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Market sentiments
ddinh – WorldQuant Vietnam
August 2016
Market sentiments - Notion
• Market sentiments = Investor sentiments
• Market sentiments >< Fundamental value
• Market sentiments:
– overall attitude of investors toward a particular
security or financial market
– revealed through the activity and price movement
of the securities traded in that market
– Rising price = Bullish, Falling price = Bearish
– Revealed through the activity and price movement
Market sentiments – Why necessary?
• To measure and profit from the short-term
price changes often caused by investors'
attitudes toward a security
• For contrarian investors trading in the
opposite direction of the prevailing sentiment
• Traders make money by finding stocks that are
overvalued or undervalued based on market
sentiment
Market sentiments - Indicators
• CBOE Volatility
• High/Low Sentiment Ratio
• Bullish Percentage
• RSI
• Put/Call Ratio
• MACD (Moving Average Convergence Divergence)
Market sentiments - Indicators
• CBOE Volatility
– VIX - the fear index, is driven by option prices.
– Options = insurance contracts
– An increase in the VIX means an increased need
for insurance in the market. If traders feel the
need for more risk, it is a sign of increased price
movement.
Market sentiments - Indicators
• High/Low Sentiment Ratio
– The high/low sentiment indicator compares the
number of stocks making 52-day highs to the
number of stocks making 52-day lows.
– When stock prices are trading at their lows (highs)
across the board, it means traders have a bearish
(bullish) market sentiment.
Market sentiments - Indicators
• Bullish Percentage
– measures the number of stocks with bullish
patterns
– Normal markets have a bullish percentage of
around 50%. When the measure is 80% or higher,
it means market sentiment is extremely bullish
(overbought) -> SELL
– Likewise, when the number is 20% or below, is it is
a bearish market sentiment indicative or market
that is oversold -> BUY
Market sentiments - Indicators
• RSI – Relative Strength Index
– a momentum indicator that compares the number
of recent days when a stock closed at a higher
price than the previous session, compared to the
number of recent days when the stock price
declined.
– RSI > 70 ---> overbought
– RSI < 30 ---> oversold
Websim AND Semtiments
• Avaiable data
Websim AND Sentiments
• IDEA 1: Bullish = Long, Bearish = Short
• Expression 1:
rank[(avg(bull)-avg(bear))/(avg(bull)-avg(bear))]
Websim AND Sentiments
• IDEA 2: Current/LongTerm
– Ratio represents a trend
• Expression 2:
grouprank[subindustry,data/avg(data)]
Websim AND Sentiments
• IDEA 3: Bull/Bear + Volume
– Sentiments + high volume = stronger reaction
• Expression 3:
grouprank[market,data/avg(data)]
Websim AND Sentiments
• IDEA 4: Sentiments over time period
– Sentiments over time period with high chances of
reversion
• Expression 4:
-(ts_rank(data,window1)+…+ts_rank(data,windowN)
Websim AND Sentiments
• IDEA 5: Sentiment Mood
– Positive mood  LONG, Negative mood  SHORT
• Expression 5:
mood>0?1:mood<0?-1:rank(sum(vwap,5)/5-vwap)
Idea 1:
rank((sum(snt_bullish,200)/200-
sum(snt_bearish,200)/200)/(sum(snt_bullish,200)/200+sum(snt_bearish,2
00)))
Idea 2:
grouprank(subindustry,snt_social_value/(sum(snt_social_value,60)/60))
Idea 3:
grouprank(market,(sum(snt_bullish,60)/60)/(sum(snt_bearish,60)/60))*ts_ra
nk(snt_social_volume,240)
Idea 4:
-
(ts_rank(snt_ratio,5)+ts_rank(snt_ratio,20)+ts_rank(snt_ratio,60)+ts_rank(
snt_ratio,120)+ts_rank(snt_ratio,240))
Idea 5:
snt_value>0?1:snt_value<0?-1:rank(sum(vwap,5)/5-vwap)

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Sentiment data

  • 1. Market sentiments ddinh – WorldQuant Vietnam August 2016
  • 2. Market sentiments - Notion • Market sentiments = Investor sentiments • Market sentiments >< Fundamental value • Market sentiments: – overall attitude of investors toward a particular security or financial market – revealed through the activity and price movement of the securities traded in that market – Rising price = Bullish, Falling price = Bearish – Revealed through the activity and price movement
  • 3. Market sentiments – Why necessary? • To measure and profit from the short-term price changes often caused by investors' attitudes toward a security • For contrarian investors trading in the opposite direction of the prevailing sentiment • Traders make money by finding stocks that are overvalued or undervalued based on market sentiment
  • 4. Market sentiments - Indicators • CBOE Volatility • High/Low Sentiment Ratio • Bullish Percentage • RSI • Put/Call Ratio • MACD (Moving Average Convergence Divergence)
  • 5. Market sentiments - Indicators • CBOE Volatility – VIX - the fear index, is driven by option prices. – Options = insurance contracts – An increase in the VIX means an increased need for insurance in the market. If traders feel the need for more risk, it is a sign of increased price movement.
