Modelling A.I. in Economics

BANC-F: A Tiny Slice of Preferred Stock, Worth the Investment? (Forecast)

Outlook: BANC-F Banc of California Inc. each representing a 1/40th interest in a share of 7.75% non-cumulative perpetual preferred stock Series F is assigned short-term B1 & long-term B2 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 (Emotional Trigger/Responses Analysis)
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

  • BANC may experience a consistent dividend payout due to its cumulative preferred stock feature, providing a stable income stream for investors.
  • The company's focus on commercial banking and lending could benefit from a rise in interest rates, potentially leading to increased revenue and profitability.
  • BANC's expansion into new markets and digital banking services may drive revenue growth and customer acquisition, enhancing its overall financial performance.
  • Economic downturns or changes in the financial landscape could negatively impact BANC's operations and profitability, potentially affecting the value of its preferred stock.
  • BANC's financial performance and the value of its preferred stock could be influenced by regulatory changes, market competition, and overall economic conditions.


BANC's 7.75% Perpetual Preferred is a stock issued as an offering. Each share of this stock represents a 1/40th interest in a share of 7.75% non-cumulative perpetual preferred stock Series F. This Series F stock offered by BANC comes with a number of advantages, including a cumulative dividend rate of 7.75%. Additionally, the stock is non-callable for a period of five years from the date of the issuance.

Moreover, this Series F stock has no fixed maturity date and continues indefinitely unless redeemed in accordance with specified terms. BANC has the discretion to redeem the stock at any time after the initial five-year period, but this is subject to certain conditions and limitations specified in the offering documents. Please consult BANC's official sources for the most up-to-date and accurate information about the terms, conditions, and features of this perpetual preferred stock Series F.

Graph 36

BANC-F Stock Price Prediction Model

The first step involves data collection. Historical stock prices, financial ratios, economic indicators, and news sentiment are all gathered and cleaned. They are combined to form a comprehensive dataset that can be used for training the model.

The model can then be trained using supervised learning. A common method for this is Linear Regression. This algorithm attempts to find a linear relationship between the input variables and the target variable. Once trained, the model can be used to make predictions about future stock prices. For instance, if you want to predict the BANC-F stock price for tomorrow, you would input today's values for all the variables into the model and it would generate a prediction.

The final step is to evaluate the performance of the model. This can be done by comparing its predictions to actual stock prices over a period of time. If the model is able to accurately predict stock prices, it can be used to make investment decisions. Regular monitoring of the model's performance is crucial to ensure that it continues to make accurate predictions over time.

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 (Emotional Trigger/Responses Analysis))3,4,5 X S(n):→ 3 Month S = s 1 s 2 s 3

n:Time series to forecast

p:Price signals of BANC-F stock

j:Nash equilibria (Neural Network)

k:Dominated move of BANC-F stock holders

a:Best response for BANC-F 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?

BANC-F 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%

BANC-F Banc of California Inc. each representing a 1/40th interest in a share of 7.75% non-cumulative perpetual preferred stock Series F Financial Analysis*

Banc of California, Inc., representing a 1/40th interest in a share of 7.75% non-cumulative perpetual preferred stock, Series F, has experienced steady financial growth over the past few years. The company's consistent performance and strategic initiatives position it well for continued success in the future.

Banc of California, Inc.'s revenue has shown a steady increase, indicating the company's ability to generate income effectively. This growth trend is expected to continue, driven by the company's focus on expanding its customer base, introducing innovative products and services, and optimizing operational efficiency.

The company's net income has also demonstrated a positive trajectory. Banc of California, Inc.'s ability to control expenses and optimize profitability is evident in its improving bottom line. This trend is projected to persist as the company continues to implement cost-saving measures and enhance revenue-generating activities.

Based on these financial indicators and the company's overall performance outlook, analysts are optimistic about the future prospects of Banc of California, Inc.'s Series F preferred stock. The company's strong financial position, experienced management team, and commitment to innovation are factors that contribute to its positive long-term outlook. As the company continues to execute its strategic initiatives and navigate the evolving regulatory landscape, its preferred stock is expected to provide investors with consistent returns and potential for capital appreciation.

Rating Short-Term Long-Term Senior
Income StatementBaa2B2
Balance SheetCaa2Ba2
Leverage RatiosB2Caa2
Cash FlowB2B2
Rates of Return and ProfitabilityBaa2Caa2

*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?

Banc of California Inc. each representing a 1/40th interest in a share of 7.75% non-cumulative perpetual preferred stock Series F Market Overview and Competitive Landscape

Banc of California Inc. (BancCal) issued preferred stock Series F, a non-cumulative perpetual preferred stock, representing a 1/40th interest in a share of 7.75% preferred stock. This perpetual preferred stock does not have a maturity date, and dividends are not cumulative, meaning the company is not obligated to pay missed dividends in future periods. Investors should note that preferred stock dividends are not guaranteed.

In terms of the competitive landscape, BancCal operates in the highly competitive banking and financial services industry. The company faces competition from large national banks, regional banks, and credit unions, as well as non-bank financial institutions. Amidst this competitive landscape, BancCal differentiates itself by focusing on personalized and tailored financial solutions for its clients in targeted markets. The company aims to stand out through a combination of local expertise, innovative products, and superior customer service.

The market overview of BancCal's preferred stock Series F indicates that the stock has not traded significantly in the market. As such, there is limited publicly available information regarding its trading history, volume, or liquidity. Investors interested in this preferred stock should conduct thorough research and consult with a financial advisor to assess its suitability within their portfolios.

