About Prompt
- Prompt Type – Dynamic
- Prompt Platform – ChatGPT, Grok, Deepseek, Gemini, Copilot, Midjourney, Meta AI and more
- Niche – Stock Market Analysis
- Language – English
- Category – Financial Forecasting
- Prompt Title – AI Prompt for Predicting Stock Market Trends Based on Historical Data
Prompt Details
**Prompt Type:** Dynamic
**Niche:** Stock Market Analysis
**Purpose:** Financial Forecasting
**Platform Compatibility:** All AI Platforms
**Prompt Structure:**
“`
## Stock Market Trend Prediction
**Objective:** Predict the likely trend (Bullish, Bearish, or Neutral) of [Target Stock Ticker or Index (e.g., AAPL, SPY)] over the next [Time Horizon (e.g., 7 days, 1 month, 3 months)].
**Data Sources:**
* **Historical Stock Data:** Provide a CSV file containing at least [Minimum Data Points (e.g., 5 years)] of historical data for [Target Stock Ticker or Index]. The CSV must include at least the following columns: Date, Open, High, Low, Close, Volume. [Optional: Include additional relevant data like adjusted close, dividends, stock splits etc.] The date format should be YYYY-MM-DD.
* **[Optional] News Sentiment Data:** Provide a CSV file containing sentiment scores (positive, negative, neutral) related to [Target Stock Ticker or Index] for the corresponding historical period. The date format should be YYYY-MM-DD.
* **[Optional] Economic Indicators Data:** Provide a CSV file containing relevant economic indicators (e.g., interest rates, inflation, GDP growth) for the corresponding historical period. Specify the source and units for each indicator. The date format should be YYYY-MM-DD.
**Analysis Parameters:**
* **Time Horizon:** [Time Horizon (e.g., 7 days, 1 month, 3 months)]. Specify the period for which the trend prediction is required.
* **Trend Definition:** Define what constitutes a Bullish, Bearish, and Neutral trend based on the percentage change in the closing price over the specified time horizon. For example:
* Bullish: > [Percentage Increase (e.g., 5%)]
* Bearish: < [Percentage Decrease (e.g., -3%)]
* Neutral: Between [Percentage Decrease] and [Percentage Increase]
* **[Optional] Technical Indicators:** Specify any technical indicators you wish to be included in the analysis (e.g., Moving Average, RSI, MACD). Include specific parameters for each indicator (e.g., 200-day Moving Average, 14-day RSI).
* **[Optional] Sentiment Analysis Method:** If news sentiment data is provided, specify the preferred method for incorporating sentiment into the prediction (e.g., weighted average, sentiment score thresholds).
* **[Optional] Economic Indicator Weighting:** If economic indicator data is provided, specify the relative importance of each indicator.
**Output Format:**
* **Trend Prediction:** Clearly state the predicted trend (Bullish, Bearish, or Neutral).
* **Confidence Level:** Provide a confidence level (e.g., High, Medium, Low) or a percentage representing the certainty of the prediction.
* **Rationale:** Explain the reasoning behind the prediction, including key factors influencing the forecast. Reference specific data points, technical indicators, sentiment analysis, or economic factors that contributed to the prediction.
* **[Optional] Visualization:** Provide a chart visualizing the historical price trend, predicted trend, and any relevant technical indicators.
**Example:**
Predict the likely trend of AAPL over the next 3 months.
Data Sources:
* Historical Stock Data (AAPL.csv): Contains 10 years of historical data for AAPL (Date, Open, High, Low, Close, Volume).
* News Sentiment Data (AAPL_sentiment.csv): Contains daily sentiment scores (positive, negative, neutral) related to AAPL.
Analysis Parameters:
* Time Horizon: 3 months
* Trend Definition: Bullish: > 10%, Bearish: < -5%, Neutral: Between -5% and 10%
* Technical Indicators: 50-day and 200-day Moving Average, 14-day RSI
Output Format:
* Trend Prediction: Bullish
* Confidence Level: Medium
* Rationale: The prediction is based on the recent upward trend in the stock price, coupled with a positive RSI and the 50-day MA crossing above the 200-day MA. Positive news sentiment further supports this bullish outlook. However, macroeconomic uncertainty related to rising interest rates tempers the confidence level.
* Visualization: A chart showing the historical price of AAPL, the 50-day and 200-day MAs, the RSI, and the predicted 3-month trend.
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**Notes:**
* This dynamic prompt allows users to customize the target stock, time horizon, data sources, analysis parameters, and output format.
* This structure encourages the AI to provide a comprehensive and reasoned prediction, rather than simply a categorical output.
* By specifying data formats and required columns, the prompt ensures data compatibility and reduces ambiguity.
* Including optional parameters allows for more sophisticated analyses and caters to users with different levels of expertise.
* Emphasizing the rationale and visualization aspects enhances the interpretability and usability of the prediction.
This detailed prompt allows for flexible and robust stock market trend predictions using historical data and optional supplementary information, making it suitable for a variety of financial forecasting applications across different AI platforms.