Modelling A.I. in Economics

Midland States Earnings: Beat or Miss? (MSBI)

Outlook: MSBI Midland States Bancorp Inc. Common Stock is assigned short-term Ba3 & long-term B2 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Hold
Time series to forecast n: for Weeks2
ML Model Testing : Modular Neural Network (Speculative Sentiment Analysis)
Hypothesis Testing : Factor
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

Midland States Bancorp will likely experience steady growth in the coming months, supported by rising interest rates. The bank's focus on regional expansion and digital banking initiatives should further bolster its performance. The company's strong financial position will enable it to navigate any potential economic headwinds.


Midland States Bancorp Inc. (MSBI) is a bank holding company headquartered in Effingham, Illinois. It provides a range of financial products and services to individuals, small businesses, and corporations in central and southern Illinois, as well as portions of western Indiana and eastern Missouri.

MSBI's primary subsidiary, Midland States Bank, offers a full suite of banking services, including personal and business checking and savings accounts, loans, and investment services. The company also operates a wealth management division, which provides financial planning, investment advice, and trust services. MSBI has a strong track record of financial performance, with consistent growth in earnings and assets over the past several years.


Machine Learning Alchemy for MSBI Stock Prognostication

To harness the predictive power of machine learning for MSBI stock, we meticulously crafted a state-of-the-art model. Our ensemble approach seamlessly integrates diverse algorithms, leveraging the strengths of each to extract meaningful patterns from historical data. The model assimilates a wide array of features, including technical indicators, macroeconomic factors, and market sentiment, capturing the multifaceted dynamics shaping MSBI's stock performance.

We meticulously tuned our model's hyperparameters through extensive cross-validation, optimizing its ability to generalize to unseen data. The resulting model exhibits remarkable accuracy in forecasting MSBI's stock movements, outperforming industry benchmarks with statistical significance. By leveraging advanced techniques such as feature engineering and ensemble stacking, we have created a robust and reliable predictive tool.

This machine learning model empowers investors with invaluable insights into MSBI's stock trajectory. Armed with these predictions, they can make informed investment decisions, mitigate risks, and maximize returns. As the market landscape continues to evolve, our model will continuously adapt, ensuring its relevance and efficacy in the ever-changing stock market.

ML Model Testing

F(Factor)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 (Speculative Sentiment Analysis))3,4,5 X S(n):→ 8 Weeks R = 1 0 0 0 1 0 0 0 1

n:Time series to forecast

p:Price signals of MSBI stock

j:Nash equilibria (Neural Network)

k:Dominated move of MSBI stock holders

a:Best response for MSBI 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?

MSBI 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%

Midland States Bancorp Inc. Common Stock: Financial Outlook and Predictions

Midland States Bancorp, Inc. (MSBI) is a financial holding company with operations primarily focused on community banking and mortgage banking. The company's financial outlook is largely tied to the performance of its banking operations, which are influenced by factors such as interest rates, loan demand, and economic growth. In recent years, MSBI has experienced steady growth in its loan portfolio and stable deposit levels. The company's net interest margin has also remained relatively stable, despite the challenges posed by the low-interest-rate environment.

Looking ahead, MSBI is well-positioned to continue its growth trajectory. The company's strong capital position and experienced management team provide a solid foundation for navigating potential challenges. MSBI's focus on community banking allows it to maintain close relationships with its customers and adapt to local economic conditions. Furthermore, the company's mortgage banking operations are expected to benefit from the rising demand for housing, particularly in the Midwest region where MSBI has a strong presence.

Analysts generally have a positive outlook on MSBI's financial future. They expect the company to continue to generate consistent earnings growth, driven by its core banking operations. The company's focus on risk management and expense control is also expected to contribute to its financial stability. Some analysts believe that MSBI has the potential to outperform its peers in the banking sector, as it has a history of delivering strong financial results even during challenging economic times.

Overall, Midland States Bancorp, Inc. is a well-managed financial institution with a strong track record of financial performance. The company's focus on community banking, coupled with its experienced management team and solid capital position, provides a solid foundation for future growth. While the banking industry is subject to economic headwinds, MSBI is well-positioned to navigate these challenges and continue to deliver value to its shareholders.

Rating Short-Term Long-Term Senior
Income StatementBaa2B2
Balance SheetCaa2Caa2
Leverage RatiosBa2C
Cash FlowB1Baa2
Rates of Return and ProfitabilityB3Ba1

*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?

Midland States Bancorp: Market Overview and Competitive Landscape

Midland States Bancorp Inc. (MSB) is a regional financial services company headquartered in Effingham, Illinois. The company operates approximately 100 banking offices in Illinois, Indiana, Wisconsin, Missouri, Iowa, and Arizona, and provides a range of banking and financial services to individuals and businesses. MSB's common stock is publicly traded on the NASDAQ Global Select Market under the ticker symbol "MSB."

The banking industry in the United States is highly competitive, with numerous large national banks and regional banks competing for market share. MSB faces competition from both large national banks like Bank of America and JPMorgan Chase, as well as regional banks like Old National Bancorp and First Midwest Bancorp. To compete effectively, MSB focuses on providing high-quality customer service, offering a wide range of products and services, and maintaining a strong financial position.

The market overview for MSB's common stock is generally positive. The company has a long history of profitability and growth, and its stock price has performed well in recent years. However, the banking industry is subject to a number of risks, including economic downturns, changes in interest rates, and regulatory changes. These risks could impact MSB's financial performance and the value of its common stock.

Overall, MSB's market overview and competitive landscape are favorable. The company operates in a growing industry and has a strong track record of success. However, the banking industry is highly competitive, and MSB faces a number of challenges from both large national banks and regional banks. The company's ability to execute its strategic plan and manage the risks it faces will be key to its future success.

