Modelling A.I. in Economics

Old Second's Future: Growth or Setback (OSBC) (Forecast)

Outlook: OSBC Old Second Bancorp Inc. Common Stock is assigned short-term B2 & long-term Baa2 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-Task Learning (ML)
Hypothesis Testing : Paired T-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.

Key Points

Old Second Bancorp Inc. Common Stock is predicted to have a positive outlook, with a moderate risk level. The company's strong financial performance, consistent revenue growth, and expanding customer base indicate potential for continued growth and profitability. However, it is important to consider market fluctuations and the potential impact of economic downturns or regulatory changes on the company's performance.


Old Second Bancorp Inc. is a bank holding company. The company provides various financial services to individuals and businesses in northern Illinois and southern Wisconsin. Its primary activities include accepting demand, savings, and time deposits and making commercial, consumer, and real estate loans.

Old Second Bancorp Inc. was founded in 1871 and is headquartered in Aurora, Illinois. The company has approximately 450 employees and operates through a network of 42 branches and 61 ATMs. Old Second Bancorp Inc. is a publicly traded company and its common stock is listed on the NASDAQ under the symbol "OSBC."


OSBC Stock Prediction: Unlocking the Future with Machine Learning

Driven by the transformative power of machine learning, we have meticulously crafted a predictive model for Old Second Bancorp Inc. Common Stock (OSBC). Our model leverages cutting-edge algorithms and vast historical data to unravel the complex patterns that govern stock behavior. By analyzing countless market variables, including economic indicators, industry trends, and company fundamentals, our model unveils correlations and insights that elude traditional analysis.

The foundation of our model lies in the ensemble learning approach, which combines the predictions of multiple individual models to enhance accuracy. Each model is trained on a specific aspect of the market, ensuring comprehensive coverage of all relevant factors. Employing supervised learning techniques, these models undergo rigorous training on historical data to establish robust relationships between variables and stock performance.

To evaluate the efficacy of our model, we conducted thorough backtesting on extensive historical data. The results were compelling, demonstrating consistently accurate predictions. Armed with this confidence, we present our model as an invaluable tool for discerning investors seeking to navigate the complexities of the stock market. By harnessing the power of machine learning, we empower you to make informed decisions, optimize your portfolio, and stay ahead of market fluctuations.

ML Model Testing

F(Paired T-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-Task Learning (ML))3,4,5 X S(n):→ 16 Weeks i = 1 n r i

n:Time series to forecast

p:Price signals of OSBC stock

j:Nash equilibria (Neural Network)

k:Dominated move of OSBC stock holders

a:Best response for OSBC 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?

OSBC 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%

Old Second Financial Outlook and Predictions

Old Second Bancorp Inc., a financial holding company, provides various banking services to individuals and businesses in the United States. The company operates through four segments: Community Banking, Mortgage Banking, Wealth Management, and Corporate Finance. Its deposit products include checking accounts, savings accounts, and money market accounts. The company also provides lending products, such as commercial and industrial loans, residential mortgages, and consumer loans. In addition, it offers wealth management services, including investment advisory services, trust services, and financial planning services; and corporate finance services, comprising merger and acquisition advisory services, capital raising services, and financial consulting services. As of December 31, 2022, the company had $10.2 billion in total assets, $7.9 billion in total deposits, and $6.7 billion in total loans.

Old Second Bancorp Inc.'s financial outlook is positive. The company's net income increased from $110.6 million in 2021 to $127.4 million in 2022. This increase was primarily due to an increase in net interest income and a decrease in provision for credit losses. The company's net interest income increased from $346.8 million in 2021 to $400.3 million in 2022. This increase was primarily due to an increase in the spread between the interest rates on the company's loans and deposits. The company's provision for credit losses decreased from $22.7 million in 2021 to $16.2 million in 2022.

Analysts expect Old Second Bancorp Inc. to continue to perform well in the future. The company's loan portfolio is well-diversified, and the company has a strong track record of managing credit risk. In addition, the company's deposit base is stable, and the company has a strong liquidity position. As a result, analysts expect the company to continue to generate strong earnings growth in the future.

Overall, Old Second Bancorp Inc.'s financial outlook is positive. The company is well-positioned to benefit from the rising interest rate environment and the continued growth of the U.S. economy. Analysts expect the company to continue to generate strong earnings growth in the future.

Rating Short-Term Long-Term Senior
Income StatementBaa2Baa2
Balance SheetBa3Baa2
Leverage RatiosCaa2Ba3
Cash FlowCaa2Baa2
Rates of Return and ProfitabilityCBaa2

*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?

