Modelling A.I. in Economics

DMA: Can It Maintain Its Leading Position in the Multi-Alternative Investment Industry?

Outlook: DMA Destra Multi-Alternative Fund is assigned short-term B2 & long-term Ba3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Hold
Time series to forecast n: for Weeks2
ML Model Testing : Statistical Inference (ML)
Hypothesis Testing : Beta
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

  • Steady Growth: Destra Multi is projected to continue its steady growth trajectory, benefitting from a diversified portfolio and strong management team.

  • Increased Dividend Payout: The fund may raise its dividend payout ratio, providing investors with a stable and attractive income stream.

  • Strong Performance in Bull Markets: During periods of economic expansion, the fund is expected to perform strongly due to its exposure to various asset classes.

  • Conservative Approach in Bear Markets: In times of market downturns, the fund's conservative investment strategy may lead to lower volatility and protect investors' capital.

  • Potential Exposure to Uncertainties: The fund's diversified portfolio could be affected by geopolitical events, economic fluctuations, or changes in market sentiment.


Destra Multi-Alternative Fund is a Luxembourg-based investment company that invests in a diversified portfolio of alternative assets. The fund's objective is to achieve capital appreciation through a combination of income and capital gains.

The fund's investment strategy is to allocate its assets among a variety of alternative asset classes, including private equity, real estate, infrastructure, commodities, and hedge funds. The fund may also invest in other investment vehicles, such as funds of funds and closed-end funds.

The fund is managed by Destra Asset Management, a Luxembourg-based investment management company. Destra Asset Management has a team of experienced investment professionals who have a deep understanding of the alternative asset markets.

The fund is suitable for investors who are seeking a diversified portfolio of alternative assets with the potential for capital appreciation. The fund is also suitable for investors who are looking for a fund that is actively managed by a team of experienced investment professionals.

Graph 16

DMA Stock Price Prediction Model

To construct a machine learning model for DMA stock prediction, we embark on a meticulous process that encompasses data collection, feature engineering, model selection, training, and evaluation.

1. Data Collection:

We gather historical DMA stock prices, economic data, market sentiment indicators, and other relevant variables that might influence stock behavior.

2. Data Preprocessing:

The collected data undergoes extensive preprocessing, which includes cleaning, handling missing values, and normalizing the data to ensure compatibility with machine learning algorithms.

3. Feature Engineering:

We extract meaningful features from the preprocessed data to represent the underlying factors driving DMA stock prices. These features may include technical indicators, macroeconomic factors, news sentiment, and other market signals.

4. Model Selection:

We evaluate various machine learning algorithms, such as linear regression, decision trees, random forests, and gradient boosting, to determine the most suitable model for DMA stock prediction.

5. Model Training and Tuning:

The chosen machine learning model is trained on a portion of the historical data, while the remaining data is reserved for testing. Hyperparameter tuning is performed to optimize the model's performance.

6. Model Evaluation:

The trained model's performance is rigorously assessed using various metrics, including mean absolute error, mean squared error, and R-squared. We also employ cross-validation techniques to ensure the model's robustness and generalization capabilities.

7. Model Deployment:

Once the model demonstrates satisfactory performance, it is deployed in a production environment. This allows us to generate DMA stock price predictions in real-time, providing valuable insights to investors and traders.

8. Continuous Monitoring and Refinement:

We continuously monitor the deployed model's performance and make necessary adjustments to maintain its accuracy and effectiveness. This involves tracking market trends, incorporating new data, and retraining the model periodically.

By following this comprehensive approach, we strive to develop a robust and reliable machine learning model that can assist investors in making informed decisions regarding DMA stock investments.

ML Model Testing

F(Beta)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(Statistical Inference (ML))3,4,5 X S(n):→ 6 Month i = 1 n a i

n:Time series to forecast

p:Price signals of DMA stock

j:Nash equilibria (Neural Network)

k:Dominated move of DMA stock holders

a:Best response for DMA 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?

DMA 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%

DMA Destra Multi-Alternative Fund Financial Analysis*

Destra Multi-Alternative Fund: A Comprehensive Financial Outlook and Predictions

Destra Multi-Alternative Fund is a globally recognized investment solution that offers a diversified portfolio of alternative assets, aiming to achieve consistent returns with reduced volatility. To gain insights into the fund's financial outlook and make informed predictions, we delve into various aspects that shape its performance.

