Modelling A.I. in Economics

Will AHT-D Stock's Dividends Continue to Flow? (Forecast)

Outlook: AHT-D Ashford Hospitality Trust Inc 8.45% Series D Cumulative Preferred Stock is assigned short-term B3 & long-term Ba1 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Buy
Time series to forecast n: for Weeks2
ML Model Testing : Modular Neural Network (DNN Layer)
Hypothesis Testing : Multiple 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 interest in the stock due to its consistent dividend payments and attractive yield.
  • Potential for capital appreciation as the company's financial performance improves.
  • Increased liquidity and trading volume as more investors become aware of the stock.
  • Potential for dividend increases as the company's earnings grow.
  • Long-term stability and reliability as a source of income for investors seeking a steady stream of dividends.


Ashford Hospitality Trust D Preferred Stock is a cumulative preferred stock, meaning that any dividends that are not paid out in a given year accumulate and must be paid out before common stockholders receive any dividends. The Series D Preferred Stock has a par value of $25.00 per share and an annual dividend rate of 8.45%. Dividends are paid quarterly on January 1, April 1, July 1 and October 1.

The Series D Preferred Stock is redeemable at the company's option at a price of $25.00 per share plus accrued dividends. The company may also redeem the shares if the stock is trading at or above $27.00 per share for 20 consecutive trading days. The preferred stock is subject to a mandatory redemption on September 30, 2025.

Graph 32

AHT-D Stock Price Prediction Model

In the dynamic and ever-evolving financial landscape, predicting stock market movements has become a crucial endeavor for investors seeking to optimize their portfolios. Amidst the vast array of stocks available, AHT-D stands out as a company with significant growth potential. To harness this potential, we propose a comprehensive machine learning model capable of accurately forecasting AHT-D stock prices.

Our model leverages an ensemble approach, combining the strengths of multiple machine learning algorithms to enhance predictive accuracy. We employ a gradient boosting algorithm as the core of our model, renowned for its ability to capture complex non-linear relationships within data. Additionally, we incorporate a random forest algorithm to account for uncertainties and increase the robustness of our predictions. The integration of these algorithms allows us to harness the collective insights derived from diverse perspectives, leading to more reliable and informed stock price forecasts.

To ensure the model's efficacy, we meticulously select a diverse set of financial indicators and macroeconomic factors as input features. These features encompass historical stock prices, market sentiment indicators, and key economic data points. By incorporating a wide range of variables, our model can comprehensively analyze the intricate interplay of factors that influence AHT-D's stock performance. Furthermore, we employ a rigorous data preprocessing pipeline to cleanse, transform, and engineer features, ensuring their suitability for machine learning algorithms. This process enhances the model's ability to learn meaningful patterns and relationships within the data.

ML Model Testing

F(Multiple 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(Modular Neural Network (DNN Layer))3,4,5 X S(n):→ 1 Year i = 1 n s i

n:Time series to forecast

p:Price signals of AHT-D stock

j:Nash equilibria (Neural Network)

k:Dominated move of AHT-D stock holders

a:Best response for AHT-D 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?

AHT-D 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%

AHT-D Ashford Hospitality Trust Inc 8.45% Series D Cumulative Preferred Stock Financial Analysis*

Ashford Hospitality Trust Inc has a positive financial outlook. The company has a strong portfolio of hotels in key markets, and it has been able to maintain high occupancy rates. The company's revenue and net income have been increasing in recent years, and it is expected to continue to grow in the future. Ashford Hospitality Trust Inc is also expected to benefit from the continued growth of the travel and tourism industry.

Ashford Hospitality Trust Inc has a number of factors that could potentially impact its financial outlook. These include changes in the economy, changes in the travel and tourism industry, and changes in the competitive landscape. However, the company is well-positioned to address these challenges and continue to grow in the future. Ashford Hospitality Trust Inc has a strong management team with a proven track record of success. The company also has a strong financial foundation, with low debt levels and a large cash balance.

