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AI-Driven Trend Analysis: Emphasizing Mid-Cap Stocks in Long Positions

In contemporary stock trading, the use of advanced technologies and sophisticated algorithms distinguishes mediocre performance from exceptional investment results. Tickeron Inc., a leader in AI-driven trading tools, remains at the forefront of innovation, offering state-of-the-art solutions for traders. This article explores Tickeron's Trend Trader Long-Only Profitability Models, which feature strategies customized for various stock categories, including mid-cap. Through thorough profitability analysis and trend assessment, these models provide a strong framework for maximizing trading opportunities and effectively managing risks. Whether you are a novice trader or a seasoned investor managing your IRA, Tickeron's strategic tools are crafted to enhance your trading experience and improve your outcomes.

The Role of Backtesting in FLMs

Backtesting plays a pivotal role in trading by allowing traders to evaluate the efficacy of their strategies using historical data. This technique provides insights into how a strategy would have performed in the past, under the assumption that past performance could predict future profitability. A 2022 study by the CFA Institute found that strategies subjected to rigorous backtesting had a 15% higher success rate compared to those that did not. Moreover, integrating price action analysis into backtesting can enhance the strategy's robustness. By examining price movements and patterns, such as support and resistance levels, traders can improve the predictive accuracy of their models by up to 20%. This comprehensive approach not only validates the reliability of trading strategies but also offers a deeper understanding of market dynamics.

Advanced trading algorithms utilize multi-level backtesting to ensure robustness across various market conditions. This involves testing strategies on different timeframes, market scenarios, and asset classes to identify and mitigate potential weaknesses. For instance, the Sector Rotation Strategy robot undergoes extensive analysis of historical data spanning over 20 years and incorporating more than 100 market indicators. These backtests simulate extreme market events, such as the 2008 financial crisis and the COVID-19 market crash, to assess the algorithm's performance under stress conditions. By doing so, traders can develop more resilient strategies that are better equipped to handle diverse market environments, ultimately enhancing their long-term profitability.

Financial Learning Models (FLM) in Backtesting play a crucial role in modern algorithmic trading. Tickeron, Inc. has developed an AI financial platform that facilitates the creation of thousands of Financial Learning Models (FLMs). These models are utilized in algorithmic trading services for both self-directed investors (SDIs) and hedge funds. The core of Tickeron's AI offerings is its proprietary FLMs, which analyze and back-test extensive financial data from various sources, including stock prices, trading volumes, economic indicators, and corporate financial statements, to identify market conditions where well-known financial models excel. By incorporating historical data spanning decades and millions of trading points, these FLMs ensure robust and reliable predictions. Inspired by ChatGPT LLMs, the main concept is to dynamically activate effective financial models when they are performing well and deactivate them when they are not. This dynamic adjustment is achieved through continuous monitoring and real-time data analysis, ensuring the models are responsive to market changes. As a result, Tickeron provides exclusive algorithmic trading and predictive analytics, consistently outperforming returns of major financial institutions, often by margins as high as 5-10% annually.


Strategy based on Mid-Cap Stocks (FA)

The Mid-Cap Stocks Strategy focuses on investing in medium-sized companies by employing sophisticated profitability analysis. This approach is designed to cater to novice traders and individuals managing their IRA accounts independently.

Key Features

  1. Target Market:
    • Medium-Sized Companies: Mid-cap stocks represent companies with market capitalizations between $2 billion and $10 billion. These firms typically offer a balance between the stability of large-cap stocks and the growth potential of small-cap stocks.
  2. Profitability Analysis:
    • Comprehensive Metrics: The strategy utilizes a range of financial metrics, including return on equity (ROE), profit margins, and earnings growth rates, to assess the profitability of potential investments.
    • Trend Analysis: Historical performance and future growth projections are analyzed to identify trends and make informed investment decisions.
  3. Ideal for Novice Traders:
    • User-Friendly Tools: Simplified analytical tools and resources are provided to help novice traders understand and apply the strategy effectively.
    • Educational Support: Access to educational materials, webinars, and one-on-one consultations to enhance financial literacy and investment skills.
  4. IRA Account Management:
    • Tax Advantages: Mid-cap stocks are often well-suited for IRA accounts due to their growth potential, which can be maximized within the tax-advantaged environment of an IRA.
    • Diversification: The strategy promotes diversification within the IRA portfolio, reducing risk and enhancing potential returns through exposure to a broad range of mid-cap companies.


