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	 Forward testing is a method 
	of evaluating a stock trading strategy by applying it to current or future 
	data, and then monitoring its performance in real-time. This is in contrast 
	to backtesting, which involves testing the strategy on historical data. 
	Forward testing is an 
	important step in the development of a stock trading strategy, as it can 
	provide insight into how the strategy will perform in real-world conditions. 
	By testing a strategy in real-time, traders can observe how it performs 
	under actual market conditions and make any necessary adjustments to improve 
	its performance. 
	Forward testing can be done 
	manually, by paper trading or demo trading, or it can be automated using 
	trading software. The goal is to evaluate the strategy's performance over a 
	period of time and make any necessary changes to improve its profitability. 
	Paper trading (or demo 
	trading) is a simulated trading process that allows traders to practice 
	trading strategies without risking real money. It involves using a simulated 
	account, which looks and operates like a real trading account but uses fake 
	money to execute trades. 
	With paper trading, traders 
	can test their strategies in real market conditions and gain experience 
	without the risk of losing actual money. It allows traders to evaluate the 
	effectiveness of their trading strategies and make necessary adjustments 
	before risking their capital in the actual market. 
	Paper trading can also be 
	used to test and compare multiple trading strategies to determine which one 
	is the most profitable. Additionally, it can be used to test the performance 
	of new trading instruments, such as options, futures, or forex, before 
	trading them with real money. 
	After finishing the 
	backtesting process for a trading strategy, it is not advisable to rush into 
	real trading immediately. In my opinion, it is better to spend several 
	months doing paper trading based on the strategy to verify its robustness 
	repeatedly. During this time, it is important to update the training set and 
	testing set with new data to ensure they remain relevant and reflective of 
	current market conditions. 
	For example, besides these 
	Demo strategies which are based on Technical Analysis Methodology and have 
	been displayed in this handbook, I am developing another strategy based on 
	Artificial Intelligence Machine Learning, and have been doing Forward 
	Testing over 2 years. Do you still remember how many things happened during 
	2020 and 2022? 
	 
	Let's take a look back at 
	some of the most dramatic events that have occurred during the past 24 
	months, as well as the 113 groups of forward testing done for this 
	AI-Powered trading strategy: 
	December 2020: One year had 
	passed since the outbreak of COVID-19; 
	January 2021: Capitol Hill 
	Riots, USA political turmoil; 
	August 2021: Afghanistan 
	changed, and the United States accepted defeat and withdrew hastily; 
	December 2021: Two years had 
	passed since the outbreak of COVID-19; 
	January 2022: The USA 
	reports that the inflation rate hit 7% the previous month; 
	February 2022: The 
	Russia-Ukraine war broke out; 
	March 2022: The Fed raised 
	interest rates by 25 points for the first time in nearly three years; 
	America's inflation rate jumped to 8.5% last month; Shanghai lockdown; The 
	Russia-Ukraine peace talk, which turned out to be a scam; 
	May 2022: The Fed raised 
	interest rates by 50 points due to severe inflation; 
	June 2022: The USA inflation 
	rate hit 8.6%, the highest since 1981; The Fed raised interest rates by a 
	whopping 75 points; 
	July 2022: US inflation hit 
	9.1%, the highest since 1981; The Fed raised another blockbuster 75 points 
	interest rates; The USA economy grew at a negative rate for the second 
	quarter in a row; Political turmoil in UK, prime minister resigned; 
	August 2022: China reported 
	unemployment at 5.4% last month and youth unemployment at 19.9%; 
	September 2022: Queen of UK 
	Elizabeth II died; Russia partially mobilized and the war escalated; The 
	explosion of the Nord Stream gas pipeline between Russia and Germany, 
	worsening the European energy crisis and high inflation; US inflation still 
	high, the Fed raised interest rates for the third time with 75 points; 
	October 2022: USA-Saudi 
	Arabia relations broke down as OPEC+ announced crude oil production cuts; 
	The Crimean bridge was bombed; UK's new prime minister resigns after just 45 
	days, the shortest serving in the history of UK; 
	November 2022: US inflation 
	remained high and the Federal Reserve raised interest rates by 75 heavy 
	points for the fourth time this year; 
	December 2022: G7 and the 
	European Union set a cap on the price of Russian oil, causing another wave 
	in the international energy supply; The Fed raises rates aggressively by 50 
	points to fight inflation. 
	… 
	See? Every day, we may 
	encounter so many unknown incidents that can affect stock markets, some 
	small like Hollywood stars' fashion dresses, some big like wars. Therefore, 
	it's important to be patient, and conducting more Forward Trading can give 
	you more confidence in your trading strategies. 
	In short, Forward Trading 
	(Paper Trading or Demo Trading) involves using virtual money to simulate 
	real trading, which helps traders understand how their strategies perform in 
	different market conditions without risking actual money. It allows traders 
	to fine-tune their strategies and make any necessary adjustments before 
	transitioning to real trading. 
	Additionally, it is crucial 
	to consider the impact of transaction costs, such as brokerage fees and 
	slippage, on the performance of the trading strategy. This is especially 
	important when deciding whether to continue using a particular strategy 
	after paper trading. Therefore, it is recommended to incorporate transaction 
	costs into the backtesting process to obtain a more accurate representation 
	of the strategy's performance. 
	Forward testing is like 
	trying out a new recipe before serving it to your guests. Just like how you 
	wouldn't want to serve a dish without tasting it first, you wouldn't want to 
	trade without forward testing your strategy. Imagine trying out a new recipe 
	without tasting it first, and your guests end up with a disastrous meal that 
	makes them want to run to the nearest fast-food restaurant. The same goes 
	for trading; you wouldn't want to risk your hard-earned money without 
	testing your strategy first. So, forward testing is like a taste test for 
	your trading strategy - you want to make sure it's deliciously profitable 
	before serving it up to the market!  LIGHTING THE PATH TO PROFITABLE TRADING 
	(the whole tutorial handbook pdf Free Download) A Step-by-Step Guide to Building a Trading 
	Strategy Verification Tool with VBA Macros
 
 
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