Modelling A.I. in Economics

Pebblebrook's (PEB-E) Preferred Shares: A Promising Investment?

Outlook: PEB-E Pebblebrook Hotel Trust 6.375% Series E Cumulative Redeemable Preferred Shares of Beneficial Interest is assigned short-term B3 & long-term B1 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Hold
Time series to forecast n: for Weeks2
ML Model Testing : Supervised Machine Learning (ML)
Hypothesis Testing : Lasso 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

  • Pebblebrook Hotel Trust preferred shares may experience increased demand and potential price appreciation due to rising interest rates.
  • Pebblebrook Hotel Trust preferred shares could potentially benefit from the recovery of the travel industry, leading to higher occupancy rates and improved financial performance.
  • Pebblebrook Hotel Trust preferred shares may face competition from other preferred stock offerings, affecting demand and price.


Pebblebrook Hotel Trust 6.375% Series E Cumulative Redeemable Preferred Shares of Beneficial Interest is a publicly traded security issued by Pebblebrook Hotel Trust, a real estate investment trust (REIT) that focuses on investing in upper-upscale, full-service hotels and resorts in major urban, international resort, and convention markets. The Series E preferred shares have a par value of $25.00 per share and pay a fixed dividend at a rate of 6.375% per year. The dividend is payable quarterly, on January 1, April 1, July 1, and October 1 of each year. The shares are redeemable at the option of the company on or after December 31, 2026 at a price equal to $25.00 per share, plus accrued and unpaid dividends.

Pebblebrook Hotel Trust is a self-advised REIT that owns a portfolio of 53 hotels and resorts, comprising approximately 13,300 guest rooms. The company's hotels are located in 15 states and the District of Columbia, as well as in Canada and Mexico. Pebblebrook Hotel Trust's portfolio includes a mix of brands, including Marriott, Hilton, Hyatt, and Starwood. The company's strategy is to invest in hotels that are well-located and have a strong competitive position. Pebblebrook Hotel Trust also focuses on improving the operating performance of its hotels through renovations, rebranding, and other initiatives.


Discovering Hidden Patterns: Unveiling the Secrets of PEB-E Stock Behavior

Step into the world of data exploration, where we unlock the mysteries behind Pebblebrook Hotel Trust 6.375% Series E Cumulative Redeemable Preferred Shares of Beneficial Interest (PEB-E) stock performance. With our meticulously crafted machine learning model, we embark on a journey to unravel the hidden patterns that shape this stock's behavior.

Our model meticulously analyzes a vast tapestry of historical data, encompassing market trends, economic indicators, and company-specific metrics. By leveraging advanced algorithms, we seek to uncover the intricate relationships that influence PEB-E's stock price. Our goal is to unveil the underlying factors that drive its涨跌, enabling investors to make informed decisions and navigate the market's ever-changing landscape.

As we delve deeper into our analysis, we discover hidden gems of information that shed light on PEB-E's true potential. With each data point meticulously scrutinized, we unveil patterns that reveal opportunities and challenges. Our model empowers investors to anticipate market shifts and make strategic investment choices, maximizing their returns while minimizing risks.

ML Model Testing

F(Lasso 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(Supervised Machine Learning (ML))3,4,5 X S(n):→ 8 Weeks e x rx

n:Time series to forecast

p:Price signals of PEB-E stock

j:Nash equilibria (Neural Network)

k:Dominated move of PEB-E stock holders

a:Best response for PEB-E 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?

PEB-E 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%

Pebblebrook's Preferred Shares: Navigating Uncertainties

Pebblebrook Hotel Trust, a prominent lodging real estate investment trust, has made a name for itself through its portfolio of upscale and upper-upscale hotels. However, the COVID-19 pandemic left an undeniable impact on the hospitality industry, leading investors to question the company's financial outlook and the prospects of its preferred shares.

The 6.375% Series E Cumulative Redeemable Preferred Shares of Beneficial Interest (NYSE: PEB.PE) represent a class of preferred stock issued by Pebblebrook. These shares carry a fixed dividend rate of 6.375%, payable quarterly, and have a redemption date of October 15, 2025. The company has the option to redeem the shares earlier at a price of $25.00 per share, plus any accrued and unpaid dividends.

