What is Finance?

  • I need money. Where can I get it from?
  • I have money. Where can I put it in?
    • bank
    • invest in property, art, etc
    • financial markets
      • buy bonds or stocks

Scope

  • financial markets
  • instruments traded on financial markets
  • how are prices formed
  • performance/risk
  • notions on profitability/risk
    • expected returns, “beating the market”, when does risk matter?

Dimensions of Data

  • cross-sectional data
    • different entities at the same time
    • horizontal vector
  • time-series data
    • same entity at different times
    • vertical vector
  • panel data
    • different entities at different times
    • matrix / dataframe

Sources of Financial Data

  • market data
    • trade related, transactions on a financial market
    • e.g. prices, trading volumes
  • accounting data
  • survey data
    • e.g. LIBOR, market sentiment indices, etc
  • data providers (academic and industry providers)

Financial Markets and Instruments

  • instrument … something listed on a financial market
  • exchange traded
    • stocks
    • futures, ETFs, some options, etc
    • price set by supply/demand
    • more regulated environment (trading hours, disclosure requirements, etc)
  • over the counter (OTC)
    • bonds
    • forwards, funds, options, etc
    • price set by seller, buyer accepts/declines
    • few regulations

Stocks

  • you become an owner of the firm if you hold its stocks
  • equity is divided into pieces called stocks/shares
    • proportional to the number of shares
    • usually entails voting rights
    • Dividend payed out to shareholders
      • vary over time, depending on profit of firm
    • Limited Liability - cannot lose more than the shares you own
    • in case of default - read here

Bonds

  • you become a creditor of the frim if you hold its bonds
  • debt financing
    • more participants than just a single entity (e.g. bank)
    • a “big loan” is divided into smaller ones - bonds
    • transfer of bond is easier than shares
      • “public traded debt”
    • coupons … regular interest payment, usually annual or semi-annual
      • like interest, just payed to you
    • repayment … the fixed date when the bond is payed back
      • called maturity (5y, 10y, 15y)
      • e.g. buying a bond with 5y maturity for 10k, after 5y you will receive the 5k back from the company

Formation of Market Prices

  • primary vs secondary markets
    • primary: sold for the first time, IPO, company sets its own beginning prices
    • secondary: bought and sold between investors, e.g. on the NYSE
  • price discovery: supply/demand
    • primary: book building
    • secondary: order book

Book building - Simplified

  • used for OTC sales
  • set reasonable price for stock
  • road show … advertise the security to investors or general public
  • customers send offers … x amount for y each
    • add up the demand and offers
    • choose price according to those offers
  • allocate stocks to the buyers
    • maximize number of transactions
  • if there are more offers than supply
    • choose highest price to sell all your supply

Order Book - Simplified

  • used on exchanges
  • bid price … what you want to sell it for
  • ask price … how much you are willing to pay
  • if there is a match i.e. bid price < ask price the transaction is executed

Prices to Returns

  • one cannot compare prices, only performance
  • performance … relative price change over time interval
  • simple return:
  • log return:
  • note:

Stylized Facts

  • returns are hard to predict
    • maybe 1 minute into the future
  • returns have fat-tailed distributions
    • more extreme observations than in normal distributions
      • normally smoother curve, peak not as high
    • average is normally around 0
  • volatility clusters
    • volatility … different between high/low
    • volatility is “exploding” during short times and stays like that for a short while before calming down again
  • correlation tends to spike/increase during market downturns / crashes
    • individual stocks follow downwards but move up separately