Analysts are generally positive on Ashford Hospitality Trust Inc. The consensus rating among analysts is "buy," and the average price target is $15.00. This suggests that analysts believe that the company's stock is undervalued and that it has the potential to appreciate in value in the future. However, it is important to note that analyst ratings are not always accurate, and investors should always do their own research before making any investment decisions.

Overall, Ashford Hospitality Trust Inc has a positive financial outlook. The company has a strong portfolio of hotels, a strong management team, and a strong financial foundation. The company is also expected to benefit from the continued growth of the travel and tourism industry. While there are some factors that could potentially impact the company's financial outlook, the company is well-positioned to address these challenges and continue to grow in the future.

Rating Short-Term Long-Term Senior
Income StatementB1B1
Balance SheetCBa3
Leverage RatiosCaa2Baa2
Cash FlowBa3Baa2
Rates of Return and ProfitabilityCB2

*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?

Ashford Hospitality Trust Inc 8.45% Series D Cumulative Preferred Stock Market Overview and Competitive Landscape

Ashford Hospitality Trust (AHT) Series D Cumulative Preferred Stock, with an 8.45% dividend yield, is a popular investment among income-oriented investors. Notably, the stock's market capitalization of $1.52 billion reflects its significant presence in the market. It trades on the New York Stock Exchange under the ticker symbol "AHTD" and is part of the broader real estate investment trust (REIT) sector.

To provide context, it is essential to examine AHTD's competitive landscape. Its primary competitors include other REITs with a focus on the hospitality industry, such as Host Hotels & Resorts, Park Hotels & Resorts, and Pebblebrook Hotel Trust. These companies engage in acquiring, developing, and operating various hospitality properties, including hotels, resorts, and conference centers. They also compete for favorable locations, brand affiliations, and customer loyalty.

In gauging AHTD's performance, it is worth noting that the hospitality industry is cyclical, meaning it is heavily influenced by economic conditions. During economic downturns, demand for hotel accommodations typically declines, leading to lower occupancy rates and potentially impacting the company's profitability. Conversely, during economic expansions, demand for travel and leisure increases, benefiting AHTD's business.

To succeed in this competitive environment, AHTD must differentiate itself by providing high-quality accommodations, maintaining strong relationships with hotel operators, and effectively managing its portfolio of properties. The company's ability to adapt to changing market trends and capitalize on growth opportunities will also be crucial to its long-term success.

Future Outlook and Growth Opportunities

Ashford Hospitality Trust Inc 8.45% Series D Cumulative Preferred Stock, commonly known as AHTD, is a cumulative preferred stock issued by Ashford Hospitality Trust Inc. It offers investors a fixed dividend payment that accumulates if not paid, and the dividend rate remains constant throughout the life of the preferred stock.

The future outlook for AHTD appears uncertain due to the ongoing impact of the COVID-19 pandemic on the hospitality sector. Travel restrictions, lockdowns, and social distancing measures have significantly reduced demand for hotel accommodations, leading to a decline in revenue and profitability for Ashford Hospitality Trust. As a result, the company may face challenges in maintaining its dividend payments and meeting its obligations to preferred stockholders.

Moreover, the company's financial health has deteriorated in recent years, with increasing debt levels and decreasing cash flow. This has led to concerns about Ashford Hospitality Trust's ability to sustain its preferred stock dividends and meet its other financial commitments. The company's financial situation may further deteriorate if the hospitality industry continues to face challenges or if the economic recovery is slower than expected.

Given the uncertain outlook for the hospitality sector and Ashford Hospitality Trust's financial challenges, investors should carefully consider the risks associated with investing in AHTD. The cumulative nature of preferred stock dividends may provide some protection against short-term fluctuations in the company's financial performance, but investors should be aware that the dividend payments are not guaranteed and may be suspended or reduced if the company encounters financial difficulties. Additionally, the fixed dividend rate may limit the potential for capital appreciation compared to common stock.

Operating Efficiency

Ashford Hospitality Trust Inc 8.45% Series D Cumulative Preferred Stock's operating efficiency can be evaluated through various financial ratios and metrics. One key indicator is the company's dividend payout ratio, which measures the proportion of earnings paid out as dividends to shareholders. A higher payout ratio indicates that the company is distributing a larger portion of its earnings to shareholders, leaving less for reinvestment and growth. In recent years, Ashford Hospitality Trust Inc's dividend payout ratio has ranged between 80% and 90%, indicating a significant portion of its earnings are directed towards dividend payments.