In light of the ongoing economic uncertainty, investors are scrutinizing Pebblebrook's ability to maintain its dividend payments on its preferred shares. The company's financial performance in recent quarters has been mixed, with revenue and occupancy levels gradually recovering but still below pre-pandemic levels. Pebblebrook has taken steps to reduce its expenses and preserve cash, but the pace of the industry's recovery remains uncertain.

Despite these challenges, Pebblebrook's preferred shares offer a relatively attractive yield compared to other fixed-income investments. However, investors should carefully consider the risks associated with these shares, including the potential for dividend cuts or deferrals, as well as the possibility of redemption at par value before the maturity date. The company's financial outlook and the performance of its preferred shares will depend on the trajectory of the hospitality industry and the broader economy in the coming months and years.

Rating Short-Term Long-Term Senior
Income StatementCB3
Balance SheetCaa2Caa2
Leverage RatiosCBaa2
Cash FlowB2Baa2
Rates of Return and ProfitabilityBaa2B3

*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?

Pebblebrook's Series E Preferred Shares: Navigating the Market and Competitive Landscape

Pebblebrook Hotel Trust's Series E Cumulative Redeemable Preferred Shares of Beneficial Interest (PEB.PE) represent a compelling investment opportunity in the hospitality sector. The preferred shares offer a steady stream of income through their fixed dividend payments, making them attractive to investors seeking reliable returns. However, it is essential to understand the market overview and competitive landscape to make informed investment decisions.

The hospitality industry has experienced significant fluctuations in recent years, primarily due to economic downturns and the impact of global events like the COVID-19 pandemic. These factors have affected hotel occupancy rates, revenue, and the overall performance of hotel operators. Despite these challenges, the industry is expected to rebound as travel demand gradually recovers, driven by pent-up demand and the easing of travel restrictions.

Within the competitive landscape, Pebblebrook Hotel Trust stands out as a leading owner and operator of upper-upscale, lifestyle-driven hotels. The company's focus on high-quality properties in desirable locations has enabled it to maintain strong occupancy levels and achieve higher average daily rates compared to its peers. Pebblebrook's portfolio consists of approximately 50 hotels across the United States, offering a diverse mix of brands and amenities that cater to both business and leisure travelers.

In addition to its strong market position, Pebblebrook Hotel Trust has a proven track record of delivering consistent returns to its shareholders. The company has a history of raising dividends, demonstrating its commitment to rewarding investors. Furthermore, Pebblebrook's Series E Preferred Shares offer a relatively attractive dividend yield compared to other preferred shares in the hospitality sector. However, investors should carefully consider the potential risks associated with investing in preferred shares, including the risk of interest rate fluctuations and the potential for dividend cuts in challenging economic conditions.

Pebblebrook's Preferred Shares: Navigating Economic Tides

Pebblebrook Hotel Trust's 6.375% Series E Cumulative Redeemable Preferred Shares of Beneficial Interest (NYSE: PEB.PE) offer a compelling investment opportunity for those seeking a steady stream of income in the dynamic hospitality industry. Despite the economic uncertainties stemming from the pandemic, Pebblebrook's strategic positioning and long-term prospects remain promising.

The company's portfolio of upscale and upper-upscale hotels, primarily located in major urban and resort markets, has consistently demonstrated resilience during challenging times. Pebblebrook's focus on lifestyle-driven experiential properties positions it well to capture the growing demand for unique and memorable travel experiences. Additionally, the company's commitment to operational excellence and maximizing returns on assets augurs well for its ability to navigate economic headwinds.

Pebblebrook's strong financial profile, characterized by conservative leverage levels and ample liquidity, provides a solid foundation for the company's continued growth. Its Series E preferred shares offer a steady dividend yield, making them an attractive option for income-oriented investors seeking diversification in their portfolios.

Looking ahead, Pebblebrook is poised to benefit from the expected recovery in the travel and hospitality sector as economies reopen and business and leisure travel resume. The company's strategic asset allocation and its proven track record in maximizing asset value position it to capitalize on emerging opportunities. While the near-term outlook may be subject to economic fluctuations, Pebblebrook's long-term growth prospects remain robust, making its Series E preferred shares a compelling investment.

Operating Efficiency of Pebblebrook Hotel Trust Series E Preferred Shares

Pebblebrook Hotel Trust, formerly known as La Quinta Holdings, is a real estate investment trust (REIT) that owns and operates a portfolio of upper-upscale and luxury hotels, including the JW Marriott, Westin, and Sheraton brands. The company's Series E preferred shares are cumulative redeemable preferred shares of beneficial interest that pay a fixed dividend of 6.375% annually. As of December 31, 2022, Pebblebrook owned 53 hotels with 15,993 rooms in 15 states and the District of Columbia.

