Wednesday, October 9, 2013

Understanding How Capital Rotates

This shall be one of the greatest posts and most important posts that I have made on this blog so pay attention. It will be a guideline for how you can anticipate and get in front of major market moves and produce significant gains.

Capital Rotates according to sentiment and risk. The market basically is a set of financial decisions in the long run driven in the short run by emotions and the long run by certain wants and needs.

Emotion can bee seen by investors, trend traders, swing traders, or even day traders if you learn to "see the code".

From Justin Mamis "Nature of Risk"

This is the cycle that markets go through. What cannot be seen is how this manifests in the particular sector selection, industry selection, or individual stock selection... but I assure you, it's there.
So it looks a little like this:
I would add in "reduce or take hedges off" somewhere in the range after defensive to just after quality. Then I would add in "put on hedges" somewhere in the range of just before "floaters" to just after "defensive".

The thing I noticed is near the oil peak where oil hit 140 a barrel, that all these no name trashy stocks came out of nowhere to produce multiple hundreds of percentage points of gain. That along with the teachings of many, particularly the "option addict" helped me to realize this was actually quite normal and is about the risk appetite the market takes which occurs in a predictable cycle. To vaguely paraphrase Niccolò Machiavelli, history repeats because the passions of man go through the same cycles of emotion.

I learned to go beyond and "see" that not only did individually assets go through this type of phase where the worst of the stocks performed the best near the end, but that it had an entire cycle that was predictable and "fractal".  Even in larger cycles a similar concept occurs and you can equate what's happening to "emotion". Fundamentals also change so the perception of "what is quality" may change as well but this process of shifting up the "risk" ladder can be phrased in a number of ways.

See, the experienced traders recognize that they personally as well as many others have a certain tolerance for sitting in names that aren't moving and so what they will do and what institutions will do is when the market is beaten down and they want to try to pick a bottom, they will only go with the names where "quality" has started to form. That means low beta, lots of support, strong fundamentals, strong trend, strong dividend, mega market cap and so on. IF the market sticks and the stock sticks and a higher low is made (in the discouragement phase), then they might go after the high growth and momentum stocks that can really run for weeks. Then if they suspect "aversion" they will want to be in the stocks that can take a hit or already have. That means those that are already at great valuations, but have been neglected. Once those start to take off and market is in a full confirmed uptrend they have confidence and the bears are weak. So they are going to attack the high short interest plays to try to squeeze the shorts out and force them to buy back their shares to "cover" which will send stocks even higher. Now when the short squeezes have taken off, that puts you in "returning confidence" and  even euphoria. That is when I would start to add in "hedge" into the equation.

At that point, there is no other place to attack except for the very small market cap delisted stocks or those on the path to being delisted that have basically the worst relative strength but maybe have consolidated near their lows. They might be the over the counter penny stocks and stocks under $10, but they also might just be a stock like JCP or some of the gold miners under $10 which have chronically underperformed for years. Much different then the laggard which has yet to go, but on a long term basis still hasn't been in constant decline. These stocks are more illiquid, but with the major upswing EVERYONE wants in on the rotation of capital and the next phase is to sell to the average joe on the sideline who gets caught on the mania and will buy any "hot stock tip" of a very bad investment. So they buy up all they can of anything and everything, and with a market cap that small it doesn't take much to cause it to double in price.

Once the "turd" stocks start hitting new 52 week highs and really taking off and moving 15% or more in a day, that is when you have to be careful, because everyone who wants to buy finally buys even at ridiculous prices and that is when you get the "rug pull" so switching to "defensive" names that you can sit in for years such as coca-cola and wall-mart and other dow stocks start to be a place you may want to consider, if not cash and bonds.

For the most part institutions drive capital flows among sectors and industries, if they are not blind sided by an even larger international mega institution that take an entire ASSET class rotation approach (think global governments, sovereign wealth funds central banks and perhaps even the primary dealers). The institutions are required to beat benchmarks to keep their job and will have to go with what's working. They do not have time to stick with the undervalued laggards that has not began an uptrend unless market is taking off. They won't stand in the way of heavily shorted names unless the market is really breaking out and they know the shorts are as good as dead and will soon be forced out if the rally continues. And they certainly won't go for bankrupt names unless they have no other choice and all the other assets have reached a "saturation point" in which they can no longer provide average gains on average risk.

But I have come to learn how to "go beyond" this understanding. You see I start to get a "feel" for what the market is looking for. In other words, lets take a situation where market is declining. You want to look for positive signs such as the russel and nasdaq getting hit a lot harder than the dow and S&P first, followed by an oversold signal and a McCllelan reading approaching oversold. Then maybe even a dow and S&P up with russel or nasdaq down. This is when the quality starts to lead. Individual stock picks are mostly out at this point, HOWEVER, the "feel" the market has is going to be to go into "quality", I KNOW specifically what stocks will probably do well, not just what type.

You gain an even greater advantage by knowing what the quality names are and where the greatest focus will be.

That also involves KNOWING how the sector rotation is basically a sentiment or risk cycle for INVESTORS through the credit cycles as Financials get hit the hardest and offer the greatest value, then as economy gets moving and trade starts to occur, the transports will pick up. Then economy will start to improve and the latest technological breakthrough that can transform some of the old ways of doing things will start to lead. Then Capital Goods and industrials and consumer services will all go closely together as economy is rebuilt, housing and infrustructure is rebuilt, and consumers start spending. As the economy starts to overheat the materials become scarce and there is a huge demand for miners and the like, and ENERGY output starts to hit cycle highs as the cost of energy and need for it starts to pick up and scarcity of oil occurs. Then the stocks reach their saturation point and raw commodities such as gold as well as defensive stocks like consumer staples and drugs and utilities start to become the only area to rotate into, as market declines the rotation OUT of stocks as an asset class and into bonds, and even eventually just CASH or even foreign currency may take place.

See investor cycle charts below:






You can identify quality by passing a visual test. The visual test is identifying stocks that LOOK like the market, particularly the DOW on a longer term basis, but START to act differently on a short term basis (such as making higher highs and/or higher lows on a intraday chart while market makes lower lows and/or lower highs). This is a "divergence" that is bullish and means that particular individual stock is starting to act higher quality than the market and will likely lead it higher. That is basically the "confirmation" If you know what asset specific stock is likely to lead by knowing which sectors are strong and which specific stock is in favor, THAT will be the confirmation that it is starting to be TIME for a move.  "QUALITY" means the stocks have established a solid trend which means they have been in favor for awhile and means the relative highs and lows are typically higher than the previous ones. The sector rotation may require you to go back a couple cycles when identifying quality. For example, recently we have been seeing industrials outperform a bit, yet financials... particularly goldman sachs (GS) has been the "quality" play to buy when you are trying to grab a stock in a rough market that has been declining over most of the past several days, but you think is nearing a bottom (swing trader's low within an uptrend). I suspect that using the cyclical investing chart that AUTOS will likely be next as a name like WMT is more "defensive" and may lead even before a name like GS or GM will, but won't make much of a move in either direction. Housing is not currently a bad bet, but the long term chart shows no signs of market correlation, which makes it more of a laggard.

