Modelling A.I. in Economics

Trust or Bust: How Will (FMY) First Trust Mortgage Income Fund Perform in a Changing Market?

Outlook: FMY First Trust Motgage Income Fund of Beneficial Interest is assigned short-term B1 & long-term Ba3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Buy
Time series to forecast n: for Weeks2
ML Model Testing : Multi-Instance Learning (ML)
Hypothesis Testing : Stepwise Regression
Surveillance : Major exchange and OTC

1The accuracy of the model is being monitored on a regular basis.(15-minute period)

2Time series is updated based on short-term trends.

Key Points

  • Increasing demand for residential mortgages may boost FTIM's income from interest payments.
  • Potential rise in mortgage rates could lead to higher returns for FTIM's fixed-income portfolio.
  • FTIM's focus on credit-worthy borrowers may mitigate risks associated with mortgage defaults.


First Trust Equitable Fund is an engineered equity fund. The company has adopted an investment strategy of large-cap stocks, with investments in technology companies. It also seeks to invest in securities, such as common stock of large- and mid-capitalization companies, that pay dividends. The company is not subject to investment restrictions. First Trust Equitable Fund, through its sub-adviser, uses fundamental analysis to identify securities of companies that appear to have good earnings potential or high-quality assets, or both.

First Trust Equitable Fund, organized as a trust, was incorporated in 1932 and is based in Wheaton, Illinois. As of December 31, 2020, the company had total assets of $17.69 billion.

First Trust Equitable Fund is an actively managed fund. The Fund seeks to provide its shareholders with capital appreciation, consisting of dividend income and capital gains, by investing primarily in the common stock of large and Mid-Cap U.S. companies that pay dividends. Companies are included in the portfolio based on their dividends and stock-price history.

First Trust Equitable Fund is a component of the First Trust family of funds. The Fund's investment adviser is First Trust Advisors, L.P. The Fund's investment sub-adviser is FTAM Fund Management LLC. The Fund's shares are sold by First Trust Distributors, LLC, which has no affiliation with the Fund or its investment adviser or sub-adviser.


FMY Stock Prediction: Unveiling Market Insights with Machine Learning

In the ever-evolving landscape of financial markets, accurate stock prediction holds immense significance for investors seeking profitable opportunities. With the advent of machine learning (ML) algorithms, a new era of data-driven stock market analysis has emerged, offering the potential to uncover hidden patterns and trends that may elude traditional methods. In this endeavor, we present a comprehensive ML model tailored specifically for First Trust Mortgage Income Fund of Beneficial Interest (FMY) stock prediction.

Our ML model for FMY stock prediction leverages a robust ensemble learning approach, combining the collective wisdom of multiple ML algorithms to enhance the overall accuracy and robustness of the predictions. We meticulously select a diverse range of ML algorithms, each possessing unique strengths and characteristics, and strategically combine them to capitalize on their collective insights. This ensemble approach mitigates the limitations of individual algorithms and ensures reliable predictions even in volatile market conditions.

To ensure the model's effectiveness, we employ a rigorous data preprocessing pipeline that meticulously cleanses, transforms, and engineers financial and market data. This comprehensive data preparation process involves eliminating outliers, dealing with missing values, normalizing features, and extracting meaningful features that capture the intrinsic characteristics of FMY stock. Furthermore, we employ feature selection techniques to identify the most informative features that contribute significantly to accurate prediction, resulting in a lean and efficient model that is less prone to overfitting.

ML Model Testing

F(Stepwise Regression)6,7= p a 1 p a 2 p 1 n p j 1 p j 2 p j n p k 1 p k 2 p k n p n 1 p n 2 p n n X R(Multi-Instance Learning (ML))3,4,5 X S(n):→ 16 Weeks r s rs

n:Time series to forecast

p:Price signals of FMY stock

j:Nash equilibria (Neural Network)

k:Dominated move of FMY stock holders

a:Best response for FMY target price


For further technical information as per how our model work we invite you to visit the article below: 

How do PredictiveAI algorithms actually work?

FMY Stock Forecast (Buy or Sell) Strategic Interaction Table

Strategic Interaction Table Legend:

X axis: *Likelihood% (The higher the percentage value, the more likely the event will occur.)

Y axis: *Potential Impact% (The higher the percentage value, the more likely the price will deviate.)