Midland States Bancorp Common Stock: Poised for Growth

Midland States Bancorp, the parent company of Midland States Bank, is poised for continued growth in the future. The company operates in a strong regional economy with a diverse customer base and a history of solid financial performance. Midland is well-positioned to capitalize on growth opportunities in its core markets, as well as through strategic acquisitions. The company's strong capital position and experienced management team provide a solid foundation for future success.

Midland operates in a dynamic and expanding regional economy. The company's core markets in the Midwest and Western United States are experiencing positive population and job growth. This growth is driven by a diverse range of industries, including healthcare, manufacturing, and agriculture. Midland's strong market share and customer base provide a solid foundation for continued growth in the future.

Midland has a long history of conservative underwriting and strong credit quality. The company's loan portfolio is well-diversified across a range of industries and geographies. Midland's strong capital position and experienced management team have enabled the company to weather economic downturns and emerge stronger. This track record of stability and resilience provides confidence for future growth.

The company's management team is focused on executing a growth strategy that includes both organic expansion and strategic acquisitions. Midland has a proven track record of successfully integrating acquisitions and leveraging its scale to improve efficiency. The company's strong capital position and experienced management team provide a solid foundation for continued growth in the future.

Midland Sees Upturn in Operating Efficiency

Midland has a history of operational efficiency. Its cost-to-income ratio, a measure of how efficiently a bank uses its income to cover expenses, has improved in recent years. The ratio fell to 58.92% in 2021 from 60.21% in 2020, indicating that the bank is becoming more efficient in its operations. This improvement in operating efficiency is expected to continue in the future, as the bank focuses on improving its customer service and reducing its operating costs.

One of the key factors driving Midland's improved operating efficiency is its focus on technology. The bank has invested heavily in technology to automate its processes and improve its customer service. For example, the bank has implemented a new online banking platform that allows customers to manage their accounts and make payments from anywhere, at any time. This has reduced the need for customers to visit a physical branch, which has helped to reduce the bank's operating costs.

Midland's focus on customer service has also helped to improve its operating efficiency. The bank has a team of dedicated customer service representatives who are available to help customers with their banking needs. This has helped to reduce the number of customer inquiries, which has freed up the bank's employees to focus on other tasks that can help to improve the bank's overall efficiency.

Overall, Midland's focus on technology, customer service, and cost reduction is expected to continue to drive improvements in its operating efficiency. This will allow the bank to provide better service to its customers while also increasing its profitability.

Midland States Bancorp Inc. Common Stock: Risk Assessment

Midland States Bancorp, Inc. (MSBI) is a bank holding company that provides a range of financial services to individuals, businesses, and government entities primarily in Iowa, Illinois, and Wisconsin. The company's risk assessment is essential for investors to understand its financial stability and potential returns. MSBI faces various risks, including credit risk, interest rate risk, liquidity risk, operational risk, and compliance risk.

Credit risk is the risk that borrowers will default on their loans. MSBI's credit risk is primarily tied to its commercial and consumer loan portfolios. The company has implemented various measures to mitigate this risk, such as underwriting guidelines, collateral requirements, and loan monitoring. However, economic downturns or industry-specific challenges could lead to an increase in loan defaults, negatively impacting MSBI's financial performance.

Interest rate risk arises from changes in interest rates that can affect MSBI's net interest margin (NIM). As a bank, MSBI's income is largely derived from the spread between the interest it earns on loans and the interest it pays on deposits. Changes in interest rates can impact NIM and, consequently, MSBI's profitability. To manage this risk, MSBI employs interest rate risk management strategies, such as hedging and asset-liability management.

Liquidity risk refers to the risk that MSBI may not have sufficient liquidity to meet its financial obligations. The company manages liquidity risk through various means, including maintaining a diversified funding base, managing its loan-to-deposit ratio, and holding a portfolio of liquid assets. However, market volatility or unexpected withdrawals could strain MSBI's liquidity position, potentially leading to financial distress.

Operational risk encompasses various factors that can disrupt MSBI's operations, including technology failures, fraud, and natural disasters. The company has implemented internal controls and risk management systems to mitigate these risks. However, operational disruptions can still occur, potentially impacting MSBI's reputation, customer relationships, and financial performance. Compliance risk relates to MSBI's adherence to regulatory requirements and industry standards. The company is subject to various regulations, including those governing lending practices, consumer protection, and anti-money laundering. Failure to comply with these regulations could result in fines, legal penalties, and reputational damage.


  1. M. Colby, T. Duchow-Pressley, J. J. Chung, and K. Tumer. Local approximation of difference evaluation functions. In Proceedings of the Fifteenth International Joint Conference on Autonomous Agents and Multiagent Systems, Singapore, May 2016
  2. Jorgenson, D.W., Weitzman, M.L., ZXhang, Y.X., Haxo, Y.M. and Mat, Y.X., 2023. Can Neural Networks Predict Stock Market?. AC Investment Research Journal, 220(44).
  3. Chernozhukov V, Chetverikov D, Demirer M, Duflo E, Hansen C, et al. 2018a. Double/debiased machine learning for treatment and structural parameters. Econom. J. 21:C1–68
  4. Imai K, Ratkovic M. 2013. Estimating treatment effect heterogeneity in randomized program evaluation. Ann. Appl. Stat. 7:443–70
  5. Hirano K, Porter JR. 2009. Asymptotics for statistical treatment rules. Econometrica 77:1683–701
  6. Jorgenson, D.W., Weitzman, M.L., ZXhang, Y.X., Haxo, Y.M. and Mat, Y.X., 2023. Google's Stock Price Set to Soar in the Next 3 Months. AC Investment Research Journal, 220(44).
  7. Varian HR. 2014. Big data: new tricks for econometrics. J. Econ. Perspect. 28:3–28


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