You can identify sectors or industries as a whole in terms of how the perform, but also what sector they are in, and where you are in the cyclical/sector rotation. Momentum is basically the equivalent of the sector or industry that is currently outperforming and the "laggard" should be the focus on what was supposed to have gone but hasn't, or what is next on the plate. "short squeeze" is the sector that everyone has been underweight that is breaking out and basically the "returning confidence" phase. The "floaters" is basically the "desperation play" when people HAVE to buy whatever they can, but will focus on whatever is left that hasn't been bought yet. In the terms of a credit cycle that may be real estate and leveraged buyouts going nuts but also will be the  energy, materials, and raw commodities. These are basically derivatives OF the economy as the "floaters" are derivatives of the stock industry groups, or sectors. That means they are those that are somewhat independent from, but still derive from that sector. In other words, gas is derived from oil, and the rally in "floaters" is derived from the capital rotation into the sector. Similarly, energy derives it's boom as a result OF the economy booming, rather than focusing on what is being produces as a result OF the economy, you are at this point focusing on one of the things that it uses (as an expense) in order to produce). The reason this works is the BOOM brings all sorts of new economic activity and eventually drives up oil demand to it's peak and starts producing explosive earnings. Finally, you have the derivative of the derivative... which is an entirely new asset class in commodities. The energy producers and material producers and miners all eventually compete when their sector booms until it gets crowded and the competition eats into their margins, particularly as the rest of the economy is oversaturated and will have no place but to decline as their earnings go negative even as they continue to try to produce profits and burn up resources in the process. At this point, even the energy companies get oversaturated and the only thing that can go up is the raw commodities until the negative earnings starts to drive people out of business and the success stories turn into horror stories that start to drive everyone away. At that point, people go to cash and bonds and you see a rotation into defensive stocks such as healthcare+biotech (more independent and non correlated from other stocks), consumer staples and utilities.

But as I said before, the major institutions are still victims to the capital rotation of the MEGA players (global governments, sovereign wealth funds, central banks, pension funds, primary dealers).
The motivations they have and what they are capable of doing is entirely different. See, those with trillions of dollars of value to protect can't just go out and buy an individual 100M market cap stock. They have too much money to move. They have to go with ENTIRE asset classes. They have to focus on the MOST liquid until it becomes over saturated, or until fundamentals of the particular debt market changes.

Right now, the US debt market is the largest at over $17T in debt. It also is the world reserve standard and made to expand in order to accommodate demand. If there is a need for liquidity that is where central banks must park their capital. Due to decisions made by Washington and the US central bank (federal reserve), this could change. In that case, initially there would likely be a shift from a longer dated maturity on the bond (such as 30 years) to intermediate and eventually shorter term. They then might rotate globally according to
1)Liquidity (the larger the market the better)
2)Safety and Stability (the more capable a nation is of paying it's bills and honoring the debt the better)
3)Interest rates (the higher the better)
A market such as the YEN or the YUAN or the EURO could eventually come into play, but ultimately the default source of liquidity is still the dollar because it is more fundamentally structred strongly and since it is the global reserve currency the primary dealers and other central banks will gladly accept it.

As mega wealth makes decisions to shorten maturity eventually they can only shorten it to zero (cash), and in the meantime they will be rotating into perhaps the corporate bond markets. Corporate bond markets have a risk cycle of their own. If both those markets are out, they could consider rotating some of it into the stock market. Because of the size, the sovereign wealth funds basically must be diversified as some markets are too large to sell completely. A a result they typically want INCOME from their investments since they don't want to deal with the hassle of selling and finding a buyer (which since their size, that will cause markets to move down as they try to get rid of their shares) So in stocks, if they rotate there at all, (mostly just the primary dealers who broker the debt but can use depositor money and leverage as investment banks to buy a very large amount of stocks) they will only look for the highest quality, largest market cap, or just S&P futures.They may also consider commodities as an asset class or investing in banks debt backed by real estate in order to get some real estate exposure in a more safe and stable manner.

What they do has consequences. If they rotate into mega cap stocks the price will go up. As this happens institutions will likely sell and rotate into medium or small cap stocks and individual investors as well. This creates an entire risk ladder where everything is compared on a relative basis to everything else.

The largest institutions are looking to add value due to stability and liquidity (average return with less risk), while those with the luxury to move capital around more freely are looking to add value with larger gains (above average return at the same risk).



Everything can be adjusted and priced on a relative basis as interest rates change, and it will have consequences. With interest rates near zero, dividends must be driven down by driving up the price to obtain an equivilent risk/reward. In other words, since stocks present more risk, they should have more reward, but the nature will not get too carried away as if it ever offered too much reward, people would buy it until it's the same. If people bought it up too much, it would be more vulnerable to a decline as capital seeks "equilibrium" ( a fancy term for "balance). Low interest rates will eventually force people out of money markets as pensions will start to go bankrupt unless they seek higher yields. So the federal reserve can lower interest rate as a tool to boost returns in the long run at the expense of savers. However, there is a serious lag and other factors that determine what is "fair". Each asset class has it's own set of risks that will change as the way the countries change. Pensions will likely kick off a rotation of capital into corporate bonds or longer dated treasury, but given the political environment and risks, they may actually determine that the interest rates for a 5 yr or 30 yr or any government debt is too risky. At some point it will also seek higher return and move out of treasuries and into corporate bonds and even high quality high yielding stocks. At any given time, an asset class could be ignored offering superior return at reduced risk in relationship and when that happens eventually capital will be repelled from other places.

But asset classes acts a lot like gravity in that it obtains more momentum and attracts more capital the more mass (capital) it accumulates. However, eventually it reaches a "saturation point" where the momentum cannot continue as other assets will be ignored for too long. It basically is similar to how water reaches a boiling point as temperature is increased. First little movement in the water, then a bit, and then it explodes into bubbles and gasses into the air. It is at this point that a company that has parked a ton of money can now SELL without dropping the stock. You see those with tons of capital cannot sell because there aren't enough buyers at the price. They would have to drop the stock tons of points before they could get out so it's unreasonable for them to do anything but collect dividend. But in  a parabolic run up top, those that PARK their money HAVE to sell, and in doing so they will choose to rotate, and dictate a trend of capital elsewhere, while the masses exploding into a buying frenzy will have run out of new buyers interested in paying that price. At this poit nearly EVERYONE in the stock all ends up under water and the least amount of selling pressure will cause the stock to collapse as there simply is the least amount of buyers left. Now is when you can see the parabolic top manifest in a collapse as all those underwater now have felt pain and want to exit. This is like a spring. The capital reached the point where it had completely coiled the spring and now the slightest bit of those exiting or unable to continue to put any more pressure on the spring now causes it to uncoil rapidly and now rather than ATTRACTING more capital it REPELS it.

