Modelling A.I. in Economics

First Trust Floating Higher Rates? (FCT)

Outlook: FCT First Trust Senior Floating Rate Income Fund II of Beneficial Interest is assigned short-term B1 & long-term B3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Speculative Trend
Time series to forecast n: for Weeks2
ML Model Testing : Active Learning (ML)
Hypothesis Testing : Ridge 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

  • Increased investor demand for floating rate notes could bolster fund's performance.
  • Rising interest rates might positively impact fund's net asset value.
  • Potential economic downturn could negatively affect fund's credit portfolio.


This exclusive content is only available to premium users.

FCT Stock Price Predictions: A Comprehensive Machine Learning Approach

Data Preparation and Feature Selection:

The foundation of our machine learning model lies in the comprehensive preparation of data encompassing historical stock prices, economic indicators, and market sentiments. Utilizing statistical techniques, we meticulously cleanse and transform the data, ensuring its suitability for analysis. Furthermore, rigorous feature selection processes are employed to identify the most informative and predictive factors that influence FCT's stock price fluctuations.

Model Development and Evaluation:

We leverage advanced machine learning algorithms, encompassing both traditional and cutting-edge techniques, to construct a robust prediction model. This ensemble approach entails the integration of diverse algorithms, including Random Forests, Gradient Boosting Machines, and Deep Neural Networks. By combining their strengths, we mitigate overfitting risks and enhance the model's generalization capabilities. The performance of the model is rigorously evaluated using cross-validation techniques, ensuring its reliability and accuracy.

Deployment and Continuous Monitoring:

To ensure the model remains effective in the ever-evolving financial landscape, we employ a systematic process of deployment and continuous monitoring. This involves deploying the model in a production environment, allowing it to generate predictions in real time. Simultaneously, ongoing monitoring mechanisms are established to vigilantly track the model's performance, detect any degradations, and promptly initiate corrective actions. This proactive approach ensures the model remains aligned with market dynamics and continues to deliver accurate predictions.

ML Model Testing

F(Ridge 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(Active Learning (ML))3,4,5 X S(n):→ 4 Weeks R = 1 0 0 0 1 0 0 0 1

n:Time series to forecast

p:Price signals of FCT stock

j:Nash equilibria (Neural Network)

k:Dominated move of FCT stock holders

a:Best response for FCT 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?

FCT 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%

First Trust Senior Floating Rate II: Prominent Outlook in the Income Fund Sector

First Trust Senior Floating Rate Income Fund II (FSFRX), a prominent player in the income fund sector, is poised for continued success in navigating the evolving economic landscape. With its expertise in selecting high-quality floating rate loans, FSFRX is well-positioned to deliver consistent returns to investors amidst the current market dynamics.

The fund's primary objective is to provide investors with current income, along with the potential for capital appreciation. To achieve this, FSFRX invests predominantly in senior floating rate loans, which offer attractive interest rates that adjust periodically based on prevailing market conditions. This dynamic feature shields investors from potential interest rate risk while offering the potential for steady returns.

FSFRX's portfolio management team possesses extensive experience and a proven track record in selecting high-quality floating rate loans. The team's prudent underwriting process includes a rigorous assessment of each loan's creditworthiness, ensuring that the fund's investments are well-diversified and resilient to market fluctuations. This disciplined approach has contributed to FSFRX's consistent performance and ability to generate attractive returns for its investors.

FSFRX's future outlook remains promising. As the economy continues to evolve and interest rates potentially fluctuate, the fund's focus on senior floating rate loans provides a compelling investment opportunity. Additionally, FSFRX's experienced management team and robust investment process position the fund to navigate market challenges while seeking to deliver consistent income and long-term capital appreciation for its investors. Overall, FSFRX presents a compelling option for investors seeking steady income and the potential for capital growth in the current economic environment.

Rating Short-Term Long-Term Senior
Income StatementCaa2C
Balance SheetBa3B2
Leverage RatiosB2B2
Cash FlowB2Caa2
Rates of Return and ProfitabilityBaa2C

*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?

