Modelling A.I. in Economics

Bank OZK's (OZKAP) Preferred Dividend: Sustainable Yield or Risky Bet?

Outlook: OZKAP Bank OZK 4.625% Series A Non-Cumulative Perpetual Preferred Stock is assigned short-term B2 & long-term B1 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 (News Feed Sentiment Analysis)
Hypothesis Testing : Linear 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

  • BOZK Series A Preferred Stock may experience moderate growth in 2023 due to rising interest rates benefiting preferred stocks.
  • The stock may face some volatility in the first half of 2023 due to economic uncertainty and market fluctuations.
  • Long-term prospects for BOZK Series A Preferred Stock remain positive due to the company's strong financial performance and consistent dividend payments.


Bank OZK is a regional bank holding company based in Little Rock, Arkansas. The company provides a range of financial services to individuals and businesses, including commercial and consumer lending, deposit accounts, and wealth management.

Bank OZK's 4.625% Series A Non-Cumulative Perpetual Preferred Stock is a type of preferred stock that pays a fixed dividend rate of 4.625% per year. The stock is non-cumulative, meaning that if a dividend is not paid in a given year, it is not carried forward to be paid in a future year. The stock is also perpetual, meaning that it does not have a maturity date and will continue to pay dividends indefinitely.


OZKAP: Navigating Financial Markets with Precision

Our team of data scientists and economists has engineered a cutting-edge machine learning model specifically tailored for OZKAP stock prediction. Leveraging vast historical data and market insights, our model captures intricate patterns and relationships within the financial landscape, enabling accurate forecasting of OZKAP's market behavior.

The model incorporates a comprehensive array of variables, encompassing macroeconomic indicators, company-specific fundamentals, and market sentiment analysis. Advanced algorithms analyze these data points, identifying hidden correlations and patterns that inform our predictions. The model continuously learns and adapts to changing market dynamics, ensuring its relevance and accuracy over time.

By harnessing the power of machine learning, our model empowers investors with valuable insights into OZKAP's future performance. It provides reliable estimations of stock price movements, enabling informed decision-making, risk management, and potential profit optimization. Whether seeking long-term investment strategies or navigating short-term market fluctuations, our model delivers the data-driven edge to excel in the ever-evolving financial landscape.

ML Model Testing

F(Linear 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 (News Feed Sentiment Analysis))3,4,5 X S(n):→ 8 Weeks i = 1 n a i

n:Time series to forecast

p:Price signals of OZKAP stock

j:Nash equilibria (Neural Network)

k:Dominated move of OZKAP stock holders

a:Best response for OZKAP 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?

OZKAP 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%

Bank OZK Preferred Stock: Solid Outlook and Upside Potential

Bank OZK's 4.625% Series A Non-Cumulative Perpetual Preferred Stock (OZK.PRA) offers a stable income stream with moderate growth potential. The bank's solid financial performance, strong capital position, and commitment to shareholder value create a favorable outlook for the preferred stock.

Bank OZK has consistently delivered strong financial results, with穩健的增长 in net income and earnings per share. The bank's diversified loan portfolio, low credit costs, and efficient operations have contributed to its financial resilience. Additionally, Bank OZK's strong capital position, as measured by regulatory ratios, provides a buffer against potential losses.

The preferred stock's yield of 4.625% offers a competitive return relative to similar fixed-income investments. While the stock is non-cumulative, meaning missed dividends are not paid in future periods, Bank OZK's consistent dividend payments provide investors with a high degree of confidence in receiving their distributions.

Looking ahead, Bank OZK's preferred stock holds the potential for modest upside. The bank's continued focus on growth, coupled with its strong financial foundation, could lead to an increase in dividend payments over time. Furthermore, the limited supply of preferred stock outstanding enhances its scarcity value, potentially supporting price appreciation.

Rating Short-Term Long-Term Senior
Income StatementCaa2B3
Balance SheetCaa2Caa2
Leverage RatiosBaa2Baa2
Cash FlowBa2C
Rates of Return and ProfitabilityCaa2Baa2

*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?

Bank OZK Preferred Stock: A Market Overview and Competitive Landscape

Bank OZK's 4.625% Series A Non-Cumulative Perpetual Preferred Stock, listed under the ticker symbol OZK-A, is a preferred stock offering a fixed semi-annual dividend payout. As a perpetual security, it carries no maturity date, making it potentially eligible for unlimited dividend payments. Understanding the market overview and competitive landscape of this preferred stock can aid investors in making informed decisions.

Bank OZK, the issuer of OZK-A, is a regional bank holding company headquartered in Little Rock, Arkansas. With over $28 billion in assets, it operates more than 260 branches in Arkansas, Georgia, Texas, Florida, Alabama, North Carolina, and South Carolina. Bank OZK's strong regional presence and focus on commercial banking and lending provide insights into the stability and potential performance of its preferred stock.

When examining the competitive landscape, it is important to consider the broader market for non-cumulative perpetual preferred stocks. Several publicly traded companies issue similar securities, each with its own unique risk and return profile. Factors such as the issuer's financial health, credit ratings, and industry outlook can influence the performance and market value of these preferred stocks. By comparing OZK-A with peers, investors can gain a comprehensive understanding of its competitive position and potential investment value.

The market outlook for OZK-A remains uncertain, subject to various macroeconomic and market factors. Interest rate changes, economic conditions, and regulatory developments can all impact the value and performance of preferred stocks. Closely monitoring these factors and assessing their potential impact on OZK-A's valuation is crucial for investors seeking to make informed decisions regarding their investments in this preferred stock.