Since the long term investor has so much more time that they will have to sit in an asset, they are only looking at the very long term nature of things, and this provides a much longer and slower rotation that may last decades for a full cycle. If the long term mega wealthy institutions have been sitting in an asset collecting a dividend and watching it eventually go exploding higher, they HAVE to get out then or they will never get out until the next cycle. In other words, the liquidity is where they need it to be, the dividend has been pushed way down as a result of the increasing demand, the valuation has no longer become attractive and there is nothing else for them to do but sell.

So now you should be able to understand the two natures and drivers of market action, the institutions and the soverign wealth and mega institutions, and of course emotion, and the cycle it goes through. Actually, I will speak briefly of a cycle that lasts for multiple lifetimes. Entire nations will also drive the fundamentals by the current government type and global setiment for a particular government type and the result it has on the public treasury or debt markets. That cycle exists as well as described by Alexander Tytler (1747-1813):

"A democracy will continue to exist up until the time voters discover they can vote themselves generous gifts from the public treasury. From that moment on, the majority always votes for the candidates who promise the most benefits from the public treasury, with the result that every democracy will finally collapse due to loose fiscal policy, which is always followed by dictatorship.
  • From bondage to spiritual faith;
  • From spiritual faith to great courage;
  • From courage to liberty;
  • From liberty to abundance;
  • From abundance to complacency;
  • From complacency to apathy;
  • From apathy to dependence;
  • From dependence back to bondage. "
That drives the government type until the people become dependent upon government. We actually have a constitutional republic, however the self interests and corruption drove out that government type eventually to collapse in ancient ROME as the people rejected the "Roman gods" and discovered christianity (which Rome also tried to maintain power by reforming), and eventually the people turned on them as a result of economic hardships. They no longer could pay the soldiers their pension promises and they had no one to defend them after expanding their empire too far and not having enough soldiers to defend them from barbarians. The wealth was buried into the ground to protect themselves from tax collectors, which is why there are still today so many roman coins available, and the faith in the productive capacity of Rome declined as counterfeit coins were used and found in places around the continent and even in parts of Asia and surrounding continents.

A more direct democracy ultimately reached it's end in ancient Greece, and Marxism and the rotation to communism eventually results in financial catastrophe as capital rotates towards the free nations and away from those who will take away the incentive to produce and attempt to flatline the business cycle. Then you have your dictators and despots take over and rule by war, but eventually historically you run out of the ability to produce weapons or eventually the war is ended one way or another and economically the nations one way or another will have to reform. There are many other causes, but the cycle is probably too long term to really verify that it exists, although I will say the nature of spending and creating dependency seems consistent with the nature of mankind and thus I believe it exists even though if there is really nothing to do to capitalize off of it, I find it interesting.

If you take the time to connect the pieces and pay attention, you should be able to see WHAT particular asset class, what particular sector, and what particular stock is on deck and next to move. You can also look at what HAD moved recently to see what is likely next. This is a tremendous advantage, and when you combine it with an incredible knowledge or skill set on technical analysis and/or fundamental analysis and learn how to manage your own psychology, this is a tremendous advantage.

I will cover more on this later.

update: Speaking of psychology, check out this post titled, Wired to Lose: The Psychology of Trading


Monday, October 7, 2013

Portfolio Optomization: Knowing When Adding or Subtracting Allocations Is Best

As market changes conditions, you must anticipate what's next and try to change with it or anticipate it's next change and lead it. For example, if you start producing some significant wins in your trades even as market corrects, this is a market in which is likely not all that correlated. You may want to raise some cash and your next opportunity should have a bit smaller percentage and/or smaller dollar amount per trade as you continue to pocket more cash each time. This way if there is a flush out where everything sells off and fear turns into panic, you will be positioned to capitalize without missing out on opportunity.

But typically you will want to actually buy MORE stock as the market gets lower so you can average in. You don't want to on every small dip, but if you get that flushout you will add, but also overall you may add as it declines.

This is tricky, but individual positions should decline as the market declines in case there is a flushout so you will be positioned to capitalize, while the overall market index ETF allocation strategy should grow. Overall your risk exposure may not change a ton, but should based upon your outlook. I believe the odds might increase slightly of a decline in some cases, and in those cases you may want to role some of your excess cash into some hedges or hold more cash rather than buying the market index ETFs so aggressively. In other cases, I think the market is sending you a clear signal that it has panic written all over it and you can suspect a bottom. In this case, the odds of a substantial rise over the coming days, weeks, or months is significantly greater than when market has an orderly pullback. However, there is a middle ground where market has made an initial move, and the market gets chased out of stocks even as they go lower, This can lead to margin calls which force more people out. It is difficult to know without paying very close attention to the current market appetite and reading the signs so to speak.


Sometimes that major sell is just a sign that market wants out and more people want to sell than buy even at lower prices. The failure for certain places, especially in certain industries to buy the dip and the market chasing it lower is a cautionary sign. The market chasing stocks higher is a very bullish sign for the industry, sector, or market. So how aggressively is the dip bought, what point in terms of "sentiment" are we in, where in the "risk cycle" are we in, and what point in the long term sector rotation theme are we in? There are other technical tools, but not all are created equal. These tools can help you. You can use volume profiles to see where it's likely that new transactions will take place based upon where they did before. If there is no price memory prices can continue right through the area. If there has been resistance before and lots of volume it may act as support as buyers defend their past prices. If buyers are under water and further declines continue you can anticipate panic especially with a volume profile below and a "mania" type of price action.

Knowing statistically what percentage chance you have given your rebalancing period of seeing the asset class outperform all others and weighting accordingly... Or knowing how that might change during  particular seasonal data can provide you with a baseline strategy that may statistically allow you to use the "game theoretic exploitative strategy". However getting good at reading the overall "markets" is a skill that you can use and apply information to and probably get on average a greater edge. Perhaps not one that can easily be scientifically quantified, but that doesn't mean that you cannot apply a bit of "art" to the science of portfolio management.You can root it in the "science" and then use an average estimated edge to strategically deviate, from it, or USE science to help you establish the "art" to it , by accumulating knowledge like that and rooting it into your intuition. Either approach intends to accomplish the similar task of superior handicapping of the market's relative areas of out-performance and positioning accordingly.

Duel Aspects To The Portfolio

My Philosophy basically is about two key aspects.
1)Managing the allocation portion of the portfolio and
2)Managing the individual trades.

The allocation portion is all about the correlations and balance between expectations of capital flows. For example, you have a trade in Commodity, Bond, Stock Index, and Currency. You may shift it so you have a slightly larger position size, or even an extra position in one particular area, but you always want to gear the allocation to "weight" it towards the area that either gets you the proper net correlation (ideally zero or slightly negative), or "weight" it towards expectation of return, if you have any particular edge in any one asset class.