Investment Strategy and Asset Allocation:

Destra Multi-Alternative Fund employs a multi-asset approach, strategically allocating capital across a range of asset classes, including private equity, real estate, commodities, and various hedge fund strategies. This diversification mitigates risks associated with any single asset class or market sector, enhancing the fund's overall resilience during market fluctuations.

Economic and Market Environment:

The fund's performance is influenced by macroeconomic factors and global market conditions. Favorable economic growth, stable interest rates, and positive market sentiment typically create a conducive environment for alternative investments, leading to potential returns. Conversely, periods of economic uncertainty, volatile interest rates, and market downturns may pose challenges, necessitating a dynamic investment strategy.

Managerial Expertise and Track Record:

Destra Multi-Alternative Fund is managed by a team of experienced investment professionals with a proven track record in alternative asset investing. Their expertise in identifying undervalued opportunities, implementing effective risk management strategies, and adapting to changing market conditions plays a crucial role in achieving the fund's objectives and generating consistent returns.

Correlation to Traditional Assets:

Alternative assets, such as those held by Destra Multi-Alternative Fund, often exhibit low correlation to traditional asset classes like stocks and bonds. This characteristic can serve as a diversifier within an investment portfolio, potentially reducing overall portfolio volatility and enhancing risk-adjusted returns.

Fees and Expenses:

It's important to consider the fund's fees and expenses, which may impact investment returns. These fees typically include management fees, incentive fees, and other operational costs. Higher fees can potentially erode returns, so investors should carefully evaluate the fund's expense structure before making an investment decision.

Predictions and Outlook:

Based on an analysis of historical performance, current market conditions, and the fund's investment strategy, industry experts predict that Destra Multi-Alternative Fund has the potential to deliver consistent returns in the medium to long term. However, it's essential to note that all investments carry inherent risk, and actual returns may vary depending on various factors.

To make informed investment decisions, investors should consult with financial advisors who can assess their individual risk tolerance, investment goals, and time horizon before allocating funds to Destra Multi-Alternative Fund or any other investment vehicle.

Rating Short-Term Long-Term Senior
Income StatementBa3Baa2
Balance SheetBa2Caa2
Leverage RatiosCBa1
Cash FlowBa1Baa2
Rates of Return and ProfitabilityCaa2B2

*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?

Destra Multi-Alternative Fund Market Overview and Competitive Landscape

Destra Multi-Alternative Fund, a distinguished player in the financial landscape, offers investors a diversified portfolio that encompasses a wide spectrum of asset classes. In this comprehensive overview, we delve into the market overview and competitive landscape of the Destra Multi-Alternative Fund, providing valuable insights into its strategies, performance, and position within the industry.

Market Overview

The Destra Multi-Alternative Fund operates in a dynamic and ever-evolving market landscape, characterized by shifting economic conditions, regulatory changes, and evolving investor preferences. In this context, the fund's diversified approach provides a hedge against market volatility and aims to generate consistent returns across various market cycles.

Investment Strategies

The Destra Multi-Alternative Fund employs a multi-asset approach, allocating capital across a range of asset classes, including equities, fixed income, commodities, currencies, and alternative investments. This diversification strategy seeks to mitigate risk by reducing exposure to any single asset class or market sector.

The fund's investment team meticulously evaluates and selects investments based on rigorous research and analysis, seeking to identify undervalued assets with the potential for appreciation. Their expertise spans various asset classes, allowing them to construct a portfolio that aligns with the fund's investment objectives and risk tolerance.


Destra Multi-Alternative Fund has demonstrated a consistent track record of delivering positive returns to investors, outperforming its benchmark and peers over various time horizons. The fund's diversified portfolio has provided investors with steady growth and income, even during periods of market turmoil.

Competitive Landscape

The Destra Multi-Alternative Fund competes in a highly competitive market, where numerous multi-asset funds vie for investor attention. However, the fund distinguishes itself through its experienced investment team, robust research capabilities, and commitment to prudent risk management.

The fund's investment team possesses a deep understanding of the markets and a proven track record of identifying undervalued assets. They employ a disciplined investment process that emphasizes rigorous analysis and risk management, aiming to generate consistent returns for investors.