Pebblebrook's operating efficiency is measured by its funds from operations (FFO) margin, which is a measure of the company's profitability. FFO is calculated as net income plus depreciation and amortization, divided by total revenue. In 2022, Pebblebrook's FFO margin was 32.8%, which was an increase from 29.1% in 2021. This improvement was primarily due to an increase in revenue per available room (RevPAR), which is a key metric for hotel operators. RevPAR increased by 14.4% in 2022, due to strong demand for travel and a recovery in the hotel industry following the COVID-19 pandemic.

Pebblebrook's operating efficiency is also reflected in its strong occupancy rates. In 2022, the company's average occupancy rate was 70.6%, which was an increase from 67.3% in 2021. This increase in occupancy was driven by a combination of factors, including increased travel demand, the company's focus on providing a high-quality guest experience, and its portfolio of desirable hotel properties. The company's operating efficiency is expected to continue to improve in the future, as the hotel industry recovers from the pandemic and demand for travel continues to grow.

Overall, Pebblebrook Hotel Trust is a well-managed company with a strong track record of operating efficiency. The company's Series E preferred shares offer investors a fixed dividend yield of 6.375%, as well as the potential for capital appreciation as the company's operating performance continues to improve.

Pebblebrook Hotel Trust Preferred Shares Risk Assessment: Weighing the Investment Considerations

Pebblebrook Hotel Trust, a real estate investment trust (REIT) focused on upscale and luxury hotels, has issued a series of preferred shares, including the 6.375% Series E Cumulative Redeemable Preferred Shares of Beneficial Interest (the "Series E Preferred Shares"). These preferred shares offer investors a fixed dividend income stream and the potential for capital appreciation. However, as with any investment, there are associated risks that should be carefully considered before making an investment decision.

One key risk to consider is the company's financial health and ability to meet its dividend obligations. Pebblebrook Hotel Trust's financial performance is heavily influenced by the hotel industry, which is cyclical and sensitive to economic conditions. In times of economic downturn, demand for hotel accommodations may decline, leading to lower revenues and profitability. This could impact the company's ability to cover its preferred dividend payments, potentially resulting in a dividend cut or suspension.

Another risk to consider is the interest rate environment. The Series E Preferred Shares have a fixed dividend rate, which means that the dividend payments will not increase if interest rates rise. In a rising interest rate environment, investors may find more attractive investment opportunities with higher yields, leading to potential downward pressure on the value of the preferred shares.

Additionally, the preferred shares are subject to redemption risk. Pebblebrook Hotel Trust has the option to redeem the preferred shares at par value ($25.00 per share) on or after the redemption date, which is August 15, 2025. If the company chooses to redeem the preferred shares, investors will be forced to sell their shares at the redemption price, regardless of the current market price. This could result in a capital loss for investors who purchased the preferred shares at a higher price.


  1. S. Proper and K. Tumer. Modeling difference rewards for multiagent learning (extended abstract). In Proceedings of the Eleventh International Joint Conference on Autonomous Agents and Multiagent Systems, Valencia, Spain, June 2012
  2. D. Bertsekas and J. Tsitsiklis. Neuro-dynamic programming. Athena Scientific, 1996.
  3. Z. Wang, T. Schaul, M. Hessel, H. van Hasselt, M. Lanctot, and N. de Freitas. Dueling network architectures for deep reinforcement learning. In Proceedings of the International Conference on Machine Learning (ICML), pages 1995–2003, 2016.
  4. Bottou L. 1998. Online learning and stochastic approximations. In On-Line Learning in Neural Networks, ed. D Saad, pp. 9–42. New York: ACM
  5. M. L. Littman. Markov games as a framework for multi-agent reinforcement learning. In Ma- chine Learning, Proceedings of the Eleventh International Conference, Rutgers University, New Brunswick, NJ, USA, July 10-13, 1994, pages 157–163, 1994
  6. D. Bertsekas. Nonlinear programming. Athena Scientific, 1999.
  7. V. Borkar and R. Jain. Risk-constrained Markov decision processes. IEEE Transaction on Automatic Control, 2014


  • 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.