Showing posts sorted by relevance for query capturing-value-and-momentum-in-stock. Sort by date Show all posts
Showing posts sorted by relevance for query capturing-value-and-momentum-in-stock. Sort by date Show all posts

Friday, December 21, 2018

Info!! Capturing Value As Well As Momentum Inwards The Stock Market

In mid-2014 I hitting upon an catch for analyzing the forcefulness as well as weakness of the overall stock market. Suppose nosotros took every stock inwards the New York Stock Exchange as well as assessed whether it gave a purchase signal, a neutral signal, or a sell betoken for a touchstone technical indicator, such equally Bollinger Bands. Such a stair out would capture the breadth of forcefulness as well as weakness for stocks equally a whole, non but for the index itself.  Would this last a useful measure?  It turns out that the stair out was indeed useful as well as I began collecting the information daily from the Stock Charts website.

Then I hitting upon roughly other idea.  The signals from cumulated stock functioning on ane indicator (such equally Bollinger Bands) were unlike from the signals from other indicators (such equally RSI as well as Parabolic SAR).  Might it last useful to practice an indicator of indicators? This would exhibit occasions when nosotros convey forcefulness as well as weakness across all stocks *and* all indicators.  

The resulting cumulative indicator stair out is charted to a higher house from 2016 forrad (indicator inwards red; SPY inwards blue).  Even inside the considerable uptrend we've had over that menses inwards SPY, we've seen relative periods of overbought as well as oversold inwards the measure.  Note that nosotros currently stand upward at a significantly oversold level.

Going dorsum to June of 2014, when I kickoff began accumulating these data, side past times side 10 twenty-four hours returns inwards SPY convey averaged +.01% when nosotros convey been inwards the exceed one-half of the distribution for the cumulative measure.  When nosotros convey been inwards the bottom one-half of the measure, side past times side 10 twenty-four hours returns inwards SPY convey averaged +.63%.  This is a important value effect.  Returns convey been significantly amend over a swing menses when we've been oversold than when we've been overbought.  If nosotros intermission downwards returns past times quartiles, the upside returns are fifty-fifty to a greater extent than striking inwards the weakest (most oversold) quartile, which is where nosotros stand upward now. Interestingly, when the indicators convey been simultaneously strong, we've seen superior upside returns over the same 10 twenty-four hours horizon.  

In other words, the cumulative stair out is capturing both a value termination (buy when things convey gotten weak) as well as a momentum termination (buy when at that spot is a wide thrust higher). Returns convey been subnormal if nosotros are non broadly weak or broadly strong.

This is a overnice representative of the value of "big data" as well as particularly the value of well-conceived unique information sets.  As a discretionary trader, I divulge it crucial to last quantitatively informed.  I divulge that integration of discretionary as well as quantitative alongside the neat bulk of the successful traders as well as portfolio managers I locomote with.  Even for longer fourth dimension frame active investors, timing marketplace entries as well as exits with shorter-term measures that capture value as well as momentum tin flaming meaningfully heighten returns.

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Saturday, January 12, 2019

Info!! Viewing Forcefulness Together With Weakness Every 2Nd Dissimilar Dimensions Of The Market

When assessing the market, I notice it helpful to process forcefulness in addition to weakness every bit independent variables.  In other words, nosotros tin get got markets inward which many stocks are rigid in addition to few weak; many weak in addition to few strong; few rigid in addition to few weak; in addition to many rigid in addition to many weak.  The latter is possible when correlations amid sectors in addition to stocks are relatively low.

Let's accept the Parabolic SAR indicator organization developed past times Wilder.  One way I rail marketplace position forcefulness in addition to weakness is to accept a cumulative running full of Parabolic SAR purchase signals minus sell signals for all NYSE issues (red line, above).  This has been helpful inward capturing cyclical guide inward SPY (blue line). (Raw information from StockCharts.com).  

But nosotros tin besides reckon the purchase signals from the organization separately from the sell signals every bit proxies for marketplace position forcefulness in addition to weakness.  For example, since mid-2014, when I origin began collecting these data, when nosotros carve upwards the sample into quartiles, nosotros notice that, afterward a unmarried 24-hour interval of many novel purchase signals (top quartile), the adjacent 10 days inward SPY get got averaged a loss of -.23%.  After a unmarried 24-hour interval of few purchase signals (bottom quartile), the adjacent 10 days inward SPY get got averaged a hit of +.80%.

When we've had really few sell signals (bottom quartile), the adjacent three days inward SPY get got averaged a hit of +.26%, compared alongside a -.01% loss for the residual of the sample.  Over a adjacent 10-day period, however, when we've had many sell signals (top quartile), the adjacent 10 days inward SPY get got averaged a hit of +.52%, compared alongside an average hit of +.09% for the residual of the sample.

Overall, the pct of variance inward daily sell signals accounted for past times purchase signals is entirely almost 10%.  They indeed are to a greater extent than independent than 1 powerfulness expect.  It is in the interplay of waxing/waning buying in addition to selling that nosotros tin sensitively rail bicycle dynamics.

Combined perspectives tin get got their use, every bit well.  Suppose we facial expression at the full number of purchase *and* sell signals each day.  Interestingly, when nosotros get got many buys in addition to sells (top quartile), the adjacent 10 days inward SPY get got averaged a hit of +.33%.  When we've had really few buys in addition to sells (bottom quartile), the adjacent 10 days inward SPY get got averaged a hit of +.59%.  All middle occasions get got averaged a loss of -.06%.

Think almost how momentum in addition to value operate, in addition to and thus recollect what it agency to get got many versus few trading signals.  Think almost bicycle construction in addition to when you'd facial expression to get got many in addition to few trading signals.  We tin larn a lot in 1 lawsuit nosotros tease apart forcefulness in addition to weakness in addition to sentiment markets multidimensionally.

Further Reading:  The Dynamics of Stock Market Cycles
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