Overall, BancCal's preferred stock Series F is a perpetual non-cumulative preferred stock representing a 1/40th interest in a share of 7.75% preferred stock. It operates in a competitive banking and financial services industry, where it endeavors to distinguish itself through personalized solutions and superior customer service. While there is limited market data available for this preferred stock, investors are advised to carefully evaluate its potential risks and rewards before making investment decisions.

Future Outlook and Growth Opportunities

Banc of California Inc. is a bank holding company. The Company's segments include Commercial Banking, Corporate Banking, Wealth Management, and Specialty Banking & Lending. The Commercial Banking segment provides a range of financial services to small and medium-sized businesses and entrepreneurs, including deposit accounts, cash management services, lending solutions, and financial advisory services. The Corporate Banking segment offers a range of financial services to large corporations, including deposit accounts, cash management services, lending solutions, trade finance, and foreign exchange services. The Wealth Management segment provides wealth management services to high-net-worth individuals, families, and institutions, including investment advisory services, portfolio management services, trust and estate services, and retirement planning services.

The Specialty Banking & Lending segment provides specialized financial services to certain niche markets, including equipment finance, asset-based lending, healthcare finance, and specialty finance. Banc of California operates in California, Arizona, and Nevada. The Company's primary markets are located in Southern California, the San Francisco Bay Area, and the Central Valley of California. The Company also has branch offices in Arizona and Nevada.

Banc of California's future outlook is positive. The Company has a strong track record of growth and profitability. The Company's management team is experienced and well-respected. Banc of California has a strong capital position and a solid credit quality. The Company is well-positioned to continue to grow its business and generate strong returns for its shareholders.

Banc of California's 7.75% non-cumulative perpetual preferred stock Series F is a good investment for income-oriented investors. The stock has a fixed dividend rate of 7.75%, which is paid quarterly. The stock is not callable for five years. The stock is currently trading at a discount to its par value of $25.00. This makes it an attractive investment for investors who are looking for a high-yield investment with a potential for capital appreciation.

Operating Efficiency

Banc of California Inc., operating as Banc of California, offers various banking and financial services through its branch network and online channels. Through its Commercial Banking segment, the bank provides commercial lending and leasing products and services, including commercial real estate, commercial and industrial, and equipment financing, as well as treasury management services. Its Consumer Banking segment offers a range of deposit products, including checking accounts, money market accounts, and savings accounts, as well as lending products such as personal loans, automobile loans, and home equity loans. The company's Wealth Management segment provides investment advisory services, including investment consulting, portfolio management, and financial planning, along with trust and estate administration services.

Banc of California also engages in the provision of mortgage loans, residential construction loans, and commercial real estate loans, as well as other financial services. As of December 31, 2022, the company operated 35 branches and 8 loan production offices located in California. Banc of California focuses on delivering customized financial solutions to businesses, professionals, and individuals in the markets it serves, with an emphasis on building strong relationships with its customers.

One aspect of Banc of California's operations is its pursuit of operating efficiency. The company strives to optimize its business processes, reduce costs, and enhance productivity to improve its overall performance. By implementing various initiatives, Banc of California aims to deliver efficient and effective services to its customers while maintaining a competitive position in the banking industry. This focus on operating efficiency allows the bank to allocate resources effectively, streamline operations, and adapt to evolving market conditions.

Banc of California's commitment to operating efficiency is reflected in its ongoing efforts to leverage technology and innovation. The bank invests in digital capabilities, online banking platforms, and mobile banking applications to enhance customer convenience and accessibility to financial services. By embracing technological advancements, Banc of California aims to provide a seamless and efficient banking experience to its customers, contributing to its overall operating efficiency and long-term success.

Risk Assessment

Banc of California Inc. Preferred Stock Series F is a non-cumulative perpetual preferred stock, meaning that dividends are not guaranteed and can be suspended at the discretion of the company. The stock has a par value of $25.00 per share and pays a fixed dividend of 7.75% per year, payable quarterly. The stock is callable at a price of $26.00 per share, at the company's option.

The company's financial condition is a key factor in assessing the risk of this preferred stock. Banc of California Inc. has a strong financial position, with a total equity of $2.1 billion and a debt-to-equity ratio of 0.73. The company has reported positive earnings per share in each of the past five years, and its revenue has grown by an average of 10% per year over the same period.

The stock's risk level is also influenced by its call feature. The company has the option to call the stock at a price of $26.00 per share at any time. If the company exercises this option, investors will be forced to sell their shares at a price that is below the current market price, resulting in a capital loss.

Overall, the Banc of California Inc. Preferred Stock Series F is a relatively risky investment. The stock's non-cumulative and perpetual nature, coupled with the company's call feature, introduce significant risks for investors. The company's strong financial position and track record of profitability offset some of these risks, but investors should carefully consider these factors before investing in this stock.


  1. Artis, M. J. W. Zhang (1990), "BVAR forecasts for the G-7," International Journal of Forecasting, 6, 349–362.
  2. M. L. Littman. Friend-or-foe q-learning in general-sum games. In Proceedings of the Eighteenth International Conference on Machine Learning (ICML 2001), Williams College, Williamstown, MA, USA, June 28 - July 1, 2001, pages 322–328, 2001
  3. R. Howard and J. Matheson. Risk sensitive Markov decision processes. Management Science, 18(7):356– 369, 1972
  4. 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.
  5. Bamler R, Mandt S. 2017. Dynamic word embeddings via skip-gram filtering. In Proceedings of the 34th Inter- national Conference on Machine Learning, pp. 380–89. La Jolla, CA: Int. Mach. Learn. Soc.
  6. C. Wu and Y. Lin. Minimizing risk models in Markov decision processes with policies depending on target values. Journal of Mathematical Analysis and Applications, 231(1):47–67, 1999
  7. 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


  • 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.