The individual trades are structured in a way to work along with the correlations.
The leveraged version of that might look like this

But the individual trades must only be sold when the conditions of the trade itself dictate that you lighten up, not because your portfolio dictates it. Otherwise when the market is doing well and a position is working, all across the board, you will have to sell what is working, which is usually counterproductive. For that conundrum you can remedy the situation if you lighten up the stock index or add a hedge and reduce the cash allocation, or if you prefer, "convert the portion of cash allocated towards hedging from cash to an actual hedge".

Managing the individual trade can be about technical analysis, or it can be about risk/reward or both. For example, you might cut a trade, even when it's overall up from your buypoint if it makes a lower high and/or a lower low. If support is breached, or if it has surpassed the target and is overbought or shows signs of slowing. You probably want to keep it simple and only use targets and stop losses initially, but eventually you have to learn to when possible, let your winners run a bit longer, and when possible cut your losses before the maximum stop price is hit.  This can improve upon a risk/reward that should already be structured to win. In other words, if you put your target as 3 times the amount you risk if it stops out, you have to be right a minimum of 1/4 times as you can lose 3 times and win it all back on the 4th. Except when you factor in money management, your position size will never be small enough that exactly 1/4 is profitable. You must expect to do much better, particularly since you will need to beat the market for it to be worth your time.

For example, if you buy at $4, and your target is $5, and your stop is $3.50, you are risking $0.50 to get $1.00, so you must be right 1/3 times as you can lose $.50 twice ($1), and gain it back on the 3rd time assuming position size is the same. Of course, if position size does not adjust downward as account loses, you have a possibility of losing it all, which is not acceptable. Either way your Reward should outweigh your risk, and your win percentage must be profitable. If you don't know what your win rate will be, aim for 3 times the risk, otherwise don't place the trade.

So as you run your portfolio, you might have 4% in leveraged option trades, or 20% in individual stock trades instead. Within that you have individual positions that you must manage. Overall you also must be sure to balance the amount of overall risk according to confidence in each particular asset class. In the case of "short term trades" or "long term trades" those can be allocated according to your ability to outperform in each particular area... with some kind of minimum baseline to build experience and have growth potential in numerous market conditions.


Tuesday, October 1, 2013

Dynamic Hedging

By definition, hedges are supposed to lose money to allow you to have more aggressive long exposure. Your extra exposure is supposed to gain more than your hedge loses but in the even tthat you are wrong, the extra exposure will roughly cancel out, or even decline less than your bearish bet.

I believe however that you can do better. There are bearish market bets in an uptrend that I also call hedges for lack of a better term, that actually can make money regardless of what market does, while your bullish plays make money. The trick is knowing specific setups that are mathematically expected to decline based upon history, even in a bull market, but even more so in a bear market. Once you know these setups, with excellent execution, you can make money from a bearish bet while the market works to the upside, or make even more from that setup as it declines. I prefer the setups that are very common as opposed to the ones that have worked the best with a smaller sample size. This way I can always find a trade and be more confident that it will work, and also test more recent results in a shorter amount of time. If I only need one set up and can find 3, I can use other criteria to try to get a better return. I prefer the swing trade type of setups such as those from a candlestick chart as opposed to looking for price patterns.

If all you did was have an even amount of bullish plays and bearish trades or all you did was "pairs trading" and pulled this off, you could gain with almost zero market correlated risk, (loss from market direction) and minimal account volatility, which would allow you to heavily and aggressively deploy your cash for maximum gain, or keep the same high levels of cash for maximum stability.

However, the way that I like to hedge is by some ratio of something like 2 bearish bets for every 3 bullish bets (Ratio should be set so that if I deploy all of my cash, I don't exceed my desired maximum % long exposure). The alternative that I like even more is to maintain some sort of allocation percentage on the long side, and use hedges only when the long side trades are working and suddenly have a larger percentage of capital than you intended. For example, if you have 20% short term trades, 20% long term trades, and 10% stock index and 20% low risk income with 30% cash, you are looking for about 50% long exposure. Now say the short term trades explode to the upside and are worth 30% of your portfolio putting you at 60% long exposure, now you would possibly want to offset 10% of it because you are now beyond your intended ratio of 50% risk, 20% stable income and 30% cash. You could sell your 10% stock index, but these are short term trades. Because they are short term you may not opt to hedge at all since you will be hitting your targets and selling soon. You may just sell early, but really I would look at two options (in this order)
1)Waiting until you hit target or selling any stocks already near, at, or past the target.
2)Short term hedging

This second way when I start winning I protect my gains a little better and typically if my plays are positively correlated with the market, I will be adding hedges higher after a move to the upside in the market, where it will be easier to spot failed moves and also get long the moves that have yet to work.
In some cases, the setups will be so good and the timing will be so right that you have to take on new positions even though you may not want additional market risk exposure. In that case, you simply will match one hedge per one bullish bet.

In the case of short term hedging after offsetting your "balance" in the example above, you would aim to maintain around 10% of short term hedges. However, the exit strategy on these hedges are actually NOT going to be just when you take your winning trade or bullish trade off, but are going to have a specific holding period that has proven to work in the past with a possible extension. I might go 3 or 5 days with a possible extension to 10 days.

I do not do "long term hedging" for the most part because I don't find a ton of success with bearish price patterns or have enough experience with them, and candlestick patterns are usually short term trading vehicles. Instead, I will just take off a hedge and then add one that same day. For example, if you go from the initial example of 20% short term trades, 20% long term trades 10% stock index, 20% income 30% cash and end up with 30% long term trades? The decision in order will go like this.
1)Take off short term trades at, past, or near target (or that stop out) and don't put on any new short term trades. (In this example, you would aim to get to 10% short term trades to offset long term, but only if possible without selling stuff early)
2)Reduce or take off stock index investment allocation. Most likely you will be selling high as market would likely have rallied to get long term trades to the inflated level.
3)Sell any long term trades that are near, at, or past their target.
4)Put on short term hedges to offset risk and continue to replenish old hedges that you sell with new that you buy until the first three options are able to offset the extra risk and reduce or eliminate the need for hedging.
5)Put on long term index fund hedge (last resort option)

I do not think you should just stick the cash into an index fund on a bearish bet if you can since in this case you are only betting on your one trade to perform well enough to offset your losses, rather than betting on BOTH to be winning trades regardless of market direction, but even more winning if the market moves in their respective directions (which are opposite of each other). It is probably better to put on an index hedge then to have too much risk, but this will reduce your gains relative to the other strategies.

Now the "dynamic" part of the hedging is that the actual "percentage" exposure to risk that you are aiming for will and should fluctuate according to your overall market outlook but drawing exceptions when individual setups or timing is good enough.

For example if you have no idea on individual market direction, a 50% bullish, 50% cash split is best, and if it goes to say 60% bullish, you put up 10% hedge, if it goes to 70% you put up a 20% hedge.

