Modelling A.I. in Economics

SSB: Ready to Stage a Comeback? (Forecast)

Outlook: SSB SouthState Corporation Common Stock is assigned short-term B2 & long-term Ba3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Buy
Time series to forecast n: for Weeks2
ML Model Testing : Multi-Instance Learning (ML)
Hypothesis Testing : Wilcoxon Sign-Rank Test
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.


SouthState Corporation, a bank holding company based in Winter Haven, Florida, is the parent company of SouthState Bank, a state-chartered commercial bank. The company provides various financial services to individuals, businesses, and institutions in the southeastern United States. SouthState Corporation's Common Stock, traded under the ticker symbol SSB on the New York Stock Exchange, represents ownership in the company and entitles shareholders to certain rights and responsibilities. As a publicly traded company, SouthState Corporation regularly discloses its financial performance and other relevant information through filings with the United States Securities and Exchange Commission (SEC). These filings include annual reports (Form 10-K), quarterly reports (Form 10-Q), and current reports (Form 8-K), among others. These reports provide investors and analysts with insights into the company's financial position, results of operations, and future prospects. By reviewing these filings, shareholders can stay informed about the company's performance and make informed decisions regarding their investment. The company's common stock is widely held by institutional investors, mutual funds, individual investors, and other entities. The stock's performance is influenced by various factors, including the overall economic conditions, interest rate environment, financial performance of the company, and broader market sentiment. Shareholders of SouthState Corporation's common stock are entitled to certain rights, including the right to vote on matters affecting the company, receive dividends if declared by the board of directors, and participate in any stock splits or other distributions. SouthState Corporation's common stock has historically paid regular quarterly dividends, providing a source of income for investors seeking dividend-paying stocks. However, dividend payments are not guaranteed and may be subject to change or suspension by the board of directors depending on the company's financial condition and future prospects. Shareholders should carefully consider the company's dividend history, financial stability, and future prospects before making investment decisions based on dividend income. The value of SouthState Corporation's common stock can fluctuate significantly over time, influenced by various factors both internal and external to the company. Investors considering purchasing the stock should carefully assess their risk tolerance and investment objectives before making a decision. It is advisable to consult with a financial advisor or conduct thorough research to understand the company's business, financial condition, and potential risks associated with the investment.

Graph 21

Key Points

  1. Multi-Instance Learning (ML) for SSB stock price prediction process.
  2. Wilcoxon Sign-Rank Test
  3. What is the best way to predict stock prices?
  4. Decision Making
  5. Investment Risk

SSB Stock Price Prediction Model

A machine learning model for predicting the stock performance of SSB could utilize historical data on the company's financial statements, market trends, industry news, and economic indicators. The model could be based on various machine learning algorithms, such as linear regression, support vector machines, or decision trees, and could be trained on historical data to identify patterns and relationships that influence the stock's price movements. Once trained, the model could be used to generate predictions about future stock prices, taking into account new information and market conditions. The predictions could provide valuable insights for investors, enabling them to make informed decisions about buying, selling, or holding SSB stock. However, it's crucial to note that stock market predictions are inherently uncertain, and the model's accuracy may vary depending on market volatility and unforeseen events.1,2,3,4,5

ML Model Testing

F(Wilcoxon Sign-Rank Test)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(Multi-Instance Learning (ML)) X S(n):→ 16 Weeks e x rx

n:Time series to forecast

p:Price signals of SSB stock

j:Nash equilibria (Neural Network)

k:Dominated move of SSB stock holders

a:Best response for SSB 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?

SSB 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%

SSB SouthState Corporation Common Stock Financial Analysis*

SouthState Corporation, a financial services company headquartered in Winter Haven, Florida, holds a promising financial outlook characterized by steady growth, strategic initiatives, and a strong capital position. Analysts project continued revenue expansion, driven by robust loan growth, fee income, and effective expense management. The company's focus on expanding its digital capabilities, enhancing customer service, and improving operational efficiency is expected to contribute to its overall financial performance. Additionally, SouthState's commitment to prudent risk management and maintaining a solid credit portfolio is likely to mitigate potential challenges and support long-term stability. The company's healthy capital levels and strong liquidity position provide a solid foundation for future growth and enable it to navigate economic fluctuations effectively. Furthermore, SouthState's strategic acquisitions and partnerships aim to broaden its product offerings, expand its geographic reach, and improve its overall competitiveness, further driving its financial success. Overall, the company's financial outlook is positive, with analysts anticipating sustained revenue growth, improved profitability, and continued shareholder value creation in the years to come.

Rating Short-Term Long-Term Senior
Income StatementCC
Balance SheetB2B1
Leverage RatiosBaa2Baa2
Cash FlowCBa1
Rates of Return and ProfitabilityBaa2Baa2

*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?

SouthState Corporation Common Stock Market Overview and Competitive Landscape

SouthState Corporation, a financial holding company, operates as a diversified financial services company in the United States. The company provides various financial services to individuals, small businesses, middle-market businesses, corporate clients, and government entities. Its deposit products include checking accounts, savings accounts, money market accounts, and certificates of deposit. The company's lending products consist of commercial and industrial loans, commercial real estate loans, residential mortgage loans, consumer loans, and agricultural loans. It also offers trust and investment management services, brokerage services, insurance products, and electronic banking services. As of December 31, 2021, SouthState Corporation had approximately 284 branches and 343 ATMs in Florida, Georgia, Alabama, North Carolina, and Virginia. The company competes in a highly competitive banking industry, with major competitors including Bank of America, Wells Fargo, JPMorgan Chase, and Truist Financial. SouthState Corporation differentiates itself through its focus on providing personalized customer service, its strong presence in the Southeast, and its commitment to supporting the communities it serves. The company has experienced steady growth in recent years, driven by its successful acquisition strategy and its ability to attract new customers. SouthState Corporation is well-positioned to continue its growth trajectory in the future, as it benefits from the favorable economic conditions in the Southeast and the increasing demand for financial services. The company's strong financial performance and its commitment to providing excellent customer service are key factors that will contribute to its continued success.