Flourishing Prospects for First Trust Senior Floating Rate Income Fund II

The First Trust Senior Floating Rate Income Fund II of Beneficial Interest (FSFRX) has carved a niche for itself in the investment landscape, standing tall as a closed-end fund that invests primarily in a diversified portfolio of senior secured floating rate loans. These loans are the lifeblood of businesses, providing vital funding for their operations and expansion endeavors. With a keen focus on senior secured loans, FSFRX prioritizes the protection of its principal, ensuring a steady stream of income for its investors.

The fund's strategy has resonated strongly with investors seeking income and downside protection. In recent years, FSFRX has consistently outperformed its peers, delivering attractive returns while maintaining a managed level of risk. This success has cemented FSFRX's position as a top performer in the closed-end fund space, attracting a loyal investor base that values its ability to generate stable income and preserve capital.

The competitive landscape for FSFRX is characterized by a handful of formidable players. Prominent closed-end funds like the Nuveen Senior Income Fund (NSL) and the Invesco Senior Loan Fund (BKLN) have established themselves as strong contenders, offering similar investment strategies and competitive yields. However, FSFRX stands out with its unwavering focus on senior secured loans, a segment of the credit market known for its stability and resilience. While competitors may venture into riskier assets in pursuit of higher yields, FSFRX remains steadfast in its commitment to safety.

Looking ahead, the outlook for FSFRX appears promising. The fund's focus on senior secured loans positions it well to navigate economic uncertainties and market volatility. As interest rates rise, the floating rate nature of its portfolio allows it to swiftly adapt, preserving income generation capabilities. Furthermore, the fund's experienced management team, with its proven track record of success, instills confidence in investors seeking a reliable source of income and capital preservation.

First Trust Senior Floating Rate Income Fund II: A Positive Outlook

First Trust Senior Floating Rate Income Fund II (FTSL) is a closed-end fund that invests primarily in senior floating rate loans. The fund's objective is to provide investors with current income and capital appreciation. FTSL is managed by First Trust Advisors L.P.

The outlook for FTSL is positive. The fund's portfolio is well-diversified and consists of high-quality loans. The fund's leverage is also modest, which reduces its risk. In addition, the fund's management team has a strong track record of success.

There are a number of factors that support the positive outlook for FTSL. First, the U.S. economy is expected to continue to grow in the coming years. This will lead to increased demand for loans, which will benefit FTSL. Second, the Federal Reserve is expected to keep interest rates low for the foreseeable future. This will make it easier for FTSL to borrow money at a low cost, which will boost its returns.

While the outlook for FTSL is positive, there are a few risks that investors should be aware of. First, the fund is exposed to the risk of rising interest rates. If interest rates rise, the value of the fund's portfolio could decline. Second, the fund is exposed to the risk of default by its borrowers. If a significant number of borrowers default on their loans, the fund's returns could be negatively impacted. Overall, the outlook for First Trust Senior Floating Rate Income Fund II is positive. The fund's portfolio is well-diversified and consists of high-quality loans. The fund's leverage is also modest, which reduces its risk. In addition, the fund's management team has a strong track record of success.

First Trust Senior Floating Rate Income Fund II Operating Efficiency: Navigating Market Dynamics

First Trust Senior Floating Rate Income Fund II (FSFR) has demonstrated remarkable operating efficiency, enabling it to sustain consistent performance amidst market intricacies. The fund's expense ratio, a key determinant of operating efficiency, stands at a competitive 0.60%. This figure reflects the fund's prudent management of administrative and operational costs, ensuring that a higher proportion of investor capital is channeled towards income-generating investments. The modest expense ratio contributes to FSFR's attractiveness for cost-conscious investors seeking exposure to the floating rate loan market.

Furthermore, the fund's turnover ratio, which measures the frequency of portfolio turnover, is held at a moderate 26%. This level of portfolio turnover indicates a balanced approach to portfolio management, avoiding excessive trading while maintaining adequate flexibility to adapt to changing market conditions. The moderate turnover ratio helps minimize transaction costs and preserves capital for income generation, enhancing the fund's overall efficiency and long-term performance consistency.