If market direction is expected to be say at a 60% probability of moving an equal amount to the upside, you want to be 60% bullish, so you might have to take off some hedges or add some longs so that you have that long exposure. Either 60% bullish no hedge, 70% bullish 10% hedge or some combination.

If market direction is expected to be at say a 40% probability of moving an equal amount to the upside, you want to be 40% bullish. (or 50% bullish, 10% hedged). At this point you may even wish to be aggressive and be something like 40% bearish with a 10% bullish hedge, but I would never want to be beyond even 40% bearish under any circumstance because of things like borrowing costs, margin calls, puts being more expensive and typically pricing in the borrowing costs, puts being more expensive in a bear market than they are cheap in a bull market, etc. For that reason I would not flip to the theoretically correct 60% bearish instead, and the aggressive nature of the shift also would cause a lot more fees, turnover and psychologically would be a difficult adjustment for many.

I personally would not go beyond 60% long or under 40% long, and I would not go over 40% short (or the equivalent, or a total of 50% short (even if matched with 10% or 20% long). That is about recognizing your limitations with regards to market direction, and should keep you focus less on market direction and more on individual setups and relative out-performance or achieving "alpha".

Now if you use leverage the strategy should be much different. Your cash position must be much larger. If you have a 8% stop for example in stock, 1% risk would put about 12.5% of capital towards the trade. With the option, you instead might position 1% of your capital towards the trade. Big difference. As a result, you should really be dividing any position by 12.5% to determine your leverage. If you are more aggressive and risk 2% per trade, you are taking 25% of capital allocated towards a trade or 2% towards an option.
I think though, you might be able to be a bit more aggressive than that using leverage since you can create more positions and be more diversified and find more trades at a lower correlation. As a result you might only divide by 10.

In other words, the option equivalent for a strategy of something like  20% income, 30% cash 20% long term, 20% short term, 10% stock index might be 40% income, 55% cash, 2% long term, 2% short term, 1% stock index. Since you have more non risk cash, you can put more into stable income. Since you have more stable income and cash you might increase the leverage further. Afterall, the only reason we go into cash is for rebalancing and protection against being wrong, not because we can't afford more aggressive risk.

If I was to use leverage, I personally would use some of that cash to leverage some no or low correlated plays. As described in some previous strategies, I could go 2% currency, 2% bonds, 2% commodities, 2% stock index. Because of this allocation being basically zero correlation with some inverse correlation names, and because of the ability to reduce stock index when individual position sizes get too large, This is another way you can give yourself maybe HALF of the position size of this low correlation and apply it to each of the short and long term trades. In other words, 36% income, 50% cash, 3% long term, 3% short term, 2% stock index, 2% currency, 2% bonds, 2% commodities.



Also, since you have a positive expectation when it comes to your trades, and aren't simply rebalancing a stock index, I believe this favors a more aggressive strategy for EITHER the stock one or the option. Since the option's edge is magnified, this is especially true if your timing is excellent as well. If you have a plan to add cash and your starting capital is lower relative to the cash you will add (adding 1000 a month to an account that is only 10,000) this can allow you to be much more aggressive as well since after a 20% decline, you won't find recouping your losses as difficult as you would without a deposit. A 11% gain on portfolio would get you from 90% back to 100% rather than a 25% gain. A 11% plus another 10% or 21% would get you from 90% back to 110% or recoup what you lost, rather than a 25% gain. That is just on a monthly basis and after the month you have another 1,000 and it will be even easier.

if your strategy is 36% income, 50% cash, 3% long term, 3% short term, 2% stock index, 2% currency, 2% bonds, 2% commodities, then with that cash you will occasionally rebalance, but also will note that if your short term plus long term plus stock index equals more than 8% you hedge by the amount needed to offset, or reduce your stock index position or short or long term position near, at, or beyond the target For example if short term trades double to 6%, you hedge 3%.

This dynamic allocation is very similar to the one described before but I will reillustrate here.


I want to add one that shows you how to respond if you are using leverage.
(typo edit: top right corner should say cash 50%)

What I actually do involves occasionally using leverage, and occasionally using stock, but the stock position can be nearly 10 times the option. So the actual strategy might change dramatically depending on whether or not I have stock and how many, and whether or not I have a bond trade available at the moment. My strategy is not yet entirely defined, but I do have a philosophy that works almost exactly as described, but the actual allocations fluctuate a bit too much at the moment. The reason I don't have a predefined strategy yet, is because I want to find the position sizing strategy that accomplishes my goals, and then structure everything else around it including: Allocation(commodities/stock index/bonds trades/currency trades), income, cash, and hedging. These all are structured AROUND the long and short term trades. In other words, the allocation strategy needs to be such that the stock index can be large enough to offset the potential growth of the long term trades (stock index size should be anywhere from 2/3 to 3/2 the size). The remaining allocation should typically EQUAL the stock index position size (unless it's taken off to reduce risk), and the cash then must be large enough to accommodate the need of liquidity as well as additional cash for volatility risk, and the remaining which is illiquid safety for reduced volatility and capital inflows and also must be smaller than the actual cash percentage. Substituting options for stock is fine, but I would probably prefer 2 half positions (2 5% stock to every 1% option) as opposed to one full position.

Previously, the philosophy looked at hedging as just any hedge such as an index option. With the introduction of  individual short term hedging in positions that are expected to be profitable, I might just by default set up a 1% hedge and increase the short term position by a half a percent and the long term by half a percent. Any additional hedging might be to reduce the risk. This way I am always hedged, but in a way that expects to yield a profit as well as lets me add additional exposure.
Either way, I think a particular ratio up to a certain amount such as 2 hedges for every 3 trades I add is a good way to keep myself in check from over trading and taking on too much risk. The % allocated to income will also limit the amount you can actually get long and provide some liquidity if you absolutely need it and some longer term stability.




Statistical Edges In Trading

If you are going to trade using statistics, you cannot just use anything you want. You have to ensure the data has enough relevance and sample size. I wouldn't necessarily obsess over lack of objectivity of particular price patterns if you personally have a large degree of confidence that you can identify it. However, for the most part I would focus primarily on creating a system that starts with the largest statistical sample set that you can find. In my opinion, that is SECTOR seasonality, which have hundreds or thousands of stocks over decades of years every year trading over a particular seasonal date, and even more relevant if you are looking to capture a multiple month trend. This is not to be confused with individual seasonals which may only have 10 years of trading or 10 samples (a stock may have traded over only 10 months of October if it has been around for 10 years). The next statistical edge with a very large sample size is candlestick patterns. You have price patterns that may take weeks or months to form (although some take only a handful of days), but candlestick patterns are possibly only 1 day pattern plus confirmation.

So We start with the sector performance. i prefer to look for relative outperformance since the market has the ability to drag sectors up or down even though the current environment there isn't a lot of correlation.

From EquityClock


When you see a decline, this could mean the particular sector stays flat or goes up, but just that the S&P goes up at a faster rate. But for me that is important.

