best. Some violations may be breaching both I(A) and I(D).
e.g. While it is legal to have alcohol, being under the influence and making investment decisions reflects poorly on professionalism.
Standard I(E): Competence
Members/candidates have a responsibility to update their knowledge to remain competent. A ‘negative’ outcome from an investment recommendation does NOT imply failure to adhere to I(E)
This one is more about staying relevant to ensure delivering best advice to clients.
Geometric Mean Return
[(1+r1)(1+r2)(1+ …)]1/n - 1
Standard II(A): MNPI
Do not act on, inform others on MNPI to use for trading (are allowed to, however, in CDD or loan underwriting or other contracted duties). This includes failing to prevent others from gaining access to and acting on MNPI when they do not need it.
Information considered material when the equity price or valuation is likely to be affected by such info - incl. earnings, M&A, major developments…
Information considered nonpublic when it has not been released in a press release or on company website.
Mosaic theory: You may use all public information, along with nonmaterial nonpublic information, when conducting research. It is not a violation to pay for or be paid for such research - and such research does not need to be made public before acted upon in trading.
Money Duration (formula from ModDur)
ModDur * Full Price
What is put-call parity? Write the formula too.
Put-call parity applies only to European call options. A protective put (a put + a share) should always have the same strike price and expiration as a fiduciary call (a call + a bond)

CML properties
Capital market line
> Relates only to portfolios on efficient frontier. X-axis is the standard portfolio deviation, measuring total risk
SML properties
Security market line
> Relates to ALL security portfolios, regardless of efficiency. X-axis is the systematic risk (Beta) it is the graphical representation of the CAPM line!
Porter’s five forces
threat of new entrants
barg power of suppliers
barg power of buyers
threat of substitutes
rivalry among existing competitors
Portfolio ModDur/MacDur
Find the market value of each bond in the portfolio (Par value * Price)
Find the total market value of the portfolio
Divide MVbond by MVportfolio to find the weight of each bond
Multiply the weight by the ModDur/MacDur
Standard II(B): Market Manipulation
Do not pump and dump, do not manipulate markets by disseminating false info
Standard III(A): LPC
Loyalty, prudence, and care to customers
PUT CUSTOMERS INTERESTS FIRST, above employers and self interest
more responsibility required in custody-type relationships
any direct client instructions should be followed - albeit important to discuss the details if it conflicts with mandate - seek best price available
act in client interest in proxy votes
Standard III(B): Fair dealing
Do not discriminate against any client. It is permitted to set-up different ‘service levels’ provided this is disclosed
Material changes, such as revisions, shd be disseminated to all clients at best-effort time
Oversubscribed securities: Attempt to pro-rate available slots
Standard III(C): Suitability
Always consider client needs. Think about whether an investment suits the IPS (investment policy statement) and whether an investment decision fits the mandate.
Standard III(D): Performance presentation
Present performance information credibly and reliably. Do not alter calculation methodologies without disclosure and only do so with reason.
NEVER exaggerate returns and NEVER imply that past results lead to future earnings. Phrases like “you can expect to earn…” is misleading and against the policy
Standard III(E): Confidentiality
Keep info confidential unless client explicitly allows sharing. Or if required by law. Or if client is breaking the law.
Standard IV(A): Loyalty
Be loyal to employer by acting in their benefit.
Always inform employer if doing side hustles.
If switching jobs, do not contact existing/potential clients to solicit for business until AFTER you have left.
Whistleblowing: Always, always follow the law in whistleblowing. Then, the next priority is of clients/markets - whistleblowing should not be for personal gain!
Why are forward/futures priced different to spot?
Convenience yield: When the asset is expected to earn above the riskfree return, the amount ‘extra’ is the convenience yield. This reduces a forward/future price as it makes spot more valuable.
Storage costs: Make it more attractive to buy forward/future than spot - since you need to pay for storage on spot after receiving the item.
Standard IV(B): Addtl Compensation Arrangements
Always disclose / receive permission from employer before receiving or giving G&E which may impede on objectivity and independence
Standard IV(C): Responsibility of superiors
Supervisors have the responsibility for their subordinates to uphold the CFA Code and Standards, along with applicable company regulations and local laws
Ensure that compliance procedures are easy to follow and well-documented. Keep subordinates trained and up-to-date on such procedures.
Standard V(A): Diligence
Exercise diligence, independence, thoroughness in analysing and creating research theses
i.e. Do your homework! On the things you are recommending.
Make sure you understand the model. And its assumptions and risks.
Do due diligence on external advisers/research, if used
Standard V(B): Communications with Current/Prospective Clients
This standard applies only to client-facing members/candidates
Remain transparent about services provided - along with costs
Disclose cost structure changes
Disclose general format/principles that are used to form investment recommendations
Disclose limitations and risks to clients
Distinguish fact from opinion
Standard V(C): Record retention
CFA recommends keeping records for at least 7 years, unless local laws say for longer.
Retain records that pertain to buy/sell/hold, research, or investment conclusions
Standard VI(A): Avoid/disclose conflicts
Where possible, avoid conflicts of interest (COI)
If unavoidable, make the disclosure. Do not use COI for personal gain.
COI may exist within a firm between departments. Make sure what you are doing is not a COI.
Stock ownership: Owning a stock as an investment manager may be a COI if you intend to market that stock to clients
Directorship: Definite no-no, because your duty as a director (reporting to shareholders) differs from your duty as a investment manager (reporting to clients)
Diluted EPS (Treasury stock method)
Treasury stock method: for stock options. ie usually employee stock options - when a strike price is breached…
you must calculate how much cash inflow the company receives when the options are converted, and then how much the company buys back - the assumption is they use all proceeds to buy back.
The net new shares is added to the denominator.