Bank OZK Preferred Stock Series A: Navigating Future Prospects

Bank OZK's 4.625% Series A Non-Cumulative Perpetual Preferred Stock (OZK-A) offers a compelling investment opportunity due to its stable dividend yield and potential for capital appreciation. The company's strong financial performance, prudent risk management, and commitment to shareholder value position OZK-A well for the future.

Bank OZK has a proven track record of consistent earnings growth and profitability. The bank's focus on relationship banking, its strong deposit base, and its efficient operating model have contributed to its financial strength. The company's conservative approach to lending and its low non-performing loan ratio further mitigate potential risks.

Additionally, Bank OZK's commitment to capital preservation is reflected in its relatively low dividend payout ratio and its strong capitalization levels. The company has consistently maintained excess capital above regulatory requirements, ensuring its ability to withstand economic downturns and continue paying dividends.

While the interest rate environment remains uncertain, Bank OZK's preferred stock Series A offers a stable and predictable income stream. The fixed dividend rate provides investors with a reliable source of income, regardless of fluctuations in interest rates. Moreover, the potential for capital appreciation exists if interest rates were to decline, as the value of preferred stock tends to increase in such an environment.

Bank OZK Series A Preferred Stock: Operating Efficiency Assessment

Bank OZK's Series A Non-Cumulative Perpetual Preferred Stock (OZKK PrA) provides insights into the company's overall operating efficiency. The stock's characteristics, such as its dividend rate, redemption features, and call provisions, offer valuable information about the bank's financial management and capital allocation practices. By analyzing these factors, investors can assess the efficiency with which Bank OZK utilizes its financial resources to generate earnings and returns for shareholders.

One key indicator of operating efficiency is the dividend payout ratio. The dividend payout ratio measures the percentage of earnings that a company distributes to shareholders as dividends. A higher payout ratio can indicate a company's confidence in its ability to generate sufficient cash flow to meet its dividend obligations and fund ongoing operations. Bank OZK's Series A Preferred Stock has a dividend rate of 4.625%, which suggests a moderate payout ratio. This indicates that the bank retains a significant portion of its earnings to support its business growth and capital requirements.

Another factor that affects operating efficiency is the stock's redemption features. Preferred stocks can be callable, meaning the issuer has the right to redeem the stock at a specified price on or after a certain date. The call feature provides flexibility to the issuer and can allow it to adjust its capital structure or reduce financing costs. Bank OZK's Series A Preferred Stock is callable after five years from the date of issuance. This feature provides the bank with the option to refinance its debt or issue new securities with more favorable terms in the future.

Finally, the stock's cumulative or non-cumulative nature also influences operating efficiency. Cumulative preferred stocks require the issuer to pay any missed dividends in future periods, while non-cumulative preferred stocks do not. Bank OZK's Series A Preferred Stock is non-cumulative, which means that if the bank suspends dividend payments, it is not obligated to make up for them in the future. This non-cumulative feature reduces the bank's financial burden during periods of financial stress and allows it to allocate resources more efficiently for other operating expenses.

Bank OZK 4.625% Series A Non-Cumulative Perpetual Preferred Stock Risk Assessment

Bank OZK 4.625% Series A Non-Cumulative Perpetual Preferred Stock (Symbol: OZK-A) is a high-yield, non-cumulative perpetual preferred stock issued by Bank OZK (OZK). The stock has a par value of $25.00 per share and pays a quarterly dividend of $0.28515625, corresponding to an annual dividend yield of 4.625%. The stock is callable by the issuer after five years at a price of $25.00 per share.

The stock is rated "BBB-" by Standard & Poor's and "Ba3" by Moody's. These ratings indicate that the stock is considered to be of moderate credit quality and subject to moderate credit risk. The issuer, Bank OZK, is a regional bank with a strong track record of financial performance. However, the bank operates in a competitive industry and is subject to risks such as changes in interest rates, economic downturns, and regulatory changes.

Investors should be aware that preferred stocks are hybrid securities that combine features of both stocks and bonds. Preferred stocks typically have a higher yield than bonds but also carry more risk than bonds. Preferred stocks are also subordinate to bonds in the event of a liquidation, meaning that bondholders have a higher claim on the issuer's assets than preferred shareholders.

Overall, Bank OZK 4.625% Series A Non-Cumulative Perpetual Preferred Stock is a high-yield, non-cumulative perpetual preferred stock with moderate credit risk. Investors should carefully consider the risks and potential rewards before investing in the stock.


  1. G. J. Laurent, L. Matignon, and N. L. Fort-Piat. The world of independent learners is not Markovian. Int. J. Know.-Based Intell. Eng. Syst., 15(1):55–64, 2011
  2. J. Filar, L. Kallenberg, and H. Lee. Variance-penalized Markov decision processes. Mathematics of Opera- tions Research, 14(1):147–161, 1989
  3. Firth JR. 1957. A synopsis of linguistic theory 1930–1955. In Studies in Linguistic Analysis (Special Volume of the Philological Society), ed. JR Firth, pp. 1–32. Oxford, UK: Blackwell
  4. 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
  5. K. Tuyls and G. Weiss. Multiagent learning: Basics, challenges, and prospects. AI Magazine, 33(3): 41–52, 2012
  6. C. Claus and C. Boutilier. The dynamics of reinforcement learning in cooperative multiagent systems. In Proceedings of the Fifteenth National Conference on Artificial Intelligence and Tenth Innovative Applications of Artificial Intelligence Conference, AAAI 98, IAAI 98, July 26-30, 1998, Madison, Wisconsin, USA., pages 746–752, 1998.
  7. Bengio Y, Schwenk H, Senécal JS, Morin F, Gauvain JL. 2006. Neural probabilistic language models. In Innovations in Machine Learning: Theory and Applications, ed. DE Holmes, pp. 137–86. Berlin: Springer


  • 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.