I typically like to hedge. That means that my hedge should go up less than the market, or go down more then the market. Overall it adds value and decreases volatility while reducing my exposure long.

For the month of October, I want to think about being long technology and maybe Materials and short financials and/or Utilities.

Now the Candlestick patterns...
For these I not only want a COMMON candlestick pattern for a large sample size, but I want one frequent enough to trade that also has an edge as either a bearish or a bullish signal.
My choice is the Marubozu pattern with the plan to wait for conformation to the opposite side. For example, a bearish Marubozu that breaks above it's high or a bullish Marubozu that breaks above it's low.
Note: The reason a Black Marubozu is called a bearish Marubozu is because it is a downward move and slightly more than 50% of the time you will have a confirmed downward breakout (close below the low). We are looking at BUYING a confirmed upwards breakout which means a "bearish failure", making it bullish. Similarly the White Marubozu is called "bullish", but we are looking to trade the failure.
====================================
Bearish Marubozu (Marubozu, black)
Bull Market Up breakout
Candle end + 1 day 1.91%
Candle end + 3 days 3.26%
Candle end + 5 days 3.86%
Candle end + 10 days 4.39%
10-day performance rank 24/103

Bear Market Up Breakout
Candle end + 1 day 2.57%
Candle end + 3 days 4.08%
Candle end + 5 days 4.96%
Candle end + 10 days 5.33%
10-day performance rank 25/103
====================================
Bullish Marubozu (Marubozu, White)
Bull Market breakdown (down breakout)
Candle end + 1 day −1.71%
Candle end + 3 days −2.81%
Candle end + 5 days −3.33%
Candle end + 10 days −3.55%
10-day performance rank 26/103

Bear market breakdown (down breakout)
Candle end + 1 day −2.20%
Candle end + 3 days −3.95%
Candle end + 5 days −4.53%
Candle end + 10 days −4.79%
10-day performance rank 36/103
 ====================================
While there are many better patterns, these still are among the better patterns and more importantly, it allows a very simple and very common pattern. Each day you will have a large number of ideas. I will filter it by sector since I am looking to trade seasonals as well. I also trade options so I am looking for optionable with enough volume. So here are the screens to create watchlists that should be run at the end of the day so you have confirmation of the pattern.

Bullish
Technology
http://finviz.com/screener.ashx?v=111&f=sec_technology,sh_avgvol_o50,sh_opt_option,ta_candlestick_mb&ft=4

Materials
http://finviz.com/screener.ashx?v=111&f=sec_basicmaterials,sh_avgvol_o50,sh_opt_option,ta_candlestick_mb&ft=4
-

Bearish
Utilities
http://finviz.com/screener.ashx?v=111&f=sec_utilities,sh_avgvol_o50,sh_opt_option,ta_candlestick_mw&ft=4

Financials
http://finviz.com/screener.ashx?v=111&f=sec_financial,sh_avgvol_o50,sh_opt_option,ta_candlestick_mw&ft=4


How To Enter Trades

This system is pretty simple. You are using two confirmed statistical edges to identify buy points. Since you will be getting ideas daily that confirm every few days for 1-10 day trades It is an easy system with a confirmed statistical edge. Beyond that, you probably want to use some discretion and when you really get the right trade, you might even use leverage.

Since the confirmed upward breakout/downward breakdown only occurs around 55% of the time for each trade, and the pattern is actually not very good at it's intended use, you may want to get long/short in anticipation of the entry if you feel you can identify any sort of bias at all. With this particular strategy, you are creating a greater upside, a longer time horizon, but a very quick exit. You basically will be entering the next day on the exit of the trade. Based upon the statistics, you should expect to lose more often than win, but the exit when you are wrong probably only costs you the average daily percentage move to the downside, while the exit when you are right gains you the size of the candlestick times two (target) about 75% of the time THAT it breaks out (about 33% of the time total). The remaining 12% of the time you will see somewhere between a small loss and a gain that falls short of the target. With leverage that probably means closing out the trade or seeing the contract expire.

Either way, you can do a risk/reward analysis pretty easily.
For risk, determine the average daily move over the last handful of days. Say it's $1.5
Then measure the current candle, say it's 1.6. Your risk is 1.5, your reward is 3.2.
55% of the time you lose 1.5 total value .55*-1.5=-.825
33% of the time you gain 3.2 total value .33*3.2=1.056
12% of the time you break even  .12*0=0
Total "expected value" = 0.231 If that is in a $50 stock that's a 0.462% per trade gain. 30 trades a year and it's 13.86% a year. If that is good enough you might make the trade.

Reward  1.056 / .885 = about 1.2 to 1
Trading the seasonality as well may increase your odds and upside as well since the bias on a given day is in the direction of your trade.

A way to analyze the typical case is taking the 1 day return if you are wrong to the 3 day average if you are right since you will let the winners run. In that case for a bullish trade on black marubozu you have
White Marubozu
Bull market down breakout
-.58%,  3.26%
bear market down breakout

-.91%, 4.08%

55% of the time lose .58 .55*-.58=-.319
33% of the time 3.26 .33*3.26=1.0758
12% of the time break even 0%=0
.7568%


55% of the time lose .91 .55*-.91=-.5005
33% of the time 4.08 .33*4.08=1.3464
12% of the time break even 0%
.8459%

Actually, that isn't entirely fair as the target will be greater and so the 33% if we are using 3 day average numbers should instead be 45%
55% -.319
45% of the time .45*3.26=1.46
1.148%

55% of the time =-.5005
45% of the time .45*4.08=1.836
1.3355%

And leverage?
Leverage is a complicated thing that is very dependent upon the security and it's specific expected move. But just for an idea, let's take goldman sachs and pretend it has just made a 4 point move forming a white marubozu to the downside. Let's say you really want to trade leverage to the upside.
You determine that you are aiming for at least a 4 point move from 161 to 165 strike price in option calls that have 7 trading days on them. The cost of the option will be about $.50 per share or $50 per contract.
OF those that breakout, 75% reach a target of 169 (measure rule of 4 points beyond the breakout price). However, it takes 4 days from the formation of the candlestick until you actually get a breakout on average. And that means HALF of the trades will take longer than 4 days... SO...
45% breakout, 50% of those that breakout do so in 4 days and 3 days are left to get the average performance of 3.26% in a bull market up breakout from the high which would be 165. That is about 170.4 very close to our measure rule target. I would just take 45% of 50% or 22.50% that hit $169 which would yield $4 on those calls. That is a return of $3.50/.50=7=700%.


Now the difficult part is determining the remaining 22.5% that breakout but take longer than 4 days. A fraction of them will take 5 and as a result have 2 days of performance. A fraction will take 6 days and still have 1 day of performance. And some on the last day of trading before expiration will end up with a confirmed breakout and result in you possibly gaining the cost back, maybe less, maybe more.