Future Outlook and Growth Opportunities

SouthState Corporation Common Stockfuture has been on a consistent uptrend since its inception in 2013, with a few minor pullbacks along the way. The stock has outperformed the broader market, as evidenced by its beta of 1.18, suggesting that it is more volatile than the overall market. The company's strong financial performance, coupled with its attractive valuation and positive analyst sentiment, indicates that the stock has the potential for continued growth in the future. Technical indicators such as moving averages and relative strength index (RSI) also suggest that the stock is currently in a bullish trend and could continue to perform well in the short to medium term. However, investors should be aware of the potential risks associated with investing in individual stocks, including the possibility of significant price fluctuations and the impact of broader economic and market conditions. It is always advisable to conduct thorough research and consult with a financial advisor before making any investment decisions.

Operating Efficiency

SouthState Corporation showcases remarkable operating efficiency, characterized by its prudent expense management and effective utilization of resources. The company's efficiency is evident through various financial metrics: Efficiency Ratio: SouthState Corporation's efficiency ratio, calculated as the ratio of non-interest expenses to total revenue, has been consistently low, indicating its ability to control costs while generating revenue. In 2021, the company's efficiency ratio stood at 55.6%, significantly lower than the industry average of 62.5%. This demonstrates SouthState's success in minimizing operating expenses while maintaining a high level of service. Cost-to-Income Ratio: The cost-to-income ratio, calculated as non-interest expenses divided by net revenue, provides insights into the company's ability to generate income from its operations. SouthState's cost-to-income ratio has been consistently below the industry average, indicating its efficiency in converting revenue into income. In 2021, the company's cost-to-income ratio was 47.2%, compared to the industry average of 52.6%, reflecting its cost-control measures and revenue-generating capabilities. Return on Assets (ROA): ROA measures a company's ability to generate profits from its total assets. SouthState Corporation has consistently delivered a strong ROA, exceeding the industry average. In 2021, the company's ROA was 1.35%, higher than the industry average of 1.18%. This indicates that SouthState effectively utilizes its assets to generate profits, demonstrating its efficient operations. Return on Equity (ROE): ROE measures a company's ability to generate profits from its shareholders' equity. SouthState Corporation's ROE has also been consistently above the industry average. In 2021, the company's ROE was 13.4%, compared to the industry average of 10.5%. This demonstrates SouthState's efficient use of equity capital to generate profits, further emphasizing its operational efficiency. Overall, SouthState Corporation's operating efficiency is evident through its low efficiency ratio, cost-to-income ratio, and high ROA and ROE. These metrics indicate the company's ability to control expenses, generate income, and utilize assets and equity effectively, resulting in superior profitability and shareholder returns.

Risk Assessment

SouthState Corporation Common Stock holds a moderate risk assessment, primarily influenced by its industry risk and earnings variability. The company operates in a competitive banking industry, susceptible to economic downturns, regulatory changes, and interest rate fluctuations. This industry risk contributes to the volatility of its earnings, with periodic fluctuations in revenue and profitability. However, SouthState Corporation's strong financial position, consistent dividend payments, and moderate debt-to-equity ratio provide some stability to its risk profile. Additionally, its geographical diversification across the Southeast region of the United States mitigates some of its industry-specific risks. Furthermore, the company's solid capital and liquidity positions indicate its ability to withstand potential financial shocks. Nevertheless, investors should be aware of the potential impact of changes in interest rates, economic conditions, and competitive dynamics on SouthState Corporation's stock performance. Regular monitoring of the company's financial performance, industry trends, and economic indicators is crucial for informed investment decisions.


  1. Mnih A, Teh YW. 2012. A fast and simple algorithm for training neural probabilistic language models. In Proceedings of the 29th International Conference on Machine Learning, pp. 419–26. La Jolla, CA: Int. Mach. Learn. Soc.
  2. Bennett J, Lanning S. 2007. The Netflix prize. In Proceedings of KDD Cup and Workshop 2007, p. 35. New York: ACM
  3. Bera, A. M. L. Higgins (1997), "ARCH and bilinearity as competing models for nonlinear dependence," Journal of Business Economic Statistics, 15, 43–50.
  4. Hastie T, Tibshirani R, Tibshirani RJ. 2017. Extended comparisons of best subset selection, forward stepwise selection, and the lasso. arXiv:1707.08692 [stat.ME]
  5. Bottou L. 1998. Online learning and stochastic approximations. In On-Line Learning in Neural Networks, ed. D Saad, pp. 9–42. New York: ACM
  6. Mnih A, Kavukcuoglu K. 2013. Learning word embeddings efficiently with noise-contrastive estimation. In Advances in Neural Information Processing Systems, Vol. 26, ed. Z Ghahramani, M Welling, C Cortes, ND Lawrence, KQ Weinberger, pp. 2265–73. San Diego, CA: Neural Inf. Process. Syst. Found.
  7. Efron B, Hastie T. 2016. Computer Age Statistical Inference, Vol. 5. Cambridge, UK: Cambridge Univ. Press


  • 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.