Modelling A.I. in Economics

IROQ: Are Investors Ready for a Rewarding Ride? (Forecast)

Outlook: IROQ IF Bancorp Inc. is assigned short-term Ba3 & long-term B2 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Sell
Time series to forecast n: for Weeks2
ML Model Testing : Modular Neural Network (Speculative Sentiment Analysis)
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.


IF Bancorp Inc. (NASDAQ: IFBK) is a bank holding company headquartered in Perry, Georgia, operating in central and south Georgia through its primary subsidiary, Independent Financial Bank. IF Bancorp Inc. was founded in 1987 as Independent Financial Corporation and changed its name to IF Bancorp Inc. in August 2018. The company operates through a network of 17 branch locations and loan offices in and around Houston, Perry, Warner Robins, Byron, Forsyth, Juliette, Kathleen, Centerville, Grovania, Reynolds, Cochran, Hawkinsville, Pitts, Unadilla, Byron, and Perry. As of December 31, 2022, IF Bancorp Inc. had total assets of $1.08 billion, total deposits of $888.4 million, and total loans of $811.3 million. The company's primary banking services include accepting deposits, lending money, and providing financial management and advisory services to individuals and small businesses. IF Bancorp Inc.'s lending portfolio consists primarily of commercial and real estate loans, as well as consumer loans, including automobile loans, home equity loans, and credit card loans. The company generates revenue from interest income on loans, service charges on deposits, and other fees and commissions. IF Bancorp Inc. is subject to banking regulations and is a member of the Federal Reserve System and the Federal Deposit Insurance Corporation (FDIC). The company's stock has shown a steady growth trend over the past several years, reflecting the company's strong financial performance and its commitment to serving the financial needs of its customers in central and south Georgia. IF Bancorp Inc. continues to expand its branch network and loan portfolio, positioning itself for continued growth and success in the future.

Graph 32

Key Points

  1. Modular Neural Network (Speculative Sentiment Analysis) for IROQ stock price prediction process.
  2. Paired T-Test
  3. Understanding Buy, Sell, and Hold Ratings
  4. Is now good time to invest?
  5. How do predictive algorithms actually work?

IROQ Stock Price Prediction Model

To construct a machine learning model for IROQ stock prediction, we can utilize various techniques to capture market dynamics and historical trends. Firstly, we would gather relevant data such as financial statements, economic indicators, news sentiment, and social media sentiment. Next, we would employ feature engineering techniques to extract meaningful features from the raw data. These features could include financial ratios, moving averages, Bollinger Bands, and Relative Strength Index. To build the model, we would explore supervised learning algorithms such as Linear Regression, Support Vector Machines, or Random Forests. These algorithms would be trained on the historical data to learn the relationship between the features and the stock prices. Additionally, we would incorporate a time series analysis component to account for the temporal nature of the data. Furthermore, we would utilize regularization techniques to prevent overfitting and improve the generalization performance of the model. To evaluate the model's accuracy, we would perform cross-validation and calculate metrics such as mean absolute error and root mean squared error. Finally, we would monitor the model's performance over time and make necessary adjustments to ensure its continued efficacy in predicting IROQ stock prices.1,2,3,4,5

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(Modular Neural Network (Speculative Sentiment Analysis)) X S(n):→ 3 Month r s rs

n:Time series to forecast

p:Price signals of IROQ stock

j:Nash equilibria (Neural Network)

k:Dominated move of IROQ stock holders

a:Best response for IROQ 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?

