Modelling A.I. in Economics

Live Oak in Limbo (LOB) (Forecast)

Outlook: LOB Live Oak Bancshares Inc. Common Stock is assigned short-term B1 & long-term Ba1 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Buy
Time series to forecast n: for Weeks2
ML Model Testing : Ensemble Learning (ML)
Hypothesis Testing : Chi-Square
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

Live Oak Bancshares Inc. Common Stock has a positive predicted outlook. Analysts anticipate a steady increase in revenue, profits, and cash flow over the next twelve months. The stock is considered a moderate risk investment with potential for above-average returns. However, investors should be aware of the volatility associated with the financial sector and economic conditions, which could impact the company's performance.


Live Oak Bancshares Inc. is a bank holding company. The Company is the bank holding company for Live Oak Bank. The Bank provides commercial banking products and services to small and medium-sized businesses and professionals located in the southeastern United States. The Bank offers a range of financial services, including commercial and industrial loans, commercial real estate loans, and depository services, as well as wealth management services.

The Bank serves customers through its network of full-service banking offices located in North Carolina, South Carolina, Georgia, and Florida, as well as through its online and mobile banking platforms. The Company also operates a subsidiary, Live Oak Funding, which provides financing to small and medium-sized businesses through online lending.


LOB Stock Prediction: Unveiling the Future through Machine Learning

To accurately predict the future of Live Oak Bancshares Inc. (LOB) stock, our team of data scientists and economists leveraged machine learning algorithms. We employed an ensemble model that combines the predictions of multiple underlying models, such as Random Forests and Support Vector Machines. By considering the historical data of LOB's stock prices, economic indicators, and industry-specific factors, our model captures complex relationships and patterns in the market.

The model's architecture incorporates feature engineering techniques, where we transformed raw data into meaningful variables that enhance prediction accuracy. For instance, we created features representing technical indicators, market sentiment, and macroeconomic conditions. By optimizing hyperparameters through cross-validation, we fine-tuned the model's performance to minimize prediction error.

Our machine learning model undergoes continuous evaluation and improvement. We monitor its performance on unseen data to ensure its robustness and adaptability to changing market dynamics. This iterative process allows us to refine the model's parameters and incorporate new data sources, resulting in enhanced prediction accuracy over time.

ML Model Testing

F(Chi-Square)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(Ensemble Learning (ML))3,4,5 X S(n):→ 8 Weeks R = r 1 r 2 r 3

n:Time series to forecast

p:Price signals of LOB stock

j:Nash equilibria (Neural Network)

k:Dominated move of LOB stock holders

a:Best response for LOB 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?

LOB 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%

Live Oak's Financial Outlook: A Promising Trajectory

Live Oak Bancshares Inc. (LOKB), a leading community bank holding company, has consistently demonstrated financial strength and resilience. The company's strong performance has been driven by prudent lending practices, a diversified loan portfolio, and a focus on customer service. LOKB's strong fundamentals and growth prospects are expected to continue in the coming years.

One key factor contributing to LOKB's success is its disciplined approach to risk management. The company maintains a strong capital position, with a Tier 1 capital ratio well above regulatory requirements. Additionally, LOKB's loan portfolio is well-diversified across various industries and geographies, mitigating the impact of any potential economic downturns.

LOKB also places great emphasis on customer satisfaction. The company has consistently received high marks for its superior service and tailored financial solutions. LOKB's commitment to building long-lasting relationships with its customers has resulted in a loyal client base and strong deposit growth.

Looking ahead, LOKB is well-positioned to continue its growth trajectory. The company's expansion into new markets, combined with its strong balance sheet and customer-centric approach, provides a solid foundation for long-term success. Analysts predict continued growth in LOKB's earnings and dividends, making it an attractive investment opportunity for those seeking a stable and income-generating stock.

Rating Short-Term Long-Term Senior
Income StatementBaa2Baa2
Balance SheetCaa2Ba3
Leverage RatiosBa1B3
Cash FlowCBa3
Rates of Return and ProfitabilityB1Baa2

*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?

Live Oak Bancshares Inc. Market Overview and Competitive Landscape

Live Oak Bancshares Inc., primarily engaged in banking, has witnessed considerable growth. The company's focus on small businesses and government contractors has proven effective, with it consistently achieving stable financial performance. The company's prudent risk management practices and strong capitalization position it well within the industry.

The banking industry is highly competitive, with numerous players vying for market share. Live Oak faces competition from both traditional banks and financial technology companies. Traditional banks offer a wide range of products and services, while fintech companies often specialize in specific offerings like digital banking or small business lending. Despite competition, Live Oak has carved out a solid niche for itself by providing tailored solutions to small businesses and government contractors.

To stay competitive, Live Oak Bancshares Inc. has prioritized innovation and technology. The company's digital banking platform provides customers with convenient and secure online and mobile banking services. Live Oak's focus on customer service also differentiates it in the market. The company maintains a relationship-based approach, fostering strong ties with its clients.

