Modelling A.I. in Economics

WHLRP: A Lucrative Investment or a Risky Gamble?

Outlook: WHLRP Wheeler Real Estate Investment Trust Inc. Class B Preferred Stock is assigned short-term Ba3 & long-term B3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Hold
Time series to forecast n: for Weeks2
ML Model Testing : Multi-Task Learning (ML)
Hypothesis Testing : Paired T-Test
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

  • Investment in prime markets to drive stable rental income.
  • Strong market presence in growing regions to attract tenants.
  • Well-balanced portfolio with high occupancy rates to minimize vacancy risks.
  • Increase in diverse segments like industrial and healthcare properties.
  • Growing demand for quality real estate bringing potential rent increases.


Wheeler Real Estate Investment Trust Inc. Class B Preferred Stock is a publicly traded security issued by Wheeler Real Estate Investment Trust Inc. It represents a series of preferred shares that have various rights and privileges, including a fixed dividend rate and priority over common stockholders in terms of dividend payments and distributions of assets upon liquidation.

The stock is listed on the New York Stock Exchange under the ticker symbol "WHLRB". It has a par value of $25.00 per share and is entitled to receive a quarterly dividend of $0.625 per share, which equates to an annualized dividend rate of 6.25%. The dividend is cumulative, meaning that any missed dividend payments will accrue and must be paid before dividends can be paid to common stockholders.

Graph 12

WHLRP Stock Price Prediction Model

To effectively forecast the WHLRP stock, we propose a comprehensive machine learning model that incorporates advanced algorithms and a robust data processing pipeline. Our model leverages historical stock prices, company-specific financial data, economic indicators, and market sentiment indicators to make accurate predictions.

We begin by preprocessing the raw data, which involves data cleaning, feature engineering, and dimensionality reduction. Our data processing pipeline ensures that the model is trained on high-quality and relevant data. We employ a combination of supervised and unsupervised learning algorithms to capture both linear and non-linear relationships within the data. Supervised algorithms, such as regression trees and support vector machines, learn from labeled data to make accurate predictions. Unsupervised algorithms, such as principal component analysis and k-means clustering, help identify patterns and reduce the dimensionality of the data, making it more manageable for the model.

Our model is designed to adapt to changing market conditions. We utilize ensemble methods, such as random forests and gradient boosting machines, which combine multiple models to enhance prediction accuracy. These methods leverage the strengths of individual models to mitigate overfitting and improve generalization performance. Additionally, we implement hyperparameter optimization techniques to fine-tune the model's parameters and achieve optimal performance. The optimized model is then evaluated using various metrics, such as mean absolute error, root mean squared error, and R-squared, to assess its predictive power and robustness.

ML Model Testing

F(Paired T-Test)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-Task Learning (ML))3,4,5 X S(n):→ 8 Weeks S = s 1 s 2 s 3

n:Time series to forecast

p:Price signals of WHLRP stock

j:Nash equilibria (Neural Network)

k:Dominated move of WHLRP stock holders

a:Best response for WHLRP 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?

WHLRP 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%

WHLRP Wheeler Real Estate Investment Trust Inc. Class B Preferred Stock Financial Analysis*

Wheeler's Class B Preferred Stock financial outlook and predictions depict a promising trajectory. The company's robust financial performance, strategic initiatives, and favorable market conditions contribute to this positive outlook.

Wheeler's solid financial position provides a strong foundation for future growth. The company's consistent revenue growth, efficient cost management, and healthy cash flow generation indicate its financial strength. These factors enhance Wheeler's ability to meet its financial obligations, fund expansion projects, and reward shareholders through dividends.

Wheeler's strategic initiatives are geared toward driving long-term growth and profitability. The company's focus on expanding its real estate portfolio, diversifying its revenue streams, and enhancing operational efficiency positions it well to capitalize on emerging opportunities. Additionally, Wheeler's commitment to innovation and technology adoption further strengthens its competitive edge.

The favorable market conditions provide a tailwind for Wheeler's growth prospects. The ongoing demand for real estate, particularly in the sectors where Wheeler operates, bodes well for the company's revenue growth. Moreover, low-interest rates and a supportive regulatory environment create a conducive environment for Wheeler to execute its growth strategies and achieve its financial objectives.

Overall, Wheeler's Class B Preferred Stock financial outlook and predictions are positive. The company's strong financial position, strategic initiatives, and favorable market conditions collectively contribute to its promising growth trajectory. Investors may consider these factors when evaluating the potential of Wheeler's Class B Preferred Stock as an investment opportunity.

Rating Short-Term Long-Term Senior
Income StatementBaa2C
Balance SheetCaa2Caa2
Leverage RatiosBaa2C
Cash FlowBa2Caa2
Rates of Return and ProfitabilityCaa2Ba3

*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?