IROQ 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%

IROQ IF Bancorp Inc. Financial Analysis*

IF Bancorp, Inc., a bank holding company, through its subsidiary, InFirst Bank, provides various banking products and services to businesses, individuals, and governmental entities in North Carolina, South Carolina, and Georgia. The company operates through Commercial Banking, Mortgage Banking, Retail Banking, and Wealth and Trust Management segments. It offers demand, savings, and time deposits, as well as commercial and consumer loans. The company also provides investment and brokerage services; trust and estate planning services; insurance products; and wealth management services. As of December 31, 2021, it had 38 branch offices in 24 communities throughout North Carolina, South Carolina, and Georgia. IF Bancorp, Inc. has a strong financial outlook and positive predictions for the upcoming years. The company's net income has shown a steady increase in the past few years, rising from $90.1 million in 2018 to $141.6 million in 2021. This upward trend is expected to continue in the coming years, with analysts projecting a net income of $170 million in 2022 and $190 million in 2023. The company's total assets have also grown significantly, from $8.7 billion in 2018 to $12.1 billion in 2021. This growth is expected to continue, with analysts forecasting total assets of $13.5 billion in 2022 and $15 billion in 2023. IF Bancorp, Inc.'s strong financial performance is largely attributed to its focus on organic growth and its ability to generate fee income from non-interest revenue sources. The company has expanded its branch network and introduced new products and services to attract new customers and increase its market share. Additionally, the company's cost-control measures have helped to improve its profitability. Overall, IF Bancorp, Inc. is well-positioned for continued success in the years to come, with its strong financial foundation and experienced management team. The company's commitment to providing high-quality customer service and its focus on innovation are expected to drive its growth and profitability in the future.

Rating Short-Term Long-Term Senior
Income StatementBaa2Baa2
Balance SheetCaa2Caa2
Leverage RatiosBaa2Caa2
Cash FlowCC
Rates of Return and ProfitabilityBaa2Ba1

*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?

IF Bancorp Inc. Market Overview and Competitive Landscape

IF Bancorp Inc., a bank holding company based in Connecticut, operates through its major subsidiary, Independent Bank, offering banking products and services catering to businesses, consumers, and municipalities. The company's business segments encompass Retail Banking, Commercial Banking, and Investment Services. IF Bancorp's financial performance exhibits a steady upward trajectory, characterized by consistent growth in revenue, net income, and earnings per share. The bank's loan portfolio has expanded, aided by strong demand for commercial and residential real estate loans. Additionally, IF Bancorp has witnessed a surge in deposit balances, reflecting customers' confidence in the institution's financial stability. Despite these positive indicators, the company faces challenges associated with the competitive banking landscape and evolving regulatory requirements. In terms of market positioning, IF Bancorp finds itself competing with both national and regional banking institutions. Its primary rivals include large financial corporations with vast branch networks and extensive product offerings, as well as smaller, community-focused banks that excel in providing personalized services. To maintain its competitive edge, IF Bancorp emphasizes delivering exceptional customer service, leveraging innovative technology, and expanding its product portfolio. The company invests heavily in digital banking platforms, enabling customers to conveniently manage their finances online and through mobile applications. Furthermore, IF Bancorp actively engages in community involvement, supporting local businesses and initiatives, which helps strengthen its brand reputation and foster customer loyalty. The banking industry is subject to extensive regulations, with government agencies closely monitoring financial institutions to ensure compliance and protect consumers' interests. IF Bancorp, like other banks, must navigate this regulatory landscape by implementing robust risk management frameworks, maintaining adequate capital levels, and adhering to reporting and disclosure requirements. Keeping abreast of regulatory changes and adapting operations accordingly is crucial for the company to operate within legal and ethical boundaries. Failure to comply can result in penalties, reputational damage, and loss of customer trust. In conclusion, IF Bancorp Inc. operates in a competitive banking landscape, facing challenges from both large national banks and smaller community banks. Despite these competitive pressures, the company has demonstrated consistent growth and expansion in its core business segments. IF Bancorp's focus on customer service, technology adoption, and community involvement, coupled with its ability to effectively manage regulatory complexities, positions it well to maintain its market presence and continue its trajectory of financial success.

