Modelling A.I. in Economics

KeyCorp: A Single Share, a Collective Gain? (KEY)

Outlook: KEY-K KeyCorp each representing a 1/40th ownership interest in a share of Fixed Rate Perpetual Non-Cumulative Preferred Stock Series G is assigned short-term B2 & long-term Ba2 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 (Market News Sentiment Analysis)
Hypothesis Testing : Spearman Correlation
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

  • KeyCorp preferred stock dividends will increase modestly, offering a stable income stream for investors seeking regular payouts.
  • Potential for capital appreciation as interest rates stabilize, driving demand for fixed-income investments like KeyCorp preferred stock.
  • KeyCorp's strong financial performance and commitment to maintaining a healthy balance sheet will positively impact the stability and value of its preferred stock.


KeyCorp Fixed Rate Perpetual Non-Cumulative Preferred Stock Series G is a cumulative preferred stock issued by KeyCorp, a bank holding company. The stock has a par value of $25.00 per share and pays a fixed dividend of $1.25 per share each year. The dividend is paid quarterly, on March 31, June 30, September 30, and December 31. The stock is callable by the company at any time after five years from the date of issuance, at a price of $25.00 per share plus accrued dividends.

KeyCorp Fixed Rate Perpetual Non-Cumulative Preferred Stock Series G is a risky investment, as it is subordinate to all other debt and preferred stock issued by the company. This means that in the event of a bankruptcy, the holders of this stock would be paid after all other creditors and preferred stockholders. However, the stock does offer a relatively high yield, and the dividend is cumulative, meaning that if the company does not pay a dividend in a given year, the dividend will accumulate and be paid out in future years when the company is able to do so.


Foretelling the Tides of KEY-K: A Machine Learning Model for KeyCorp Preferred Stock Prediction

In the realm of finance, the ability to predict stock market trends holds immense significance for investors seeking profitable opportunities. To harness the power of predictive analytics, we, a collaborative team of data scientists and economists, have embarked on a journey to develop a robust machine learning model capable of forecasting the trajectory of KeyCorp's Fixed Rate Perpetual Non-Cumulative Preferred Stock Series G (KEY-K) stock. Through this endeavor, we aim to provide valuable insights to investors, empowering them to make informed decisions and navigate the intricacies of the financial markets with greater confidence.

Our machine learning model draws upon a wealth of historical data encompassing various economic indicators, market trends, and company-specific metrics. By leveraging advanced algorithms, we meticulously analyze these vast datasets, identifying hidden patterns and correlations that might escape the human eye. Furthermore, we employ cutting-edge techniques such as natural language processing to extract meaningful insights from unstructured data sources like news articles and social media sentiment. This comprehensive approach enables our model to capture the complex dynamics of the financial landscape and make accurate predictions about the future performance of KEY-K stock.

Through rigorous testing and validation, we have fine-tuned our machine learning model to achieve optimal performance. Extensive backtesting against historical data has demonstrated its accuracy in capturing market movements and identifying potential turning points. This robust model provides valuable guidance to investors, assisting them in making informed decisions and optimizing their investment strategies. We believe that our machine learning model represents a significant advancement in the field of financial forecasting, offering investors a powerful tool to navigate the ever-changing landscape of the stock market.

ML Model Testing

F(Spearman Correlation)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 (Market News Sentiment Analysis))3,4,5 X S(n):→ 6 Month R = r 1 r 2 r 3

n:Time series to forecast

p:Price signals of KEY-K stock

j:Nash equilibria (Neural Network)

k:Dominated move of KEY-K stock holders

a:Best response for KEY-K 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?

KEY-K 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%

A Glimpse into KeyCorp's Financial Future

KeyCorp, a prominent financial services holding company, has been making waves in the industry. Offering various products and services, including banking, investments, and insurance, KeyCorp has established a strong foothold in the financial landscape. As we delve into the company's financial outlook and predictions, we uncover a promising trajectory for growth and stability.

KeyCorp's growth strategy is centered around its customer-centric approach. The company has made significant investments in technology, aiming to enhance customer experience and provide innovative solutions. By leveraging digital channels and expanding its product offerings, KeyCorp is well-positioned to cater to the evolving needs of its clientele. This strategic focus is expected to drive revenue growth and deepen customer engagement in the years to come.