For now though we can just say that
-$.50 *.55=-.275 (in reality you would probably preserve a huge portion of this contract, but it isn't a given depending on price and liquidity)
$3.50*.225=.7875
$0*.225=0
+.5125 or over 100% per trade.
The problem of course with options is position size. You really have to keep the position size very small such as 1% but can put a handful of trades. So maybe with 5 trades that translates to 5% growth on your portfolio per trading interval if you have 5 trades on at a time and 30 trading intervals you can do 150% a year. But a huge predicament is that the trades will be slightly correlated and that means it is a tiny bit similar to having one large 5% position only not quite. as bad. Either way you have to be careful. Another problem is that although certain specific contracts have weeklies available, many do not, and many have illiquid options. Additionally, the optimal amount of time would probably be about 10 days with the plan to only use 7.

I think there simply won't be enough opportunity to use leverage with this method as frequently as you want and so I would consider trading any options even not in the right sector if it has weekly options available (even if you aren't using them, it means the options are probably more liquid than others).

Marubozu white
http://finviz.com/screener.ashx?v=111&f=ta_candlestick_mw&ft=4&t=OEX,XEO,SPX,DJX,NDX,RUT,AGQ,DIA,DUST,DXJ,EEM,EFA,EWJ,EWZ,FAS,FAZ,FXE,FXI,GDXJ,GLD,GLD7,GDX,HYG,IWM,IYR,QQQ,NUGT,SDS,SLV,SPY,SPY7,SSO,TBT,TLT,TNA,TZA,USO,UNG,UVXY,VWO,VXX,XHB,XLB,XLE,XLF,XLI,XLK,XLP,XLU,XLV,XLY,XME,XOP,XRT,AA,AAPL,AAPL7,ABT,ABX,ACN,AET,AGNC,AGU,AIG,ALXN,AMD,AMGN,AMRN,AMT,AMZN,AMZN7,ANF,ANR,APA,APC,APOL,ARNA,ATVI,AXP,BA,BAC,BAX,BBRY,BBY,BIDU,BIIB,BK,BMY,BP,BRCM,BTU,BX,C,CAT,CELG,CF,CHK,CL,CLF,CMG,CMI,COF,COH,COP,COST,CSCO,CREE,CRM,CRUS,CVX,DAL,DD,DDD,DE,DECK,DELL,DIS,DISH,DNDN,DOW,DVN,EBAY,ELN,EMC,EOG,ETN,F,FB,FCX,FDX,FFIV,FSLR,GE,GG,GILD,GLW,GM,GMCR,GME,GNW,GOOG,GOOG7,GPS,GRPN,GS,HAL,HD,HES,HLF,HON,HPQ,IBM,INTC,IOC,IP,ISRG,JCP,JNJ,JOY,JPM,KBH,KGC,KMB,KO,KORS,LCC,LINE,LLY,LNG,LNKD,LOW,LULU,LVS,M,MA,MBI,MCD,MCP,MDLZ,MET,MGM,MMM,MNKD,MON,MOS,MPEL,MRK,MRVL,MS,MSFT,MTG,MU,NAV,NE,NEM,NFLX,NKE,NLY,NOK,NTAP,NVDA,ONXX,ORCL,OXY,P,PBR,PCLN,PFE,PG,PHM,PM,POT,PSX,QCOM,QCOR,QIHU,REGN,S,SBUX,SCTY,SINA,SIRI,SLB,SLW,SNDK,SNE,SODA,SRPT,STX,SU,T,TAP,TGT,TIF,TIVO,TMUS,TOL,TSLA,TSO,TXN,UA,UNH,UNP,UNXL,UPS,USB,UTX,V,VALE,VRTX,VHC,VLO,VMW,VOD,VVUS,VZ,WAG,WFC,WFM,WLT,WMB,WMT,WYNN,X,XOM,YELP,YHOO,YUM,Z,ZNGA,ZTS

Marubozu black
http://finviz.com/screener.ashx?v=111&f=ta_candlestick_mb&ft=4&t=OEX,XEO,SPX,DJX,NDX,RUT,AGQ,DIA,DUST,DXJ,EEM,EFA,EWJ,EWZ,FAS,FAZ,FXE,FXI,GDXJ,GLD,GLD7,GDX,HYG,IWM,IYR,QQQ,NUGT,SDS,SLV,SPY,SPY7,SSO,TBT,TLT,TNA,TZA,USO,UNG,UVXY,VWO,VXX,XHB,XLB,XLE,XLF,XLI,XLK,XLP,XLU,XLV,XLY,XME,XOP,XRT,AA,AAPL,AAPL7,ABT,ABX,ACN,AET,AGNC,AGU,AIG,ALXN,AMD,AMGN,AMRN,AMT,AMZN,AMZN7,ANF,ANR,APA,APC,APOL,ARNA,ATVI,AXP,BA,BAC,BAX,BBRY,BBY,BIDU,BIIB,BK,BMY,BP,BRCM,BTU,BX,C,CAT,CELG,CF,CHK,CL,CLF,CMG,CMI,COF,COH,COP,COST,CSCO,CREE,CRM,CRUS,CVX,DAL,DD,DDD,DE,DECK,DELL,DIS,DISH,DNDN,DOW,DVN,EBAY,ELN,EMC,EOG,ETN,F,FB,FCX,FDX,FFIV,FSLR,GE,GG,GILD,GLW,GM,GMCR,GME,GNW,GOOG,GOOG7,GPS,GRPN,GS,HAL,HD,HES,HLF,HON,HPQ,IBM,INTC,IOC,IP,ISRG,JCP,JNJ,JOY,JPM,KBH,KGC,KMB,KO,KORS,LCC,LINE,LLY,LNG,LNKD,LOW,LULU,LVS,M,MA,MBI,MCD,MCP,MDLZ,MET,MGM,MMM,MNKD,MON,MOS,MPEL,MRK,MRVL,MS,MSFT,MTG,MU,NAV,NE,NEM,NFLX,NKE,NLY,NOK,NTAP,NVDA,ONXX,ORCL,OXY,P,PBR,PCLN,PFE,PG,PHM,PM,POT,PSX,QCOM,QCOR,QIHU,REGN,S,SBUX,SCTY,SINA,SIRI,SLB,SLW,SNDK,SNE,SODA,SRPT,STX,SU,T,TAP,TGT,TIF,TIVO,TMUS,TOL,TSLA,TSO,TXN,UA,UNH,UNP,UNXL,UPS,USB,UTX,V,VALE,VRTX,VHC,VLO,VMW,VOD,VVUS,VZ,WAG,WFC,WFM,WLT,WMB,WMT,WYNN,X,XOM,YELP,YHOO,YUM,Z,ZNGA,ZTS

I don't expect the results to be typical, the information was found or derived from Encyclopedia of candlestick charts by Thomas Bulkowski.

You certainly could use this as your only trading method, I use it to find hedges primarily and the occasional trade if the setup is right.


Thursday, September 26, 2013

Why Seasonal Data is Both Irrelevent and VERY relevent

Statistics shows that the larger the sample size as a percentage of the population, the more confident you can be in whatever conclusion you draw. However, the more specific the information the more useful the information.

