Aggregated price index with volume information
- Software Publishers stocks up 0.4% on average while median return up 0.5% in a day
- Software Publishers stocks up 0.4% on average while median return up 0.5% in a week
- Software Publishers stocks down 4.1% on average while median return down 6.6% in a month
- When average return is significantly different from median return, this implies an asymmetry - composite return is driven by some outliners.
Aggregated price index (close) is based on equal weighted constituencies returns. Average short volume and average total volumes are averaged across all volume data among constituencies.
- 1M winners are : Winners for past month are $UPLD 57.1%, $ESTC 33.7%, $AYX 28.0%, $SPLK 21.6%, $SE 15.9%
- 1M losers are : Losers for past month are $MOMO -26.8%, $YEXT -26.9%, $CLSK -28.0%, $SMSI -30.5%, $MYSZ -46.7%
- 1W winners are : Winners for past week are $SE 22.2%, $FENG 15.3%, $UPLD 15.2%, $ZDGE 14.7%, $TTGT 14.3%
- 1W losers are : Losers for past week are $PALT -9.0%, $LPSN -12.2%, $OPRA -13.0%, $ICLK -14.5%, $VERB -20.4%
Index correlation analysis
Correlation for the past month is 13.7%, for the past 3 months is 16.2%
In the past month for a 5 days rolling window, the highest corrrelation is 29.6%, the lowest correlation is 1.2%, the latest correlation is 22.4%
When a correlation deviated from the normal level and goes lower or even negative, it indicates some of stocks have deviated from the normal direction of the group. The deviation could reverse if long term level of correlation was at a higher level. It creates trading opportunities and deserves study whether the deviation is idiosyncratic or systematic.
Among pairwise correlation, the highest correlation is 79.8% between BABA and BZUN
The lowest correlation is -61.3% between ACIW and BLIN
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