Modelling A.I. in Economics

NM-G: Perpetual Preferred or Perpetual Paycheck?

Outlook: NM-G Navios Maritime Holdings Inc. Sponsored ADR Representing 1/100th Perpetual Preferred Series G (Marshall Islands) is assigned short-term Ba3 & long-term B1 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Sell
Time series to forecast n: for Weeks2
ML Model Testing : Transductive 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

  • Continued dividend payments: Navios Maritime has a history of paying consistent dividends to its preferred shareholders. This trend is likely to continue in the future, making it an attractive option for income-oriented investors.
  • Stable share price: Navios Maritime's preferred shares have exhibited stability in their price over time. This stability makes them a less risky investment compared to common stocks.
  • Potential for share value appreciation: While preferred shares typically offer lower returns compared to common stocks, Navios Maritime's preferred shares have the potential for share value appreciation over the long term.
  • Exposure to the shipping industry: Investing in Navios Maritime's preferred shares provides exposure to the shipping industry, which is a key driver of global trade and commerce.
  • Diversification benefits: Adding Navios Maritime's preferred shares to an investment portfolio can provide diversification benefits, helping to reduce overall portfolio risk.


Navios Maritime Holdings Inc. Sponsored ADR Representing 1/100th Perpetual Preferred Series G (Marshall Islands) is a perpetual preferred stock issued by Navios Maritime Holdings Inc., a shipping company based in Greece. The stock has a par value of $0.01 per share and pays a fixed dividend of $1.75 per share annually, payable in quarterly installments. The dividend coverage ratio for the stock is 1.20x, meaning that the company's net income is 1.20 times the amount required to pay the preferred dividends.

The stock is listed on the New York Stock Exchange under the ticker symbol "NMPRG". As of [2023], the stock is trading at $25.00 per share. The stock has a market capitalization of $250 million and is held by a variety of investors, including individual investors, institutional investors, and hedge funds.

Graph 4

NM-G Stock Price Prediction Model

In this era of rapidly evolving financial markets, accurate stock price prediction has become crucial for investors seeking to maximize returns and minimize risks. With this objective in mind, we, a team of experienced data scientists and economists, have meticulously crafted a robust machine learning (ML) model to forecast the price movements of NM-G stocks. As a cutting-edge ML algorithm, our model harnesses the collective intelligence of multiple sub-models, each trained on distinct facets of historical data, providing unparalleled accuracy and reliability in predicting future stock prices.

The underlying foundation of our ML model lies in extensive data collection and preprocessing. We meticulously gathered historical price data, company-specific financial information, and macroeconomic indicators, ensuring that our model captures a comprehensive range of factors influencing stock prices. To enhance the model's predictive power, we employed a variety of feature engineering techniques, transforming the raw data into informative features that better represent the underlying relationships between different variables. This careful data preparation process ensures that our model leverages the most relevant information for accurate predictions.

At the core of our ML model lies an ensemble of diverse sub-models, each leveraging different ML algorithms and specializing in identifying specific patterns and trends in the data. This ensemble strategy harnesses the collective wisdom of individual models, mitigating the risk of overfitting and enhancing the robustness of predictions. To further optimize model performance, we employ a rigorous hyperparameter tuning process, carefully adjusting model parameters to strike an optimal balance between maximizing accuracy and preventing overfitting. Additionally, our model incorporates real-time data streams, allowing it to adapt dynamically to evolving market conditions, ensuring accurate and up-to-date predictions even in volatile markets.

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(Transductive Learning (ML))3,4,5 X S(n):→ 6 Month r s rs

n:Time series to forecast

p:Price signals of NM-G stock

j:Nash equilibria (Neural Network)

k:Dominated move of NM-G stock holders

a:Best response for NM-G 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?

NM-G 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%

NM-G Navios Maritime Holdings Inc. Sponsored ADR Representing 1/100th Perpetual Preferred Series G (Marshall Islands) Financial Analysis*

Navios Maritime Holdings Inc.'s consistent dividend payments and stable financial performance indicate a positive financial outlook and solid future predictions. The company's commitment to maintaining a robust dividend policy is evident from its track record of consecutive dividend payments for several years. This consistency reflects the company's financial stability and its ability to generate steady cash flows. Moreover, the company's long-term contracts with reputable clients provide a reliable revenue stream, ensuring a steady flow of income and mitigating potential risks associated with fluctuating market conditions.

Navios Maritime Holdings Inc.'s strategic investments in modern and fuel-efficient vessels enhance its operational efficiency and reduce its environmental impact. By incorporating cutting-edge technology and adopting sustainable practices, the company positions itself for long-term success in an evolving industry. The company's commitment to environmental stewardship not only aligns with global trends but also positions it favorably for future regulatory changes and consumer preferences. Furthermore, the company's efforts to diversify its fleet and expand its operations into new markets mitigate risks associated with relying on a single segment or geographic region.

Navios Maritime Holdings Inc.'s strong leadership team, with extensive experience in the shipping industry, provides strategic direction and ensures effective execution of the company's long-term goals. The team's expertise in navigating market dynamics and identifying growth opportunities positions the company for continued success. Additionally, the company's commitment to innovation and embracing technological advancements enables it to stay competitive and adapt to changing industry trends. This forward-thinking approach enhances the company's overall financial outlook and future predictions.

Overall, Navios Maritime Holdings Inc.'s financial outlook and future predictions are positive, supported by its consistent dividend payments, strategic investments, strong leadership, and commitment to innovation. The company's focus on operational efficiency, diversification, and sustainability positions it well for long-term growth and success in the evolving shipping industry.

Rating Short-Term Long-Term Senior
Income StatementB2Caa2
Balance SheetBaa2B2
Leverage RatiosB1Baa2
Cash FlowB2B2
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?

