Computational Investing Part I (Coursera) - Week 1

Week 1

Module 1

  • In the overview it mentions students will grade each other - though that was incorrect (unless I missed something!)
  • A few books are recommended though I'm not sure I'm interested enough to pick them up.

Module 2

  • Basics for hedge fund managers -- computation is barely touch on

2.1

  • Incentives for portfolio managers discussed
  • Attracting investors
  • general info about the types of investors and how to attract them
  • Types of fund goals

2.2

  • Common metrics for funds
  • Annual return
  • Risk (calculated as standard deviation of return)
  • Risk (draw down?)
  • Reward/Risk: Sharpe ratio
  • Sortino Ratio -- only counts risk when it goes down
  • Calculating Annual return
  • metric = (value[end] / value[start]) - 1 = (100 / 50) = 1 = 100%
  • Standard deviation of daily return
  • daily_rets[i] = (value[i]/value[i-1]) - 1 # where i is the day of the year
  • std_metric = stdev(daily_rets)
  • Max draw down -- not really described in detail

2.3

  • Sharpe ratio
  • Used to compare "risk" of similar portfolios
  • higher sharpe ratio == more return for the same risk
  • Reward/Risk
  • metric = k * mean(daily_rets)/stdev(daily_rets))
  • k = sqrt(250) for daily returns

2.4

  • Learn how to calculate metrics from last two modules
  • Adjusted close -- includes dividends -- covered in depth later

Module 3

3.1

  • Types of orders
  • Buy, Sell
  • Market, Limit
  • Shares
  • Price (if limit)
  • Understanding order book at exchanges
  • Crossing the spread == when somebody with a bid pays the asking price

3.3

  • Exploiting the market as a hedge fund manager
  • Order book observation (needs low latency)
  • Arbitrage (when markets go out of sync -- very rarely works)

3.4

  • Mechanics of the Market
  • Overview of how computing works inside a hedge fund
  • News packets

Module 4

4.1

  • Interview with Paul Jiganti -- trader
  • A market maker?
  • Fairly difficult to follow
  • Dark pools?

4.2

  • How orders flow through the system?