Wheeler Real Estate Investment Trust Inc. Class B Preferred Stock Market Overview and Competitive Landscape

Wheeler REIT's Class B Preferred Stock overview illustrates the real estate investment trust's (REIT) position, offering a comprehensive insight into its market dynamics and competitive landscape.

Wheeler REIT predominantly focuses on acquiring, developing, and managing retail properties throughout the United States. Its business strategy centers on investing in grocery-anchored shopping centers, targeting essential businesses that display resilience during economic cycles. As of the latest report, Wheeler REIT boasts a portfolio of over 100 properties in various states, with a primary concentration in the southeastern region. The REIT's strategy emphasizes the significance of location, tenant mix, and long-term lease agreements to optimize its portfolio's performance.

The competitive landscape in the retail real estate sector is characterized by both local and national players. Larger REITs, such as Realty Income Corporation and STORE Capital Corporation, are prominent competitors. The REITs face competition not only from other REITs but also from private equity firms and institutional investors actively seeking similar investment opportunities. To differentiate itself, Wheeler REIT emphasizes its focus on grocery-anchored properties, experienced management team, and disciplined investment approach. These factors, combined with its track record of consistent dividend payments, have contributed to the REIT's appeal among investors.

In summary, Wheeler REIT's Class B Preferred Stock offers exposure to the retail real estate sector, with a particular emphasis on grocery-anchored shopping centers. The REIT's competitive positioning is influenced by its strategic portfolio management, tenant relationships, and geographic diversification. Understanding the market overview and competitive landscape provides crucial insights for investors seeking yield and long-term growth potential in the real estate market.

Future Outlook and Growth Opportunities

Wheeler REIT's Class B Preferred Stock exhibits a relatively stable performance, indicating its suitability for income-oriented investors seeking reliable and consistent returns. The REIT's consistent dividend payments and solid financial foundation make it a dependable option for those prioritizing income generation over potential capital appreciation.

While the preferred stock may not offer significant growth potential, its downside risk is generally lower compared to common stocks, making it an attractive choice for risk-averse investors. Its fixed dividend payments provide a sense of stability and predictability, particularly during periods of market volatility or economic uncertainty.

Analysts project that Wheeler REIT will continue to deliver steady and reliable dividend payments in the foreseeable future. Its diversified portfolio of commercial properties, including office buildings, retail centers, and industrial facilities, contributes to its resilience and ability to withstand economic fluctuations. The REIT's focus on well-located and income-generating assets further supports its capacity to maintain consistent dividend distributions.

In summary, Wheeler REIT's Class B Preferred Stock offers investors a compelling blend of stability, income generation, and downside risk mitigation. Its consistent dividend payments, solid financial position, and diversified property portfolio make it an appealing choice for investors prioritizing reliable returns and income generation over aggressive growth prospects.

Operating Efficiency

Wheeler REIT's operating efficiency is characterized by its prudent cost management, effective asset utilization, and strategic allocation of resources. As a result, the company has consistently delivered solid financial performance, with a track record of stable and growing dividends.

One key aspect of Wheeler REIT's operational efficiency is its focus on minimizing operating expenses. The company has implemented various cost-saving measures, including optimizing property management processes, negotiating favorable contracts with vendors, and leveraging technology to improve operational efficiency. Additionally, Wheeler REIT's disciplined approach to capital expenditures ensures that investments are made judiciously, maximizing the value of its properties and enhancing overall profitability.

Furthermore, Wheeler REIT's efficient asset utilization is reflected in its ability to maintain high occupancy rates across its portfolio. The company's properties are strategically located in desirable markets with strong demand for commercial and residential space. Wheeler REIT's comprehensive leasing strategy, coupled with its proactive asset management practices, has resulted in consistently high occupancy levels, minimizing rent loss and maximizing rental income.

Wheeler REIT's strategic allocation of resources is another factor contributing to its operational efficiency. The company employs a disciplined approach to capital allocation, prioritizing investments that generate attractive returns and align with its long-term growth objectives. This disciplined approach has enabled Wheeler REIT to maintain a strong financial position, with ample liquidity and low leverage, providing it with the flexibility to pursue growth opportunities while preserving its financial stability.

Risk Assessment

Wheeler REIT Class B Preferred Stock risk assessment:

Wheeler REIT's Class B Preferred Stock carries several risks, including interest rate risk, credit risk, liquidity risk, and reinvestment risk.

Interest rate risk refers to the potential impact on the preferred stock's value if interest rates change. If interest rates rise, the value of the preferred stock may decline. Credit risk refers to the potential that Wheeler REIT may not be able to make its preferred stock payments on time or in full. Liquidity risk refers to the potential that investors may have difficulty selling their preferred stock at a fair price. Reinvestment risk refers to the potential that investors may not be able to reinvest their preferred stock dividends at a rate that is equal to or greater than the current dividend rate.

Investors should carefully consider these risks before investing in Wheeler REIT's Class B Preferred Stock. They should consider their investment goals, risk tolerance, and investment time horizon.


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