  • 6.
  • 7. Market sentiments - Indicators • High/Low Sentiment Ratio – The high/low sentiment indicator compares the number of stocks making 52-day highs to the number of stocks making 52-day lows. – When stock prices are trading at their lows (highs) across the board, it means traders have a bearish (bullish) market sentiment.
  • 8. Market sentiments - Indicators • Bullish Percentage – measures the number of stocks with bullish patterns – Normal markets have a bullish percentage of around 50%. When the measure is 80% or higher, it means market sentiment is extremely bullish (overbought) -> SELL – Likewise, when the number is 20% or below, is it is a bearish market sentiment indicative or market that is oversold -> BUY
  • 9. Market sentiments - Indicators • RSI – Relative Strength Index – a momentum indicator that compares the number of recent days when a stock closed at a higher price than the previous session, compared to the number of recent days when the stock price declined. – RSI > 70 ---> overbought – RSI < 30 ---> oversold
  • 10. Websim AND Semtiments • Avaiable data
  • 11. Websim AND Sentiments • IDEA 1: Bullish = Long, Bearish = Short • Expression 1: rank[(avg(bull)-avg(bear))/(avg(bull)-avg(bear))]
  • 12.
  • 13.
  • 14. Websim AND Sentiments • IDEA 2: Current/LongTerm – Ratio represents a trend • Expression 2: grouprank[subindustry,data/avg(data)]
  • 15.
  • 16.
  • 17. Websim AND Sentiments • IDEA 3: Bull/Bear + Volume – Sentiments + high volume = stronger reaction • Expression 3: grouprank[market,data/avg(data)]
  • 18.
  • 19.
  • 20. Websim AND Sentiments • IDEA 4: Sentiments over time period – Sentiments over time period with high chances of reversion • Expression 4: -(ts_rank(data,window1)+…+ts_rank(data,windowN)
  • 21.
  • 22.
  • 23. Websim AND Sentiments • IDEA 5: Sentiment Mood – Positive mood  LONG, Negative mood  SHORT • Expression 5: mood>0?1:mood<0?-1:rank(sum(vwap,5)/5-vwap)
  • 24.
  • 25.
  • 26.
  • 27. Idea 1: rank((sum(snt_bullish,200)/200- sum(snt_bearish,200)/200)/(sum(snt_bullish,200)/200+sum(snt_bearish,2 00))) Idea 2: grouprank(subindustry,snt_social_value/(sum(snt_social_value,60)/60)) Idea 3: grouprank(market,(sum(snt_bullish,60)/60)/(sum(snt_bearish,60)/60))*ts_ra nk(snt_social_volume,240) Idea 4: - (ts_rank(snt_ratio,5)+ts_rank(snt_ratio,20)+ts_rank(snt_ratio,60)+ts_rank( snt_ratio,120)+ts_rank(snt_ratio,240)) Idea 5: snt_value>0?1:snt_value<0?-1:rank(sum(vwap,5)/5-vwap)