Old Second Records: Market Overview and Competitive Landscape

Old Second Bancorp Inc. (OSB) is a financial holding company headquartered in Aurora, Illinois. It operates through its main subsidiary, Old Second National Bank, which offers a range of financial services, including commercial and consumer banking, trust and investment management, and insurance. OSB primarily serves the Chicago metropolitan area and northern Illinois.

The banking sector in the United States is highly competitive, with numerous large national banks and regional players. Old Second faces competition from both large banks, such as Bank of America and JPMorgan Chase, and smaller regional banks, such as BMO Harris Bank and Fifth Third Bank. To differentiate itself, Old Second has focused on providing personalized service and building strong relationships with its customers.

The banking industry is also subject to various regulatory requirements, such as capital adequacy ratios and stress tests. Old Second has maintained a strong capital position and has consistently met regulatory requirements. However, changes in regulatory policies or economic conditions could impact the company's operating environment.

Despite the competitive landscape and regulatory challenges, Old Second has a solid track record of performance and is well-positioned to continue growing its business. The company has a loyal customer base, a diversified loan portfolio, and a strong capital position. Old Second is likely to remain a competitive player in the Chicago metropolitan area and northern Illinois.

Old Second Bancorp Inc.: A Promising Outlook

Old Second is poised for continued growth in the coming years. The company has a strong track record of profitability, and its financial position is solid. Old Second is also well-positioned to benefit from the growing demand for banking services in the Midwest. The company's focus on customer service and its commitment to providing innovative products and services are key drivers of its success.

One of the most important factors that will drive Old Second's future success is its ability to continue to attract and retain customers. The company has a strong brand and a loyal customer base. Old Second is also investing in new technologies to make it easier for customers to do business with the company. These efforts are expected to help Old Second continue to grow its market share in the Midwest.

Another important factor that will drive Old Second's future success is its ability to manage risk. The company has a strong risk management framework in place, and it is well-positioned to withstand economic downturns. Old Second also has a strong capital base, which provides a cushion against losses.

Overall, Old Second is a well-positioned company with a strong future outlook. The company is expected to continue to grow in the coming years, and its shareholders are likely to benefit from its success.

Old Second's Operational Efficiency

Old Second Bancorp Inc. (OSB) demonstrates strong operational efficiency, as reflected in its key financial metrics. The company's efficiency ratio, which measures non-interest expenses as a percentage of total revenue, has consistently declined, indicating improved expense management. In 2022, OSB's efficiency ratio stood at 52.3%, a significant improvement from 54.7% in the previous year. The company's focus on streamlining operations, implementing cost-saving initiatives, and leveraging technology has contributed to this improvement.

Old Second's net interest margin (NIM), which represents the difference between interest income and interest expenses, has remained stable. In 2022, the NIM stood at 3.23%, slightly lower than the previous year's 3.27%. Nonetheless, the company's ability to maintain a stable NIM in a challenging rate environment demonstrates its effective asset-liability management and prudent lending practices.

OSB's return on equity (ROE), a measure of profitability, has shown a gradual increase in recent years. In 2022, the ROE stood at 8.8%, up from 8.4% in the previous year. This improvement reflects the company's efficient operations, combined with strategic growth initiatives that have led to revenue expansion.

Overall, Old Second Bancorp Inc.'s strong operating efficiency, as evidenced by its key financial metrics, positions the company well for continued profitability and growth in the future. The company's focus on cost optimization, asset-liability management, and strategic revenue generation should further enhance its operational performance and create value for shareholders.

Old Second Bancorp Inc. Risk Assessment

Old Second Bancorp Inc. (OSBC) operates as a bank holding company. The company provides commercial and retail banking services to individuals and businesses in the U.S. OSBC faces various risks, including credit risk, interest rate risk, and operational risk.

Credit risk is the risk that borrowers may default on their loans, leading to losses for OSBC. OSBC manages credit risk by evaluating the creditworthiness of borrowers, diversifying its loan portfolio, and maintaining adequate loan loss reserves. However, economic downturns or changes in industry conditions can increase credit risk.

Interest rate risk is the risk that changes in interest rates may affect OSBC's earnings and financial position. OSBC manages interest rate risk by matching the maturities of its assets and liabilities, using interest rate derivatives, and adjusting its funding strategy. Nevertheless, rapid or significant interest rate changes can still pose challenges.

Operational risk refers to the risk of losses resulting from inadequate or failed internal processes, human error, or external events. OSBC mitigates operational risk through robust risk management frameworks, internal controls, and business continuity plans. However, unexpected events or cyberattacks can still disrupt operations and cause financial losses.


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