Treasury stock
…Is treated as a negative equity in accounting. It is when a company buys back common shares issued.
Therefore when calculating equity remember to subtract treasury stock away.
Debt to capital ratio
Debt/(Debt+Equity)
CAPM (write formula and name each component)
Capital asset pricing model - calculates the expected return based on market risk premium, systematic risk, and riskfree rate
CAPM = Rf + B(Rm - Rf)
Pricing vs valuation (For bonds? For swaps?)
bonds: pricing is done at issuance, means setting the coupon rate which makes par=price
valuation is done after issuance, coupon is fixed, market yield (YTM)changes - evaluating whether the bond has gone up or down in value
swaps: determining the fixed for floating /vice versa rate that makes the swap value=0 at inception. valuation is done after the swap begins, the rate is predetermined - valuation helps to calculate who owes who what
price-weighted index vs value-weighted index vs equal-weighted vs fundamental index?
price-weighted: higher stock priced companies are weighted higher. if stock A trades at $90 and stock B trades at $10 then A is 90% and B is 10% of the portfolio
value-weighted: higher market cap companies are weighted heavier. (ie adjusts price by shares outstanding). so it creates a momentum effect - winners are weighted heavier and losers have less exposure
equal-weighted: all companies weighted the same-overweights small cap and underweights large cap. requires freq rebalancing, contrarian effect
fundamental index: companies not weighted by share price but instead on fundamentals like sales, earnings, book value, cash flow. If share prices rise but fundamentals don’t … then value tilt
When forward FX rate > spot rate (for price currency)
What happens? What about vice versa?
It means that the price currency is expected to depreciate against the base currency (i.e. base appreciates). Currently the price country’s interest rate is LOWER than the home country’s.
What is an incurrence test
Negative covenant - basically means RATIOS that must be met before the company can issue more debt
What is limitations on liens
Negative covenant - restricts borrower from using the same asset as collateral in another facility
Pari passu
Means any additional debt issued by a borrower should have the same contractual rights as existing debt issued by that company with same seniority
What should you NOT consider during NPV analysis?
Sunk costs
Financing costs
Fiduciary call (And what is its value?)
Long European call option
Coupled with a long on a zero-coupon bond maturing on the option expiry date, face value = strike price of option
The value is equal the Call Option Premium+ Strike Price/Riskfree rate^t

Protective put
Long European put option
Long forward contract on underlying
Coupled with a long on a zero-coupon bond maturing when both the forward and put option expire, face vlaue = forward price
The value is equal the Put Option Premium + Fwd Price/Riskfree rate^t

How to convert from LIFO to FIFO?
Any LIFO reserves must be added to the inventory amount for the respective year
An increase in LIFO reserve should be SUBTRACTED from COGS. (add any decrease to the LIFO reserve to COGS reported on the income statement.)
What is the key difference between futures and forwards? If interest rates are positively correlated with futures prices, which one is more advantageous?
Futures are settled daily and exchange-traded - therefore cashflows can be reinvested at a daily rate.
Forwards are not settled daily and OTC.
When interest rates and futures prices are positively correlated, futures are more advantageous as the daily CFs can be reinvested for more $ in the end.

A budget deficit = contractionary/expansionary?
Expansionary. This is because taxes are low / Govt spending high. i.e. expansionary
Closed form Macaulay Duration formula (ie how do we calculate MacDur?)
remember that y is the annual YTM. therefore for semiannual coupons, divide by two.
for N, use the number of periods of payment.
for c, use coupons per period. ie 3% if it is a “6% semiannual paid bond”

Add-on rate
is for money market instruments, especially commercial papers or bank deposits
AOR = (# Days in Year / # Days till Maturity) * (FV - PV / PV)
for a bond-equivalent yield, use 365 as days in year
Discount rate
For money market instruments, especially t-bills
DR = (# Days in Year / # Days till Maturity) * (FV - PV/FV)
for a bond-equivalent yield, use 365 as days in year
Nominal return formula
Nominal return means expected return.
1+Nominal Return = (1+riskfree rate)(1+inf rate)(1+risk premium)
treasury bills are considered the riskfree rate
Holding period return formula
when given two values and income?
when given rates?
and when leveraged?
[Income generated + (Final value - Initial value)] / Initial Value
Use geometric return. Ie [(1+r1)(1+r2)]^1/n
leveraged return = unlevered return + D/E(unlevered return - borrowing costs)
Approximate duration formula (when do we use it? what does it measure?)
Used for bonds without options
measures change in price due to change in YTM

Effective duration formula (when do we use it? what does it measure?)
Used for bonds with options (EFFECTIVE = OPTIONS)
measures change in price due to change in yield curve
(dY is change in yield curve)

Approximate convexity (when do we use it? what does it measure?)
used for bonds without options
measures 2nd order (curvature) changes in price due to change in YTM

Effective convexity (when do we use it? what does it measure?)
Used for bonds with options (EFFECTIVE = OPTIONS)
measures 2nd order (curvature) changes in price due to change in yield curve