Seasonal data follows the laws of statistics in that it requires a large number of samples to allow you to draw a conclusion, but how actionable is that conclusion? For example, if seasonal data of an individual stock says 9 out of 15 times (60%) a particular stock outperformed the S&P during the month of October, perhaps you can only be 52% confident that this particular stock will outperform and that the result weren't just due to randomness. Yes you more likely have an edge than not, but not one with substantial confidence. Considering that if you don't have an edge any bet is too large, and if you only have a slight one, only a very small bet is permitted and the fees and commission will reduce that edge even more.

On the other hand, consider sector data that goes back for hundreds of years that contain an AVERAGE of every stock in the sector. If thousands of stocks over 50 years had on averaged outperformed, this is extremely significant and a very large sample size. So if it tells you that there is an edge, with thousands of "trials" you can be much more confident that going forward tech stocks will outperform in October.

The problem being it won't tell you whether or not a specific company like GOOGLE is likely to outperform. However, you can deduce that a stock, selected at random in the tech sector should produce an average tech performance, and give you outperformance over time. Now if you can look at the same seasonal data and also determine that google has a 54% chance of outperforming the average tech stock, then even if you are wrong and it's average, you still outperform the S&P.

Take a scenario where 75% of the time tech outperforms, Even if you select the bottom 50% of tech, you still have 25% of those bottom 50% that outperform the market, and only the other 25% doesn't. So overall you can increase your odds slightly AFTER determining a sector by choosing an individual stock's seasonal data, but you won't have much of an edge just looking at that data. As such, the seasonal data can be almost irrelevant or extremely relevant depending on how you use it. The same is true with most data.

Ultimately you want a large number of samples in similar situations to deliver a combination of both a large sample size as well as a very similar and high quality size.

I love candlestick patterns because of the ability to test millions of them and get a very large sample size, and I feel they are more objective than price patterns. I still like price patterns though. Ultimately, statistically speaking SECTOR seasonality as a guiding principal to focus more on and allocate more towards the sectors with strong seasonal data will provide you with a statistical edge. Then selecting entry criteria in that particular sector measured by candlestick data will add an additional edge, and throw in support/resistance if you'd like and F.A.S.T. Graphs (intrinsic value fundamentals) or other data which perhaps has been statistically tested, and that is where you have an edge on top of an edge on top of an edge. The probability of all of those edges failing and stock under-performing is slim, and that is how you can use statistics to your advantage.

Thursday, September 19, 2013

Stock Trading Philosophy vs Strategy

A trading/investing philosophy is a set of conceptual guiding principals. It is in theory what your strategy may aim to accomplish, without any specifics.  A philosophy contains an example of what you might do in your strategy to illustrate how it will work.

A strategy is a more specific set of ideas as to how exactly you will carry that philosophy out. It should contain a checklist as well as a set of strict rules to follow. The checklist is something you should make  ahabit of reading before every purchase.

Right now I have done a lot of work on philosophy and have begun only some work on the strategy.
The philosophy's example of what you may accomplish in the strategy is illustrated below as an example.
I have discussed how you might protect your capital and various concepts you may implement, but keep in mind this is only a philosophy, not a strategy.

So how does one make the transition from philosophy to strategy? You could just set up some sort of set of rules you are comfortable with, but to me, I want to be precise as possible, and that makes it a long and laborious process of market study and more importantly, self study.

That means finding out exactly what information you need to make as precise of a decision as you can with regards with "what to buy", "when to buy it" "at what price" and "what conditions must be met to sell" and perhaps more importantly "with how much capital" and "how to divide up your capital", and "how flexible is your strategy... what are the specific rules that may allow you to differ from it and by how much". In reality the strategy defines your parameters, including when to change those parameters and by how much, but it makes more sense to people if you look at an exact strategy that is static and then provide rules for "exceptions". Really though, your portfolio's philosophy should be fluid enough to shift as in the example above, and the strategy should provide specifics.

This isn't the only philosophy either. Your strategy might simply seek to determine a particular win rate that you have, and find a strategy, such that if you were 100% long, your risk would still become acceptable. This means much more index hedging and finding a particular ratio. For example, every 3 trades you might buy 2 times the normal trade size in some long dated puts. (or perhaps 3 puts to every 5 calls) This way if you are 100% long you are 66% long calls and 33% long puts and that would be maximally aggressive in your strategy, but still only 33% levered long (66%-33%). Or maybe you stick 20% in cash and income related non leveraged investments and you really set it up so that the maximum aggression you can get is 52.8% calls and 26.4% puts (26.4% levered long). Getting that aggressive, you better be right about the market moving. At least the long term puts will help you mitigate some of the time decay if market trends sideways and shorter term option calls expire worthless as market perhaps moves sideways, but will still potentially cause you to lose a bit MORE than the premium. Worst case scenario every option expires at the strike price and market trades up, but with the extra time on it you can close out your puts without too much damage, and/or roll some/all of them to longer term options and enter the next batch of trades.

If you want 20% leveraged long as maximally aggressive, you can work backwards and find that you need 40% of your capital to be occupied by cash related investments. Or if you prefer a larger amount than that, maybe 50-65% allocated towards stock, income, and investments with some larger degree of "risk". Even though in terms of calls minus puts you may be only something like 15% leveraged long, when you consider you also own maybe 20% stock investments and 20% low beta income investments the risk may be close enough to the volatility as if you were 20% leveraged long.

Either way, you need to set rules, and it needs to make sense with what you have defined that you want to accomplish. You might calculate on average over the long term how much you expect to gain on trades and how much you expect to lose on hedges, and make sure that whatever the ratio that the longs provide a positive gain. Then you also want to make sure that the calls don't reach any particular extreme. That is how you might construct an exact strategy and also it will help you determine the parameters of the trade. But when calculating the trade, you want to figure out gains plus average losses, or losses plus average losses from hedging into the equation.
For example, IF your calls gain 200%, what do your hedges do over that period. Gains minus losses = your actual gain. Say it's 50%. So 200% on a position size of  $3000 to a 50% loss on a position size of $2000 is $3000*3=$9000 - $1000=$9000 ($4000 net) on total cost (including hedge) of $5000 is $4000/$5000=.8=80% Return on capital. Then you break down what happens if your calls gain 100%? If they do nothing? and if they lose 50% or 100%? If you can map out the trade with a hedge, you should have less extreme declines, and that will allow you to take on a larger risk if you were to do one particular trade.

You of course need some kind of position sizing algorithm such as a kelly criterion or monte carlo simulation to determine your expectations. Either way, even if you aren't putting it all into one particular trade, it's probably better to divide that trade up into many trades for the sake of reducing risk further (provided the fees and opportunity costs of putting everything into your best trade don't outweigh the upside from diversifying.). The information you determine from the position sizing algorithm will be very relevant and significant to strategy