Quote from MushinSeeker:
what is PCA?
Principal component analysis.
Quote from garachen:
The simpler the strategy, the more competitive everything gets.
Logical statement, but the ramifications appear to be lost on many here. Folks should not be spending much time on strategies that they will not be able to implement successfully due to lack of capital, relationships, knowledge, or the business savvy to acquire the above.
Perhaps a better approach would be to start with the basics of what the market is. Everyone desiring or needing to transact needs liquidity in order to do so. Different players, objectives, reasons for trading, risk profile - but all need to get their orders filled at an acceptable average price. Therefore competition for limited liquidity. This competition, especially in periods of lower liquidity, creates consistent opportunities for those who apply a sufficiently accurate and consistent analysis.
Profile the various categories of participant, understand how, why, and where they are likely to trade, and identify opportunities to participate in this order flow. Various ways to display the time and sales / market depth information the market gives - identify what information you need to make a call on how others will trade next with high probability, display this info in a format you can use, and test - you have the basics of a strategy.
How good you are at this will dictate whether you can compete further away from the market (latency), and without the benefit of low costs. I don't have a clue on the high level maths that garachen uses, nor the technical savvy to be fully automated. This doesn't stop me being able to exploit short term order flow imbalances which accommodate my size and risk profile. Understand where you fit in the food chain, what resources you can access, and design a strategy based on this.
None of this is easy, and to get to the level where you can compete successfully when paying retail costs will likely be beyond many or most. The level and quality of work required will ensure that there is very little competition in this type of manual trading. Probably the more sensible approach for the independent trader to follow, if the skills are present or can be developed.