  • Growth Potential: Mid-cap stocks often have higher growth potential compared to large-cap stocks, making them an attractive option for investors seeking capital appreciation.
  • Risk Mitigation: By focusing on profitability and financial health, the strategy aims to minimize the risks associated with investing in medium-sized companies.
  • Accessibility: Designed to be accessible to novice investors, this strategy provides the necessary tools and support to build a robust investment portfolio.


  1. Selection Criteria:
    • Market Capitalization: Stocks with a market cap between $2 billion and $10 billion.
    • Financial Health: Companies with strong balance sheets, consistent earnings growth, and high profitability metrics.
    • Industry Position: Firms that are leaders or strong contenders in their respective industries.
  2. Portfolio Construction:
    • Diversification: Building a diversified portfolio across various sectors to spread risk.
    • Regular Review: Continuous monitoring and periodic rebalancing of the portfolio to ensure alignment with investment goals and market conditions.
  3. Performance Monitoring:
    • Key Indicators: Tracking performance against benchmarks such as the S&P MidCap 400 Index.
    • Adjustments: Making necessary adjustments based on market trends, economic conditions, and company performance.

Strategic Features and Technical Basis

This strategy employs two primary approaches:

  1. Comparative Analysis of Company Profitability: Indicators such as Total Revenue, Net Income, and EBITDA are used to rank companies. The top 30 companies with the best profitability indicators are selected for trading.
  2. Profitability Metrics Inspired by Ian Wyatt: Stocks are ranked based on the growth dynamics of profitability indicators like Operating Income and EPS.

Position and Risk Management

  • Fixed Stop-Loss: 20% of the opening price.
  • Monthly Reviews: Ensure any stock falling below a required rating level is closed.
  • Signal Timing: Provided two hours after the market opens to maximize liquidity.

Trading Dynamics and Specifications

  • Maximum Open Positions: High
  • Robot Volatility: High
  • Universe Diversification Score: Low
  • Profit to Dip Ratio: High

Example of Backtesting for Mid Cap Stocks (FA)
The Trend Trader Long Only strategy for Mid-Cap Stocks was rigorously backtested over a period spanning 2226 days, from May 1, 2018, to June 5, 2024. This strategy demonstrated significant potential, focusing solely on long positions within mid-cap stocks. Each trade was consistently valued at $10,000.00, leading to a total net profit of $477,750.80. The performance was measured with an open trades profit/loss of $5,851.70 and closed trades profit/loss of $471,899.10.

During the backtesting period, a total of 875 trades were executed, with the strategy maintaining a maximum of 34 open trades at any time. The Sharpe ratio of 0.40 and an annualized return of 35.41% highlight the strategy's effectiveness in generating returns. Profitable trades accounted for 62.17% of the total, with an average trade profit of $1,497.09 against an average trade loss of $1,034.80. The strategy's profit factor stood at 2.38, indicating a sound risk-reward balance. However, the strategy also faced drawdowns, with the absolute drawdown at $84,889.65 and the maximum drawdown per trade at $31,707.81. Despite these drawdowns, the overall profit/drawdown ratio of 5.63 underscores the robustness of the Trend Trader Long Only strategy for mid-cap stocks.


In the ever-evolving landscape of stock trading, Tickeron Inc., a leader in AI-driven trading tools, has made a significant leap forward. Sergey Savastiouk, Ph.D., CEO and Founder of Tickeron, unveils their latest feature designed to simplify quantitative stock analysis. Tickeron stands at the forefront of algorithmic AI trading, catering to both individual investors and developers of proprietary neural networks. Their newest addition, the Trend Trader Long-Only Profitability Models, incorporates advanced strategies focused on mid-cap stocks, leveraging sophisticated profitability analysis. These models aim to identify the best market opportunities through comprehensive financial metrics and trend analysis, making them ideal for both novice traders and those managing their IRA accounts independently. By providing user-friendly tools, educational support, and a robust framework for diversification and risk management, Tickeron ensures accessible and effective trading strategies for a wide range of investors.


Tickeron's Trend Trader Long-Only Profitability Models exemplify the powerful integration of AI and sophisticated financial analysis in the world of stock trading. Through meticulous evaluation of profitability metrics and strategic diversification, these models provide traders with the tools necessary to navigate the complexities of the market. By focusing on mid-cap stocks, Tickeron not only caters to a diverse investor base but also opens up significant growth potential. As trading technologies continue to evolve, Tickeron remains at the forefront, ensuring that both novice and experienced traders can achieve their financial goals with confidence and precision.

Disclaimers and Limitations

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