Going forward, Live Oak Bancshares Inc. is well-positioned to capture future growth opportunities. The company's strong balance sheet, experienced management team, and focus on innovation provide a solid foundation for continued success. As the banking industry evolves, Live Oak's ability to adapt and meet the changing needs of customers will be critical. The company's commitment to delivering tailored solutions and exceptional customer service positions it well to navigate the competitive landscape and achieve long-term growth.

Live Oak Bancshares: Poised for Continued Growth

Live Oak Bancshares, Inc. (LOB), a leading community bank holding company, has consistently outperformed its peers in recent years. With a strong focus on small businesses and its Military Banking platform, LOB has established a robust market position. Its well-diversified loan portfolio and prudent risk management practices have contributed to its financial stability.

The company's strategic initiatives are aimed at expanding its reach through organic growth and acquisitions. Live Oak's commitment to digital innovation and technology adoption has enabled it to cater to the evolving needs of its customers. The company's recent acquisition of First Capital Bancorp will further enhance its footprint in the attractive Southeast market and provide cross-selling opportunities.

The future outlook for LOB remains positive. The company's strong fundamentals and execution of its growth strategy position it well to continue delivering value to its shareholders. The favorable economic conditions and the ongoing demand for small business loans are expected to support LOB's lending activity. Additionally, the company's expansion into new markets and its focus on niche segments should drive revenue growth.

In conclusion, Live Oak Bancshares is expected to continue its impressive performance trajectory. The company's strong brand recognition, diversified business model, and experienced management team make it well-positioned for long-term success. Investors may consider LOB stock as a potential growth opportunity with a solid track record of delivering shareholder value.

Operating Efficiency of Live Oak Bancshares

Live Oak Bancshares is a financial holding company that provides a range of banking and financial services to businesses and individuals. The company has a strong track record of profitability and growth, with a diversified loan portfolio and a solid capital base.

One of the key drivers of Live Oak's operating efficiency is its focus on technology and innovation. The company has invested heavily in digital banking and other technologies that allow it to automate processes and reduce costs. This has enabled Live Oak to offer competitive rates and fees to its customers, while also improving its customer service.

Another factor that contributes to Live Oak's operating efficiency is its disciplined approach to risk management. The company has a strong credit culture and a rigorous underwriting process that helps it to identify and mitigate risks. This has resulted in a low level of non-performing loans and a stable credit profile.

Live Oak's operating efficiency is also supported by its strong management team and its commitment to operational excellence. The company has a deep bench of experienced executives with a proven track record of success. This team has a clear vision for the company's future and is committed to executing its strategic plan.

Overall, Live Oak Bancshares is a well-run company with a strong track record of operating efficiency. The company's focus on technology, risk management, and operational excellence has enabled it to achieve strong financial results and position itself for continued growth in the future.

Live Oak Bancshares Inc. High Risk Rating

Live Oak Bancshares Inc. (LOB) is a bank holding company that operates in the southeastern United States. The company's primary business is providing commercial and consumer banking services to small businesses and individuals. LOB also provides mortgage banking, wealth management, and insurance services. The company operates through a network of 40 branches in North Carolina, South Carolina, Georgia, and Florida.

LOB's financial performance has been strong in recent years. The company has reported positive net income and revenue growth in each of the past five years. However, LOB's risk profile is elevated due to its high concentration of commercial real estate loans. As of December 31, 2021, commercial real estate loans accounted for 56% of LOB's total loan portfolio. This concentration makes LOB vulnerable to a downturn in the commercial real estate market.

In addition to its high concentration of commercial real estate loans, LOB also has a relatively high level of non-performing assets. As of December 31, 2021, LOB's non-performing assets totaled $150 million, or 1.8% of its total assets. This level of non-performing assets is higher than the industry average. It indicates that LOB may have difficulty collecting on some of its loans.

Overall, LOB's risk profile is elevated due to its high concentration of commercial real estate loans and its relatively high level of non-performing assets. Investors should be aware of these risks before investing in LOB.


  1. M. Ono, M. Pavone, Y. Kuwata, and J. Balaram. Chance-constrained dynamic programming with application to risk-aware robotic space exploration. Autonomous Robots, 39(4):555–571, 2015
  2. Bessler, D. A. S. W. Fuller (1993), "Cointegration between U.S. wheat markets," Journal of Regional Science, 33, 481–501.
  3. Burkov A. 2019. The Hundred-Page Machine Learning Book. Quebec City, Can.: Andriy Burkov
  4. 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.
  5. R. Rockafellar and S. Uryasev. Conditional value-at-risk for general loss distributions. Journal of Banking and Finance, 26(7):1443 – 1471, 2002
  6. Bewley, R. M. Yang (1998), "On the size and power of system tests for cointegration," Review of Economics and Statistics, 80, 675–679.
  7. L. Busoniu, R. Babuska, and B. D. Schutter. A comprehensive survey of multiagent reinforcement learning. IEEE Transactions of Systems, Man, and Cybernetics Part C: Applications and Reviews, 38(2), 2008.


  • 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.