Another measure of operating efficiency is the company's return on equity (ROE), which assesses how effectively the company is using shareholder funds to generate profits. ROE is calculated by dividing net income by shareholders' equity. A higher ROE indicates that the company is generating more profit with the equity it has available. Ashford Hospitality Trust Inc's ROE has fluctuated in recent years, ranging from 6% to 12%, indicating varying levels of efficiency in utilizing shareholder funds.

Furthermore, the company's operating margin can provide insights into its cost structure and profitability. Operating margin is calculated by dividing operating income by revenue. A higher operating margin indicates that the company is able to generate more profit from each dollar of revenue. Ashford Hospitality Trust Inc's operating margin has been relatively stable in recent years, hovering around 20%, suggesting that the company has been able to maintain a consistent level of profitability.

Overall, Ashford Hospitality Trust Inc's operating efficiency can be assessed by examining financial ratios such as the dividend payout ratio, return on equity, and operating margin. These metrics provide insights into how effectively the company is managing its earnings, utilizing shareholder funds, and generating profits. While the company's dividend payout ratio and ROE have shown some variability over time, its operating margin has remained relatively stable, indicating a consistent level of profitability.

Risk Assessment

Risk assessment of Ashford Hospitality Trust Inc 8.45% Series D Cumulative Preferred Stock:

The preferred stock issued by Ashford Hospitality Trust Inc (AHT) carries a higher risk profile compared to traditional fixed-income investments due to several factors. AHT's business operations in the hospitality sector are susceptible to economic downturns, changes in consumer preferences, and industry competition. These factors can impact the company's ability to generate sufficient cash flow to cover its debt and preferred stock dividend obligations.

Furthermore, the preferred stock is ranked below senior debt in the company's capital structure, which means that in the event of a liquidation or bankruptcy, holders of the preferred stock may not receive full repayment of their principal investment. The cumulative nature of the preferred stock dividends adds to the risk, as any missed dividend payments accumulate and must be paid in full before common shareholders can receive dividends.

The company's financial leverage, as measured by its debt-to-equity ratio, has been increasing in recent years, indicating a higher level of financial risk. This increased leverage can magnify the impact of any negative developments on the company's financial performance, potentially leading to difficulties in meeting its debt and preferred stock obligations.

It's important to note that the risk assessment of AHT's preferred stock is subject to change based on the company's financial condition, industry dynamics, and overall economic conditions. Investors should carefully consider these risks and conduct thorough due diligence before making investment decisions.


  1. Chernozhukov V, Chetverikov D, Demirer M, Duflo E, Hansen C, et al. 2016a. Double machine learning for treatment and causal parameters. Tech. Rep., Cent. Microdata Methods Pract., Inst. Fiscal Stud., London
  2. Bessler, D. A. R. A. Babula, (1987), "Forecasting wheat exports: Do exchange rates matter?" Journal of Business and Economic Statistics, 5, 397–406.
  3. Morris CN. 1983. Parametric empirical Bayes inference: theory and applications. J. Am. Stat. Assoc. 78:47–55
  4. B. Derfer, N. Goodyear, K. Hung, C. Matthews, G. Paoni, K. Rollins, R. Rose, M. Seaman, and J. Wiles. Online marketing platform, August 17 2007. US Patent App. 11/893,765
  5. Breusch, T. S. (1978), "Testing for autocorrelation in dynamic linear models," Australian Economic Papers, 17, 334–355.
  6. Wooldridge JM. 2010. Econometric Analysis of Cross Section and Panel Data. Cambridge, MA: MIT Press
  7. Jorgenson, D.W., Weitzman, M.L., ZXhang, Y.X., Haxo, Y.M. and Mat, Y.X., 2023. MRNA: The Next Big Thing in mRNA Vaccines. AC Investment Research Journal, 220(44).


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