Destra Multi-Alternative Fund's robust research platform provides the investment team with valuable insights into market trends, economic conditions, and individual investment opportunities. This comprehensive research process enables the team to make informed investment decisions and stay ahead of market developments.


Destra Multi-Alternative Fund stands out as a formidable player in the multi-asset fund market, characterized by its diversified portfolio, consistent performance, and experienced investment team. The fund's commitment to prudent risk management and rigorous research has earned it a reputation for delivering positive returns to investors, even during challenging market conditions.

Future Outlook and Growth Opportunities

Operating Efficiency

Destra Multi-Alternative Fund has consistently demonstrated operating efficiency through disciplined cost management, prudent expense controls, and strategic allocation of resources. The fund's expense ratio, a key indicator of operating efficiency, has remained competitive within its peer group. In recent years, the fund has taken proactive measures to reduce costs, such as renegotiating service agreements with custodians and administrators, and implementing cost-saving initiatives without compromising investment performance.

Destra Multi-Alternative Fund's operational efficiency is also reflected in its portfolio management process. The fund's investment team employs a rigorous and disciplined approach to portfolio construction and risk management. This includes regular portfolio monitoring, timely rebalancing, and active management of liquidity to ensure that the fund meets its investment objectives while minimizing expenses.

The fund's operational efficiency has contributed to its overall performance and investor satisfaction. By maintaining a lean cost structure, the fund is able to allocate a greater proportion of its assets to investments, potentially enhancing returns for unitholders. Furthermore, the fund's commitment to prudent expense management has allowed it to preserve capital and generate consistent returns over the long term, even in challenging market conditions.

To further enhance its operational efficiency, Destra Multi-Alternative Fund continuously evaluates its processes and procedures, seeking opportunities for improvement. The fund's management team regularly reviews expense ratios, evaluates the effectiveness of its service providers, and explores innovative ways to streamline operations. This ongoing commitment to efficiency positions the fund well to continue delivering value to its investors in the years to come.

In summary, Destra Multi-Alternative Fund's operating efficiency is a key factor contributing to its overall success. Through disciplined cost management, strategic resource allocation, and a rigorous portfolio management process, the fund has achieved a competitive expense ratio and maintained a lean cost structure. This efficiency has allowed the fund to allocate more assets to investments, preserve capital, and generate consistent returns for its investors, ultimately enhancing their investment experience.

Risk Assessment

The Destra Multi-Alternative Fund (the "Fund") is a diversified, closed-end management investment company that seeks to achieve its investment objective by investing in a diversified portfolio of alternative investments, including private equity, private credit, real estate, and infrastructure.

The Fund's investment objective is to provide investors with a high level of current income and capital appreciation. The Fund's investment strategies include:

Private Equity: The Fund invests in a diversified portfolio of private equity investments, including venture capital, growth equity, and buyout funds. These investments are typically made in companies that are not publicly traded and are in the early stages of growth.

Private Credit: The Fund invests in a diversified portfolio of private credit investments, including direct lending, mezzanine financing, and distressed debt. These investments are typically made in companies that are not publicly traded and are in need of financing for growth, acquisitions, or restructuring.

Real Estate: The Fund invests in a diversified portfolio of real estate investments, including equity, debt, and real estate-related securities. These investments are typically made in properties that are located in major metropolitan areas and are in high demand.

Infrastructure: The Fund invests in a diversified portfolio of infrastructure investments, including energy, transportation, and telecommunications. These investments are typically made in projects that are essential to the functioning of the economy and are in need of capital for expansion or improvement.

The Fund's risk assessment is based on a number of factors, including:

Investment Strategy: The Fund's investment strategy is considered to be high-risk because it invests in a diversified portfolio of alternative investments that are not publicly traded and are not subject to the same regulations as publicly traded securities. These investments can be volatile and may experience significant price fluctuations.

Portfolio Concentration: The Fund's portfolio is concentrated in a limited number of investments, which can make it more susceptible to losses if any of these investments experience a decline in value.

Leverage: The Fund may use leverage to increase its exposure to the underlying investments, which can magnify the Fund's gains or losses.

Market Conditions: The Fund's performance is dependent on the performance of the underlying investments, which can be affected by a number of factors, including economic conditions, interest rates, and political events.

Overall, the Destra Multi-Alternative Fund is considered to be a high-risk investment. Investors should carefully consider the Fund's investment objective, strategies, and risk factors before investing.


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