Ultimate Ticker Data Fetch & ROI Prediction System – Yours to Own Forever

Rohan Duhaney
856 522 3601

ETF Data Fetching and ROI Prediction System
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Overview:
This system is designed to automate the process of fetching historical financial data for a variety of ETFs (Exchange-Traded Funds), calculate key technical indicators, and predict future performance using statistical models. The product provides users with valuable insights into potential gains or losses and makes data-driven recommendations on when to buy, sell, or hold ETF assets. The system is ideal for investors looking to enhance their decision-making capabilities using historical data and predictive modeling.
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Step-by-Step Process Breakdown:
1.    Fetching Historical ETF Data:
o    The system fetches historical price data for ETFs using Yahoo Finance’s yfinance API. Users can specify a start date and an end date, and the system will pull open, high, low, close, adjusted close prices, and volume.
o    ETF Symbols: The user can select multiple ETFs (e.g., SPY, QQQ, VTI) to retrieve data for a specified period.
o    Technical Indicators: Once the data is retrieved, the system calculates important technical indicators such as:
    20-Day Moving Average (20D MA): Helps track short-term trends by smoothing price data over 20 trading days.
    50-Day Moving Average (50D MA): Similar to the 20D MA but focuses on medium-term trends over 50 trading days.
    Relative Strength Index (RSI): Measures price momentum and helps determine whether an ETF is overbought or oversold, which can guide buy/sell decisions.
2.    Data Preprocessing:
o    Cleaning the Data: The system automatically removes rows with missing data for any of the indicators (20D MA, 50D MA, or RSI) to ensure clean and complete data for analysis.
o    Handling Large Datasets: The system efficiently handles large amounts of data across multiple ETFs and concatenates them into a single DataFrame for further analysis.
3.    Predictive Model:
o    The system uses a Linear Regression Model to predict the next day's closing price for each ETF based on historical data (using inputs such as close prices, volume, 20D MA, 50D MA, and RSI).
o    The model is trained on 70% of the data and tested on the remaining 30%, providing predictions for unseen data.
4.    Prediction Results:
o    Predicted Price: For each ETF, the system outputs the predicted price for the next trading day.
o    Gain/Loss: The difference between the predicted and actual prices, which indicates potential profits or losses.
o    Return on Investment (ROI): The system calculates the percentage gain or loss based on the user's initial capital investment.
o    Total Gain/Loss: Provides a cumulative gain or loss across multiple predictions to help investors understand overall performance over time.
5.    User Recommendations:
o    The system provides actionable recommendations based on the predicted performance:
    Buy: If the predicted ROI is above 5%, indicating a strong upward trend.
    Hold: If moderate gains are expected.
    Sell: If the system predicts a decline, suggesting the user exit the investment.
6.    File Export & Reporting:
o    After running the predictions, users can export the results and explanations in different formats (CSV, TXT, or PDF).
o    CSV: Contains the detailed prediction table with price, gain/loss, ROI, and more for further analysis in spreadsheets.
o    TXT/PDF: Provides a well-formatted breakdown of investment performance and advice on each ETF.
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ETF Fetch & Prediction Solution – Smarter, Data-Driven Investment Decisions
Empower your investment strategy with our ETF Fetch & Prediction Solution. Whether you’re a financial advisor, a trader, or an individual investor, this tool simplifies complex data analysis and delivers actionable insights directly to your fingertips. With both standalone software and cloud-based options, you can make data-driven ETF predictions without needing an advanced background in finance or data science.

Our solution allows you to easily select your ETF options, set a time range, and receive tailored predictions. The intuitive interface enables seamless navigation, while the customizable reports provide deep insights, making it ideal for any level of investor.  You own this forever

ETF Investment Solution Packages

1. Fetch Data + Prediction Model (Self-Integration) – $596 This package provides a complete solution for clients who want to integrate ETF data fetching and prediction models into their own systems. You'll receive both the raw data retrieval and advanced predictive analytics to forecast trends. Ideal for those with technical expertise who want full control over their ETF strategies.

2. Fetch Data + Prediction Model + Full Implementation – $596 + $300 (Implementation Fee) Get the full package, including hands-on integration by our experts. We’ll set up the Fetch Data Solution and Prediction Model on your machine, ensuring everything works smoothly. You just need Python installed, and we’ll handle the rest. This option is great for traders or firms looking to seamlessly integrate these solutions into their workflows.

4. Daily Fetch Service for 10 Stocks/ETFs/Futures – Starting at $120 per day For clients who need daily data fetching for up to 10 stocks, ETFs, or futures. The price will vary depending on the importance or priority of the stocks. You’ll receive fresh data daily, giving you an edge in making informed decisions on market trends.