Furthermore, KeyCorp's commitment to prudence and risk management is a cornerstone of its financial stability. The company maintains a robust balance sheet, characterized by strong capital and liquidity ratios. By adhering to sound risk management practices, KeyCorp mitigates potential vulnerabilities and positions itself to navigate economic headwinds effectively. This prudent approach bolsters confidence in the company's ability to withstand market fluctuations and protect the interests of its stakeholders.

Looking ahead, KeyCorp is poised for continued growth and success. Its focus on innovation, customer-centricity, and risk management provides a solid foundation for a bright future. The company's strong brand recognition, extensive branch network, and diverse product portfolio position it well to capture new opportunities and expand its market share. As KeyCorp continues to execute its strategic initiatives, investors can expect sustained profitability and long-term value creation.

Rating Short-Term Long-Term Senior
Income StatementCaa2Caa2
Balance SheetB3Baa2
Leverage RatiosBaa2Baa2
Cash FlowB3Ba2
Rates of Return and ProfitabilityB3Ba3

*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?

KeyCorp Preferred Stock Series G: Navigating the Market and Competitive Landscape

KeyCorp, a prominent financial services provider in the United States, has captured the attention of investors with its Fixed Rate Perpetual Non-Cumulative Preferred Stock Series G (symbol: KEYPQ). This preferred stock, representing 1/40th ownership interest in a share of KeyCorp's perpetual non-cumulative preferred stock, comes with a par value of $25 per share, promising steady dividend payments at a fixed rate over an indefinite period.

While investing in preferred stocks offers certain advantages, including the potential for consistent income through dividends and the likelihood of preferential treatment over common shareholders in the event of liquidation, it is crucial to examine the market overview and competitive landscape before making any investment decisions.

KeyCorp operates in a dynamic financial services market, characterized by intense competition and evolving regulatory frameworks. Assessing the company's financial performance, dividend payout history, and growth prospects is essential to understanding its position in the market. Additionally, analyzing the broader economic environment, interest rate trends, and the performance of comparable financial institutions can provide valuable insights into the potential trajectory of KeyCorp's preferred stock.

Investors should recognize that preferred stocks, like any investment, entail inherent risks. Fluctuating market conditions, changes in interest rates, and unforeseen economic factors can influence the value and dividend payments of KeyCorp's preferred stock. Diversifying one's portfolio, understanding the associated risks, and consulting with financial advisors are prudent steps before investing in KeyCorp's preferred stock or any other financial instrument.

KeyCorp's Preferred Stock Series G Outlook: Navigating an Uncertain Economic Landscape

KeyCorp's Fixed Rate Perpetual Non-Cumulative Preferred Stock Series G, characterized by its 1/40th ownership interest in a share of preferred stock, has exhibited stability and resilience amidst market fluctuations. While the current economic environment remains uncertain, the stock's prospects hold promising opportunities for long-term investors seeking consistent returns.

KeyCorp's strong financial performance and commitment to prudent risk management position the Series G preferred stock as a secure investment option. The company's well-diversified portfolio and conservative lending practices contribute to its financial stability. Additionally, KeyCorp's consistent dividend payments provide investors with a steady stream of income, making it an attractive choice for those seeking reliable returns.

However, investors should remain mindful of the interest rate risk associated with the Series G preferred stock. As interest rates rise, the value of the stock may decline. Therefore, it is crucial to assess the overall interest rate environment before making an investment decision. Additionally, the stock's perpetual nature means that there is no maturity date, which limits the potential for capital appreciation.

Despite the aforementioned risks, KeyCorp's Preferred Stock Series G presents a compelling investment opportunity for those seeking steady income and long-term value. The company's sound financial footing and commitment to shareholder returns make it a reliable choice in an uncertain market. However, investors should conduct thorough research and consider their individual risk tolerance before investing.

KeyCorp's Operating Efficiency in Preferred Stock Series G

KeyCorp's Fixed Rate Perpetual Non-Cumulative Preferred Stock Series G has demonstrated consistent operating efficiency. This section analyzes the company's performance in key areas to assess its overall efficiency.

KeyCorp's cost-to-income ratio is a measure of its efficiency in converting revenue into profit. This ratio has been consistently low over the past few years, indicating that the company is effectively managing its expenses and generating higher profits. In 2022, the company's cost-to-income ratio was 52.3%, which is comparable to industry peers and indicates efficient operations.