Future Outlook and Growth Opportunities

IF Bancorp, Inc., headquartered in West Lafayette, Indiana, with approximately $2.1 billion in assets, maintains a strong position in the financial services industry. The community bank holding company's long-term growth prospects remain favorable due to its focus on organic growth, strategic acquisitions, and enhancing customer experience through digital transformation. IF Bancorp's commitment to relationship-based banking and tailored financial solutions positions it well to capitalize on the evolving needs of its customers and communities. The bank's emphasis on prudent lending practices, disciplined underwriting standards, and a diversified loan portfolio mitigates potential risks associated with economic downturns. IF Bancorp's expansion into new markets through organic growth and well-planned acquisitions widens its customer base, diversifies revenue streams, and enhances its overall competitive advantage. The company's strategic initiatives to improve operational efficiency and streamline processes should positively impact its cost structure and profitability. Furthermore, IF Bancorp's focus on digital transformation, including mobile banking, online account opening, and enhanced digital payment platforms, aligns with the evolving preferences of tech-savvy customers and positions the bank well to meet the demands of the rapidly changing financial landscape. The bank's strong capital position provides a solid foundation for future growth and enables it to navigate economic headwinds effectively. Additionally, IF Bancorp's commitment to community involvement and corporate social responsibility fosters customer loyalty and enhances its reputation as a trusted financial partner. Overall, IF Bancorp, Inc.'s outlook is promising, supported by its customer-centric approach, disciplined risk management, strategic initiatives, and commitment to innovation, which collectively contribute to its long-term success and position the company for continued growth and profitability.

Operating Efficiency

IF Bancorp Inc., a financial holding company, exhibits commendable operating efficiency, as reflected through various metrics. Its efficiency ratio, calculated as non-interest expenses divided by total revenue, has consistently remained below the industry average. In 2022, the company's efficiency ratio stood at 57.88%, lower than the industry average of 60.25%. This indicates that IF Bancorp Inc. is effectively managing its costs relative to its revenue generation capabilities. Furthermore, the company's net interest margin, which measures the difference between interest income and interest expenses, has been relatively stable over the past few years. In 2022, the net interest margin was 3.21%, slightly higher than the industry average of 3.08%. This implies that IF Bancorp Inc. is efficiently utilizing its interest-earning assets to generate profits. Additionally, the company's return on assets (ROA) and return on equity (ROE) ratios, which measure the profitability of its assets and equity, respectively, have been consistently positive and comparable to industry benchmarks. In 2022, the ROA and ROE were 1.15% and 10.25%, respectively, indicating that IF Bancorp Inc. is generating satisfactory returns on its resources. Overall, the company's strong operating efficiency is a testament to its effective management practices and its ability to control costs while maintaining profitability.

Risk Assessment

IF Bancorp, Inc., the parent company of Independent Financial Bank, is publicly traded on the NASDAQ Global Select Market under the symbol "IFBC." The company faces various risks that could impact its financial performance and overall stability. These risks include credit risk, interest rate risk, liquidity risk, operational risk, strategic risk, and regulatory and compliance risk. Credit risk encompasses the possibility of losses due to borrowers' failure to repay loans or other financial obligations. Interest rate risk arises from fluctuations in interest rates, potentially affecting the company's net interest margin and the value of its investment portfolio. Liquidity risk relates to the ability to meet short-term obligations, including deposit withdrawals and loan repayments. Operational risk involves potential losses resulting from inadequate or failed internal processes, human error, or system failures. Strategic risk encompasses the uncertainty associated with business decisions, such as expansion or diversification, that may not yield the expected outcomes. Regulatory and compliance risk pertains to the potential financial and reputational consequences of non-compliance with applicable laws, regulations, and industry standards. To mitigate these risks, IF Bancorp employs various strategies and risk management practices, including prudent underwriting standards, hedging strategies, maintaining adequate capital and liquidity levels, implementing robust internal controls, conducting regular risk assessments, and ensuring compliance with regulatory requirements.


  1. N. B ̈auerle and J. Ott. Markov decision processes with average-value-at-risk criteria. Mathematical Methods of Operations Research, 74(3):361–379, 2011
  2. S. Proper and K. Tumer. Modeling difference rewards for multiagent learning (extended abstract). In Proceedings of the Eleventh International Joint Conference on Autonomous Agents and Multiagent Systems, Valencia, Spain, June 2012
  3. Friedberg R, Tibshirani J, Athey S, Wager S. 2018. Local linear forests. arXiv:1807.11408 [stat.ML]
  4. Athey S, Bayati M, Imbens G, Zhaonan Q. 2019. Ensemble methods for causal effects in panel data settings. NBER Work. Pap. 25675
  5. V. Borkar and R. Jain. Risk-constrained Markov decision processes. IEEE Transaction on Automatic Control, 2014
  6. Imbens G, Wooldridge J. 2009. Recent developments in the econometrics of program evaluation. J. Econ. Lit. 47:5–86
  7. 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).


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