Behavioral Finance - How can we measure noise trader risk, and can we use it as an investor?

10 important questions on Behavioral Finance - How can we measure noise trader risk, and can we use it as an investor?

What is investor sentiment?

The overall attitude of investors toward a particular security or larger financial market.

What is the dual hypothesis problem?

We are never sure whether our measure of sentiment is a good measure. This is because we do not have a proper measure of fundamentals. To distinguish between sentiment and fundamentals we need to be able to measure one of them with certainty, which we can not

What are the suggested measures for investor sentiment?

  • Exogeneous
    • Surveys
    • Investor mood
  • Market based
    • Dividend Premium
    • Option Implied Volatility (fear index)
    • IPO returns
  • Retail investors (includes noise traders)
    • Retail Investor Trades
    • Mutual Fund Flows
    • Trading Volume
  • Corporate Decisions
    • IPO volume (high prices -> more IPO's)
    • Equity issues
    • Insider trading
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How did Baker & Wurgler measure sentiment?

Sentiment = 0.23 * closed-end fund discount + 0.23 * turnover + 0.24 * number of IPOs + 0.29 * first-dat IPO returns + 0.32 * dividend premium + 0.23 * equity share

How did Baker & Wurgler make sure that sentiment measure sentiment and not fundamental news?

  • Orthogonalization:
    • run regression: Sent = a + B * MACRO FUNDAMENTALS + e
    • and use residuals e
    • Per definition, e is not correlated with (=orthogonal to) the macro fundamentals
  • So, use epsilon!

What is the difference between equal weigthed and value weighted portfolios and why are the returns higher/lower with equal weighted portfolios?

  • Small stocks have a much higher weight in equal weight portfolios than in value weighted portfolios -> so for small stocks the sentiment is stronger for small stocks than for big stocks

Why are some stocks more sensive to sentiment than others?

  • Differences in sentiment-based demand shocks (if my sentiment is super high, which stock will I buy --> e.g. TESLA)
    • Difficulty/objectively in determining value
    • Young, unprofitable, potential growth stocks
  • Differences in limits to arbitrage (difficult to arbitrage stocks are more sensitive than easily to arbitrage stocks) --> most speculative stocks
    • More costly to buy/sell, short
    • High idiosyncratic volatility
    • Young, small, unprofitable, extreme growth stocks

What are 2 methods to measure sensitivity to sentiment?

  • In-sample

Out-of sample method

Method

What are some other characteristics that predict sensitivity to sentiment?

  • Small size
  • Low age
  • Low B/M
  • Low earnings
  • Low dividends
  • High R&D
  • Low assets

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