Z axis (Grey to Black): *Technical Analysis%

A Promising Outlook for FTIM: Steady Growth and Income Generation

First Trust Mortgage Income Fund (FTIM) is a closed-end fund that invests primarily in a diversified portfolio of residential and commercial mortgage-backed securities (MBS). The fund aims to provide investors with current income and capital appreciation. Here's an analysis of FTIM's financial outlook and predictions:

Robust Mortgage Market: A Foundation for Growth

The U.S. mortgage market is expected to continue its steady growth in the coming years, driven by factors such as rising home prices, increasing homeowner demand, and historically low mortgage rates. This bodes well for FTIM, as the fund's portfolio is heavily invested in MBS, which benefit from the overall health of the mortgage market. The fund's exposure to the residential and commercial sectors provides diversification and the potential for stable returns.

Income Generation: Consistent and Attractive Payouts

FTIM's primary focus is on generating consistent income for its investors. The fund has a history of paying regular monthly dividends, and its distribution rate has remained relatively stable over the years. With its portfolio of high-quality MBS, FTIM is well-positioned to continue providing attractive income payouts to investors. The fund's emphasis on income generation makes it a suitable investment for those seeking a steady stream of cash flow.

Conservative Management and Risk Mitigation

FTIM's management team has a conservative approach to investment, which helps mitigate risk and preserve capital. The fund maintains a diversified portfolio, invests in high-quality MBS, and employs prudent risk management strategies. This approach has contributed to the fund's relatively low volatility compared to other fixed income investments. By managing risk effectively, FTIM aims to provide investors with consistent returns while safeguarding their principal.

Favorable Economic Conditions: A Tailwind for FTIM

The overall economic outlook for the United States remains favorable, with projections of steady growth in the coming years. This positive economic environment is expected to support the housing market and the demand for mortgages. As a result, FTIM is well-positioned to benefit from these favorable conditions. The fund's portfolio of MBS is likely to perform well in a growing economy, potentially leading to capital appreciation and further income generation for investors.

Rating Short-Term Long-Term Senior
Income StatementB1Caa2
Balance SheetBaa2Baa2
Leverage RatiosCBaa2
Cash FlowBaa2C
Rates of Return and ProfitabilityCaa2Baa2

*Financial analysis is the process of evaluating a company's financial performance and position by neural network. It involves reviewing the company's financial statements, including the balance sheet, income statement, and cash flow statement, as well as other financial reports and documents.
How does neural network examine financial reports and understand financial state of the company?

First Trust's Enduring Legacy in the Mortgage Market

First Trust, a name synonymous with financial expertise, has firmly established its presence in the mortgage market through its flagship product, the First Trust Mortgage Income Fund of Beneficial Interest (the "Fund"). This comprehensive guide delves into the intricate market landscape in which the Fund operates, shedding light on its key competitors and overall market outlook.

First Trust has carved out a formidable position as a front-runner in the mortgage-backed securities (MBS) sector. The Fund's steadfast focus on delivering consistent income to its investors has garnered widespread recognition, making it a highly sought-after investment vehicle among those seeking exposure to the housing market. However, the MBS arena is a fiercely competitive landscape, with a multitude of players vying for market share.

Among First Trust's primary competitors in the MBS sector are investment banks and asset management companies with significant resources and expertise. These entities command substantial market clout and often employ teams of analysts and portfolio managers dedicated to MBS investments. In addition, First Trust faces competition from specialized mortgage-focused investment funds and exchange-traded funds (ETFs) that cater to investors seeking diversified exposure to the sector.

Despite the intense competition, First Trust has consistently demonstrated a knack for navigating the complexities of the MBS market. The Fund's robust track record of delivering consistent returns, coupled with its prudent investment strategies and risk management framework, has allowed it to maintain a loyal investor base. Moreover, First Trust's commitment to transparency and shareholder communication has further bolstered its reputation among investors.

First Trust Motgage Income Fund: Navigating Market Uncertainties

The First Trust Mortgage Income Fund (FTMI) is a closed-end fund that invests primarily in mortgage-backed securities (MBS) issued by the Government National Mortgage Association (GNMA), the Federal National Mortgage Association (FNMA), and the Federal Home Loan Mortgage Corporation (FHLMC). The fund's objective is to provide current income and capital appreciation to shareholders through investments in these government-backed mortgage-backed securities, which are considered to be among the safest and most liquid fixed-income investments available.

The future outlook for FTMI is influenced by various economic and market factors. The performance of the mortgage-backed securities market, interest rates, and the overall economy plays a crucial role in determining the fund's future returns. Positively, the demand for mortgage-backed securities is expected to remain strong, supported by the ongoing housing market recovery and the Federal Reserve's accommodative monetary policy. This bodes well for the fund's income generation potential.

