The new formula proposed by ChatGPT takes into account various technical indicators while also considering relevant economic factors. It is as follows:
Future Gold Price = (Current 50-Day Moving Average Price) x (1 + Weighted Sum of Indicator Changes)
Weighted Sum of Indicator Changes = w1 * (RSI-based Change) + w2 * (MACD-based Change) + w3 * (Bollinger Bands-based Change) + w4 * (Fibonacci Retracement-based Change) + w5 * (Economic Factors-based Change)
To optimize the formula’s accuracy, it is crucial to assign appropriate weights (w1, w2, w3, w4, and w5) to each component based on historical performance.
Adjusting Weights Using Historical Performance: While we cannot provide specific weights in this article, The Golden Investor suggests a methodical approach to adjusting them based on historical data:
- Gather historical gold price data spanning a significant period (e.g., 5-10 years).
- Calculate the relevant technical indicators for the entire dataset.
- Measure the predictive performance of each indicator using appropriate metrics (e.g., MAE, MSE, or Pearson correlation coefficient).
- Normalize the performance metrics to create a set of weights summing to 1.
- Assign the weights to the corresponding components in the formula.
Here’s a step-by-step explanation for calculating the technical indicators mentioned in the formula from a historical dataset:
- Relative Strength Index (RSI): The RSI is a momentum indicator that measures the speed and change of price movements. It ranges from 0 to 100 and is typically calculated over a 14-day period.
To calculate RSI:
a. Compute the average gain and average loss for the selected period (usually 14 days).
b. Calculate the Relative Strength (RS) as the ratio of average gain to average loss.
c. Compute RSI using the formula: RSI = 100 – (100 / (1 + RS))
- Moving Average Convergence Divergence (MACD): MACD is a trend-following momentum indicator that shows the relationship between two moving averages of a security’s price.
To calculate MACD:
a. Calculate the 12-day Exponential Moving Average (EMA) of the gold price.
b. Calculate the 26-day EMA of the gold price.
c. Subtract the 26-day EMA from the 12-day EMA to get the MACD line.
d. Calculate the 9-day EMA of the MACD line, known as the signal line.
- Bollinger Bands: Bollinger Bands are volatility bands placed above and below a moving average, where the volatility is based on the standard deviation. They help identify periods of high and low volatility and potential trend reversals.
To calculate Bollinger Bands:
a. Calculate the n-day simple moving average (SMA) of the gold price (typically 20 days).
b. Compute the standard deviation of the gold price over the same n-day period.
c. Calculate the upper Bollinger Band as SMA + (k * standard deviation), where k is a constant (usually 2).
d. Calculate the lower Bollinger Band as SMA – (k * standard deviation).
- Fibonacci Retracement Levels: Fibonacci retracement levels are horizontal lines that indicate where potential support and resistance levels are likely to occur based on the Fibonacci sequence. They are used to identify potential price reversals after a significant price movement.
To calculate Fibonacci Retracement Levels:
a. Identify the highest and lowest points of a significant price movement (peak and trough).
b. Calculate the key Fibonacci ratios: 23.6%, 38.2%, 50%, 61.8%, and 78.6%.
c. Apply these ratios to the difference between the highest and lowest price points to find the retracement levels.
Keep in mind that most trading platforms and charting software have built-in tools to calculate these technical indicators, saving you time and effort.
- Economic factors: Economic factors play a significant role in influencing gold prices. Here’s an example of how you can incorporate economic factors into the refined gold price prediction formula:
First, identify key economic factors that have a strong correlation with gold prices. Some common factors include:
- Inflation rate
- Interest rates
- Currency strength (e.g., US Dollar Index)
- Geopolitical tensions
- Global economic growth
To calculate the importance of each economic factor in predicting gold price movements, you can use historical data to determine the correlation between each factor and gold prices. Follow these steps:
- Collect historical data: Gather historical gold prices and relevant economic data for each factor (inflation rate, interest rates, currency strength, geopolitical tensions, and global economic growth) over a significant period, such as 5-10 years.
- Standardize the data: Ensure all data is in a comparable format and frequency (e.g., monthly, quarterly). If necessary, interpolate or aggregate data to match the desired frequency.
- Calculate correlations: Compute the correlation between each economic factor and gold prices using a correlation coefficient, such as the Pearson correlation coefficient or the Spearman rank correlation coefficient. These coefficients will indicate the strength and direction of the relationship between each factor and gold prices.
- Rank the factors by importance: Rank the economic factors based on the absolute value of their correlation coefficients. Higher absolute values indicate a stronger relationship with gold prices, suggesting greater importance.
- Normalize the correlation coefficients: To obtain the weights, normalize the correlation coefficients by dividing each coefficient by the sum of the absolute values of all coefficients. This will give you a set of weights that add up to 1.
A Note of Caution: While the refined formula aims to enhance gold price prediction accuracy, it’s vital to remember that past performance does not guarantee future results. Market conditions can shift, altering the effectiveness of these technical indicators. Periodically reviewing and updating the weights based on recent performance is essential to maintain the formula’s accuracy.
In conclusion, the refined gold price prediction formula developed in collaboration with OpenAI’s ChatGPT offers investors a more comprehensive approach to forecasting gold prices. By incorporating a diverse set of technical indicators and economic factors, market participants can gain a clearer picture of potential future gold price movements. As always, investors should consider these insights as part of a broader investment strategy and remain cautious in the face of market uncertainties.
Disclaimer: The information provided in this article is for informational purposes only and should not be considered as financial or investment advice. The Golden Investor is not a registered financial advisor, and the content presented here does not constitute a recommendation to buy or sell any securities or financial instruments. Always consult with a professional financial advisor before making any investment decisions. The Golden Investor and its authors shall not be liable for any losses or damages incurred as a result of any reliance on the information provided herein. Past performance is not indicative of future results, and all investments carry risks.