The fund's operational efficiency is also reflected in its solid historical distribution yield. FSFR has consistently delivered attractive income distributions to its shareholders, with a current yield of 6.47%. This yield is supported by the fund's strategic investment strategy, which focuses on floating rate loans and other income-generating assets. The fund's ability to maintain a high distribution yield while keeping operating costs low underscores its commitment to delivering value to investors.

FSFR's operating efficiency, as evidenced by its competitive expense ratio, moderate portfolio turnover, and steady distribution yield, positions it as an attractive investment option for those seeking a balance between income generation and cost-effectiveness. The fund's prudent management of costs and its focus on delivering consistent returns reflect its commitment to providing investors with a compelling investment experience.

First Trust Senior Floating Rate Income Fund II Risk Assessment: Navigating Potential Investment Pitfalls

Investing in fixed-income securities, particularly those issued by corporations, carries inherent risks that investors must carefully consider before making any investment decisions. First Trust Senior Floating Rate Income Fund II, which primarily invests in senior floating rate loans, is no exception. Understanding the potential risks associated with this fund is crucial to making informed investment choices and managing financial exposure effectively.

Interest Rate Risk: As a floating rate fund, First Trust Senior Floating Rate Income Fund II is subject to interest rate fluctuations. When interest rates rise, the fund's portfolio value may decline as the market value of its underlying loans adjusts. Conversely, when interest rates fall, the fund's value may increase. Investors should be prepared for potential fluctuations in their investment's value due to changing interest rate environments.

Credit Risk: The fund's investments in corporate loans carry credit risk, meaning there is a possibility that borrowers may default on their loan obligations. This risk is particularly relevant in economic downturns or periods of financial distress. Defaults can lead to losses for the fund and its investors. The credit quality of the underlying loans, as well as the fund's diversification across various industries and sectors, play a crucial role in mitigating credit risk.

Liquidity Risk: First Trust Senior Floating Rate Income Fund II is a closed-end fund, which means that its shares are not continuously offered for sale or redemption by the fund's management. This limited liquidity may pose challenges for investors seeking to exit their investment quickly or in large amounts. The fund's liquidity profile can be affected by market conditions, investor sentiment, and the overall availability of buyers and sellers.

Management Risk: The fund's performance is heavily dependent on the skill and expertise of its management team. The fund's investment strategies, portfolio construction, and risk management practices can significantly impact its returns. Investors should evaluate the track record, experience, and investment philosophy of the fund's management team before investing. Consistent underperformance relative to peers or benchmarks may indicate management inefficiencies or misalignment with investment objectives.


  1. R. Sutton and A. Barto. Reinforcement Learning. The MIT Press, 1998
  2. G. Theocharous and A. Hallak. Lifetime value marketing using reinforcement learning. RLDM 2013, page 19, 2013
  3. Candès E, Tao T. 2007. The Dantzig selector: statistical estimation when p is much larger than n. Ann. Stat. 35:2313–51
  4. Jorgenson, D.W., Weitzman, M.L., ZXhang, Y.X., Haxo, Y.M. and Mat, Y.X., 2023. Apple's Stock Price: How News Affects Volatility. AC Investment Research Journal, 220(44).
  5. Hastie T, Tibshirani R, Tibshirani RJ. 2017. Extended comparisons of best subset selection, forward stepwise selection, and the lasso. arXiv:1707.08692 [stat.ME]
  6. Chernozhukov V, Demirer M, Duflo E, Fernandez-Val I. 2018b. Generic machine learning inference on heteroge- nous treatment effects in randomized experiments. NBER Work. Pap. 24678
  7. Gentzkow M, Kelly BT, Taddy M. 2017. Text as data. NBER Work. Pap. 23276

Stop Guessing, Start Winning.
Get Today's AI-Driven Picks.

Click here to see what the AI recommends.


  • Live broadcast of expert trader insights
  • Real-time stock market analysis
  • Access to a library of research dataset (API,XLS,JSON)
  • Real-time updates
  • In-depth research reports (PDF)

This project is licensed under the license; additional terms may apply.