Systematic Trading Strategies on Gold: Trend Following vs. Intraday Bias

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Welcome back to another deep dive into the strategies we use in our trading portfolio. Today, we’re focusing on one of the most prominent assets in financial markets: gold.

A long-standing symbol of safe haven and stability, gold is also one of the most liquid and responsive asset classes in the trading landscape. In this article, we’ll break down two algorithmic trading strategies applied to Gold Futures, analyzing how they’ve performed in the current market environment, which has recently been marked by strong bullish momentum.

With the availability of the Micro Gold Future (MGC), gold trading has become more accessible to a wider range of retail traders, making it a popular choice in many systematic trading portfolios.
Let’s get into the details.

1. Gold Trend Following Strategy: A Classic Systematic Approach


The first strategy we’ll explore is based on a trend following approach—one of the oldest and most reliable methodologies in trading.

How the Trend Following Strategy Works

What exactly is trend following? In short, it means riding the direction of the market: buying when prices show strength (an uptrend) and selling when they show weakness (a downtrend). The goal is not to predict turning points, but to capitalize on trends once they become evident.

In this specific case, the system opens long positions when the session’s high is broken, or short positions when the session’s low is breached, as shown in Figure 1.

Of course, to operate this way, the system must wait a certain amount of time after the session opens so that the day’s high and low can begin to form.

Figure 1. Example of a trend following trade on Gold Futures

Figure 1. Example of a trend following trade on Gold Futures

Trend Following Strategy Performance

Looking at the performance, one immediately notices the strong consistency in the equity line (see Figure 2), especially during recent months. The pronounced bullish trend in gold has allowed this strategy to perform at its full potential, pushing equity to new all-time highs.

Digging into the Total Trade Analysis in Figure 3, the system shows an average trade of $303.73, a very solid result that more than covers trading costs like slippage and commissions—making the strategy viable in real-world trading. Even better, long trades alone average $449.55, highlighting how well the system captures upward momentum, especially in recent months.

Figure 2. Equity curve of the trend following strategy on Gold Futures

Figure 2. Equity curve of the trend following strategy on Gold Futures

Figure 3. Total Trade Analysis of the trend following strategy

Figure 3. Total Trade Analysis of the trend following strategy

2. Intraday Bias Strategy with Directional Confirmation


The second strategy combines two widely used systematic trading approaches: the intraday bias, based on statistically recurring price movements in specific time windows, and a trend-following component that adds a layer of directional confirmation before trade entry.


The Logic Behind the Intraday Bias Strategy

This system focuses on time frames during the day when gold has historically shown consistent upward or downward moves. However, instead of entering trades automatically at the start of those time windows—as a classic bias strategy would—it waits for the price to break above or below recent highs or lows, integrating a confirmation filter from trend following.

This hybrid logic helps filter out false signals and improve trade quality.

Figure 4 shows three example trades executed by the system. In each case, the system detected a statistically favorable time window, then waited for the price to break out of the previous bars’ range before entering a long or short position. Exits occur via stop loss, profit target, or a predefined time-based closure.

Figure 4. Sample trades executed by the intraday bias strategy on Gold Futures

Figure 4. Sample trades executed by the intraday bias strategy on Gold Futures

Intraday Bias Strategy Performance

The equity curve shown in Figure 5 demonstrates steady, reliable growth. The strategy has delivered consistent profits over a span of more than 10 years without long stagnation periods. Recent market activity has confirmed the strategy’s validity, with a clear uptick in profit curve momentum, signaling excellent performance in the current gold environment.

According to the Total Trade Analysis in Figure 6, the strategy posts an average trade of $149.28—a reasonable number for an intraday approach and sufficient to cover trading costs.

Figure 5. Equity curve of the intraday bias strategy on Gold Futures

Figure 5. Equity curve of the intraday bias strategy on Gold Futures

Figure 6. Total Trade Analysis of the intraday bias strategy on Gold Futures

Figure 6. Total Trade Analysis of the intraday bias strategy on Gold Futures

Conclusion: Why Gold Is a Strategic Asset for Systematic Traders

As we’ve seen, gold has provided excellent trading opportunities in recent months, thanks to a mix of strong directional movement and volatility—conditions that have favored both trend-following and intraday bias-based systems.

That said, it’s crucial to remember that no market condition lasts forever. We can’t predict whether gold will continue to behave this way in the coming months or shift back to more erratic patterns. That’s why our best advice remains unchanged: diversify. Not just across different instruments, but also across strategies and time horizons.

A well-balanced portfolio, built on solid and thoroughly tested strategies, is the best defense against market unpredictability. Gold, with its liquidity and the availability of micro contracts, remains a valuable asset to include—but it shouldn’t be the only one.

Interested in learning more about systematic trading on gold and other markets?


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Until next time!

Andrea Unger

Andrea Unger

Andrea Unger here and I help retail traders to improve their trading, scientifically. I went from being a cog in the machine in a multinational company to the only 4-Time World Trading Champion in a little more than 10 years.

I've been a professional trader since 2001 and in 2008 I became World Champion using just 4 automated trading systems. 

In 2015 I founded Unger Academy, where I teach my method of developing effecting trading strategies: a scientific, replicable and universal method, based on numbers and statistics, not hunches, which led me and my students to become Champions again and again.

Now I'm here to help you learn how to develop your own strategies, autonomously. This channel will help you improve your trading, know the markets better, and apply the scientific method to financial markets.

Becoming a trader is harder than you think, but if you have passion, will, and sufficient capital, you'll learn how to code and develop effective strategies, manage risk, and diversify a portfolio of trading systems to greatly improve your chances of becoming successful.