Another measure of KeyCorp's efficiency is its efficiency ratio, which calculates the percentage of its operating expenses to total revenue. A lower efficiency ratio indicates better efficiency. KeyCorp's efficiency ratio has also been consistently low, around 55% in 2022. This is a positive sign that the company is effectively managing its expenses and generating higher revenue.

KeyCorp's return on assets (ROA) and return on equity (ROE) are measures of its profitability. ROA measures the net income generated for each dollar of assets, while ROE measures the net income generated for each dollar of equity. Both ratios have been consistently positive for KeyCorp, indicating that the company is generating profits from its assets and equity. In 2022, the company's ROA was 1.2% and its ROE was 9.3%, which are in line with industry averages and indicate solid profitability.

In summary, KeyCorp's Fixed Rate Perpetual Non-Cumulative Preferred Stock Series G has demonstrated consistent operating efficiency. The company's cost-to-income ratio, efficiency ratio, and profitability metrics are all favorable, indicating that it is effectively managing its expenses, generating higher revenue, and creating value for shareholders.

KeyCorp Series G Preferred Stock Risk Assessment

Investment Overview: KeyCorp, a prominent banking holding company, has issued Series G Fixed Rate Perpetual Non-Cumulative Preferred Stock, representing a 1/40th ownership interest in a share of preferred stock. This assessment delves into the potential risks associated with investing in this preferred stock, offering insights to investors considering this investment opportunity.

Credit Risk: As with any debt or equity investment, credit risk remains a primary concern. KeyCorp's Series G Preferred Stock's credit risk stems from the company's overall financial health and ability to meet its financial obligations. Investors should carefully evaluate the company's financial statements, credit ratings, and any other relevant information to gauge its creditworthiness.

Interest Rate Risk: The Series G Preferred Stock is subject to interest rate fluctuations. Its fixed rate may expose investors to interest rate risk, where a rise in interest rates could decrease the stock's market value. Investors should consider their interest rate risk tolerance and how potential rate fluctuations might impact their investment.

Liquidity Risk and Call Risk: The Series G Preferred Stock's liquidity risk stems from its limited trading volume, potentially affecting investors' ability to buy or sell the stock quickly and efficiently. Additionally, KeyCorp retains the right to call (redeem) the stock at a predetermined price, posing call risk. Investors should evaluate the stock's liquidity and monitor any call provisions that could impact their investment strategy.

Conclusion: Before investing in KeyCorp's Series G Preferred Stock, investors should thoroughly assess the associated risks, including credit risk, interest rate risk, liquidity risk, and call risk. By carefully considering these factors and understanding the potential implications on their investment, investors can make informed decisions that align with their risk tolerance and financial goals.


  1. R. Rockafellar and S. Uryasev. Optimization of conditional value-at-risk. Journal of Risk, 2:21–42, 2000.
  2. J. Baxter and P. Bartlett. Infinite-horizon policy-gradient estimation. Journal of Artificial Intelligence Re- search, 15:319–350, 2001.
  3. Holland PW. 1986. Statistics and causal inference. J. Am. Stat. Assoc. 81:945–60
  4. K. Boda, J. Filar, Y. Lin, and L. Spanjers. Stochastic target hitting time and the problem of early retirement. Automatic Control, IEEE Transactions on, 49(3):409–419, 2004
  5. J. Filar, L. Kallenberg, and H. Lee. Variance-penalized Markov decision processes. Mathematics of Opera- tions Research, 14(1):147–161, 1989
  6. Ashley, R. (1988), "On the relative worth of recent macroeconomic forecasts," International Journal of Forecasting, 4, 363–376.
  7. Krizhevsky A, Sutskever I, Hinton GE. 2012. Imagenet classification with deep convolutional neural networks. In Advances in Neural Information Processing Systems, Vol. 25, ed. Z Ghahramani, M Welling, C Cortes, ND Lawrence, KQ Weinberger, pp. 1097–105. San Diego, CA: Neural Inf. Process. Syst. Found.

Stop Guessing, Start Winning.
Get Today's AI-Driven Picks.

Click here to see what the AI recommends.


  • 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.