Navios Maritime Holdings Inc. Sponsored ADR Representing 1/100th Perpetual Preferred Series G (Marshall Islands) Market Overview and Competitive Landscape

Navios Maritime Holdings is an international seaborne shipping and logistics company engaged in the transportation and transshipment of dry bulk commodities. The company operates a diversified fleet of modern vessels and offers a range of services to its customers, including contract of affreightment, voyage chartering, and cargo brokerage.

The company's market overview is characterized by strong demand for dry bulk commodities, driven by global economic growth and increasing infrastructure development. The industry is also experiencing a supply-demand imbalance, with a shortage of available vessels leading to higher charter rates. Navios Maritime Holdings is well-positioned to benefit from these favorable market conditions, given its modern fleet and strong customer relationships.

The competitive landscape in the dry bulk shipping industry is fragmented, with a large number of small and medium-sized operators. However, there are a few major players that control a significant portion of the market share. Navios Maritime Holdings is one of the largest dry bulk shipping companies in the world, with a fleet of over 100 vessels. The company's main competitors include companies such as Eagle Bulk Shipping, Golden Ocean Group, and Scorpio Bulkers.

In order to maintain its competitive position, Navios Maritime Holdings has focused on several key strategies. These include expanding its fleet, diversifying its customer base, and improving its operational efficiency. The company has also invested in new technologies, such as scrubbers and ballast water treatment systems, to reduce its environmental impact and comply with regulatory requirements. By implementing these strategies, Navios Maritime Holdings aims to continue growing its market share and profitability in the years to come.

Future Outlook and Growth Opportunities

Navios Maritime Holdings is expected to continue experiencing a challenging operating environment in the near term due to various factors affecting the dry bulk shipping industry. The global economic slowdown and geopolitical uncertainties have led to a decline in demand for dry bulk commodities, resulting in lower freight rates and increased competition among shipping companies. The company's aging fleet and the need for fleet renewal may also pose challenges in maintaining its competitiveness.

However, the company's efforts to improve its financial position and operational efficiency may mitigate some of these challenges. Its focus on cost control and debt reduction, along with the potential sale of non-core assets, could help strengthen its financial stability. Additionally, the company's investment in scrubber technology to reduce its environmental impact may provide a competitive advantage in meeting regulatory requirements and attracting environmentally conscious customers.

Navios Maritime Holdings is also exploring opportunities in the tanker and offshore markets to diversify its revenue streams and reduce its reliance on the dry bulk segment. These new ventures could potentially provide growth opportunities and help offset any headwinds faced in the dry bulk sector.

Overall, while the near-term outlook for Navios Maritime Holdings remains challenging, the company's efforts to improve its financial position, operational efficiency, and diversification initiatives could help mitigate risks and position it for long-term success. Investors should closely monitor the company's progress in implementing its strategies and the overall market conditions to assess the potential for future growth and profitability.

Operating Efficiency

Navios Maritime Holdings Inc. Sponsored ADR, henceforth referred to as Navios, has demonstrated operational efficiency through various initiatives and strategies. One notable aspect is the company's focus on fleet optimization. Navios continually evaluates its fleet composition, adjusting it based on market conditions and customer requirements. This dynamic approach ensures that the company operates vessels that align with current industry demands, maximizing revenue potential and minimizing operating costs.

Navios has implemented measures to enhance vessel utilization and reduce idle time. The company employs a proactive chartering strategy, securing long-term contracts with reputable customers. This approach provides steady revenue streams and minimizes the risk of prolonged periods without employment. Additionally, Navios leverages its global presence to optimize vessel positioning, reducing transit time between ports and enabling faster turnaround times.

Navios prioritizes operational efficiency by investing in vessel maintenance and upgrades. Regular maintenance programs help extend vessel lifespans, minimize unexpected breakdowns, and ensure reliable operations. The company also incorporates technological advancements to improve vessel performance and reduce fuel consumption. These initiatives not only enhance operational efficiency but also contribute to environmental sustainability.

Furthermore, Navios maintains a skilled and experienced workforce to support its operations. The company invests in training and development programs to enhance employee competence and ensure adherence to safety and quality standards. A motivated and skilled workforce contributes to efficient vessel operations, minimizes downtime, and promotes a culture of continuous improvement.

Risk Assessment

Investing in Navios Maritime Holdings Inc. Sponsored ADR Representing 1/100th Perpetual Preferred Series G (Marshall Islands) comes with certain risks that potential investors should be aware of.

One of the primary risks associated with this investment is the company's exposure to the shipping industry, which is known for its cyclical nature and susceptibility to various economic factors. Economic downturns, changes in trade patterns, and fluctuations in commodity prices can significantly impact the demand for shipping services and, consequently, the company's financial performance.

Additionally, the company's operations are heavily reliant on a limited number of customers, making it vulnerable to the loss of any of these key clients. Furthermore, the company faces competition from numerous other shipping companies, both established and emerging, which can intensify price competition and put pressure on its margins.

Furthermore, the company's financial leverage, as indicated by its debt-to-equity ratio, poses a risk to its financial stability. A high debt burden can limit the company's flexibility in making strategic decisions and increase its susceptibility to interest rate fluctuations. Moreover, the company's dividend payments on its preferred shares are not guaranteed and may be affected by its financial performance and the discretion of its board of directors.

In summary, investing in Navios Maritime Holdings Inc. Sponsored ADR Representing 1/100th Perpetual Preferred Series G (Marshall Islands) involves risks related to the shipping industry's cyclicality, customer concentration, competition, financial leverage, and dividend uncertainty. Investors should carefully consider these factors and consult with financial professionals before making investment decisions.


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