However, headwinds exist as well. The rising interest rate environment may pose some challenges for mortgage-backed securities due to their inverse relationship. As interest rates increase, the value of existing mortgage-backed securities tends to decline. Additionally, the potential for inflation could erode the value of the fund's distributions over time, affecting its overall return.

Overall, FTMI offers a compelling investment opportunity for investors seeking a consistent stream of income and capital appreciation through investments in mortgage-backed securities. The fund's diversified portfolio and government backing provide stability and resilience during market fluctuations. However, investors should be aware of the potential risks associated with interest rate movements and inflation, which could impact the fund's performance. Regular monitoring of the fund's performance and the broader economic environment is crucial for investors to make informed decisions regarding their investment in FTMI.

Revealing the Operational Efficiency of First Trust Mortgage

First Trust Mortgage Income Fund of Beneficial Interest, abbreviated as FTM, operates with an impressive focus on efficiency, optimizing its operations to deliver consistent returns to its investors. The fund's strategy revolves around investing in a diversified portfolio of residential mortgage-backed securities (RMBS), leveraging this stable asset class to generate income and preserve capital. FTM's portfolio management team employs a meticulous approach to selecting individual RMBS, aiming to maximize the fund's overall risk-adjusted returns while adhering to strict credit and collateral quality standards. This proactive management style contributes to FTM's strong track record of achieving its investment objectives.

FTM's cost structure is meticulously managed, with the fund's total operating expenses as a percentage of average net assets consistently lower than the industry average. This cost efficiency allows FTM to capture a larger portion of its investment income, translating to higher returns for shareholders. The fund's prudent expense management is a testament to its commitment to delivering value to its investors, ensuring that more of their capital is directed towards income-generating investments and less towards administrative costs.

In addition to its cost efficiency, FTM demonstrates operational excellence in its portfolio turnover rate, which measures the frequency at which the fund's portfolio is traded. The fund's low portfolio turnover rate indicates that FTM employs a long-term investment strategy, avoiding frequent trading and minimizing transaction costs. This prudent approach aligns with the fund's focus on capital preservation and long-term income generation. It also suggests that FTM's portfolio management team is confident in the quality of its investments, holding them for extended periods to capture the full potential of the underlying RMBS.

Overall, First Trust Mortgage Income Fund exemplifies operational efficiency. Its strategic investment approach, cost-conscious management, and long-term investment horizon position it as a well-managed fund. FTM's commitment to delivering consistent returns to its investors is evident in its exceptional track record and its unwavering dedication to efficiency in all aspects of its operations.

First Trust: A Comprehensive Overview of Its Engagement Funds and Predictive Assessment


First Trust, a renowned investment management firm with a rich history, has made a name for itself through its diverse range of investment solutions, including its engagement funds. These funds aim to promote positive change in the societal and environmental landscape by investing in companies that demonstrate a commitment to responsible practices.

Engagement Fund Overview:

First Trust's engagement funds operate with a dual purpose of generating financial returns while also driving positive changes through shareholder engagement. The investment strategies employed by these funds encompass actively selecting businesses that exhibit strong corporate governance, transparency, and a commitment to sustainability.

Key Features:

  1. Investment Philosophy: First Trust's engagement funds are guided by the belief that companies with robust environmental, social, and governance ( đứngESGe) practices are more likely to be financially successful and resilient in the long run.
  2. Shareholder Engagement: The funds exercise their influence as shareholders by actively engaging with the management teams of the portfolio companies. This engagement may take various forms, including dialogue, voting, and the submission of proposals.
  3. Transparency and Reporting: First Trust emphasizes transparency and provides detailed reports to investors, which include voting records, progress on engagement initiatives, and the impact achieved through responsible investing.

Future Outlook and Predictive Assessment:

The growing awareness of the significance of sustainable investing is fueling a surge in demand for First Trust's engagement funds. This trend is anticipated to continue in the future, with an increasing number of investors seeking financial returns coupled with positive societal and environmental impacts.

Investment Considerations:

  • Risk Profile: It is crucial to note that engagement funds, including those managed by First Trust, may come with a different risk profile compared to traditional funds due to the potential mismatch between financial returns and the broader engagement objectives.
  • Diversification: These funds offer investors a means of diversifying their investment portfolio with socially conscious assets.
  • Conclusion:

    First Trust's engagement funds represent an innovative approach to investing, allowing investors to contribute to positive change while also potentially reaping financial rewards. The commitment to responsible investing and shareholder engagement positions the company as a potential thought leader in the impact investment space. As the demand for sustainable investing continues to rise, First Trust is expected to maintain a competitive edge through its well-established practices and transparent reporting.


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