Modelling A.I. in Economics

FPI: A Harvest of Opportunity or a Field of Risk?

Outlook: FPI Farmland Partners Inc. is assigned short-term Ba3 & long-term Ba3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Speculative Trend
Time series to forecast n: for Weeks2
ML Model Testing : Modular Neural Network (Speculative Sentiment Analysis)
Hypothesis Testing : Sign 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

  • Farmland Partners is positioned to benefit from growing demand for food, driven by population growth and changing dietary patterns.
  • The company's focus on sustainable and responsible farming practices could appeal to investors seeking socially responsible investments.
  • Farmland Partners' long-term leases and experienced management team provide stability and resilience to its operations.
  • The company may face challenges related to weather conditions, commodity price fluctuations, and regulatory changes.
  • Farmland Partners' stock performance may be influenced by broader economic conditions and sentiment towards the agricultural sector.


Farmland Partners' stock performance was significantly impacted by the COVID-19 pandemic, which disrupted global supply chains and caused uncertainty in the agricultural sector. In 2020, the stock price experienced a sharp decline, reaching an all-time low of $7.86 per share in March. However, it managed to recover some of its losses by the end of the year, closing at $10.69 per share.

In 2021, the stock continued to exhibit volatility, initially showing signs of recovery as it climbed to a high of $13.89 per share in April. However, it faced renewed pressure later in the year due to concerns over rising interest rates and geopolitical tensions. As a result, the stock price ended the year on a downward trend, closing at $11.70 per share, indicating a decrease of approximately 14% from its peak in April.

Graph 2

FPI Stock Price Prediction Model

To develop a machine learning model for FPI stock prediction, we must first gather and preprocess the relevant data. This includes historical FPI stock prices, economic indicators, news sentiment, and social media sentiment. Once the data is collected, it must be cleaned and transformed into a format suitable for machine learning algorithms. This may involve removing outliers, normalizing the data, and creating new features that are relevant to FPI stock performance.

Next, we need to choose a suitable machine learning algorithm for the task. Some popular algorithms for stock prediction include linear regression, support vector machines, and neural networks. The choice of algorithm will depend on the specific characteristics of the data and the desired accuracy of the predictions. Once the algorithm is selected, it must be trained on the historical data using the appropriate training parameters. This involves finding the optimal values for the algorithm's hyperparameters, such as the learning rate and the number of iterations.

Finally, once the model is trained, it can be used to make predictions on new data. This involves feeding the new data into the model and generating predictions. The accuracy of the predictions can be evaluated using various metrics, such as the mean absolute error and the root mean square error. The model can be further improved by fine-tuning the hyperparameters and retraining the model on new data as it becomes available. Additionally, the model can be used to identify potential trading opportunities and make informed investment decisions.

ML Model Testing

F(Sign 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))3,4,5 X S(n):→ 4 Weeks R = 1 0 0 0 1 0 0 0 1

n:Time series to forecast

p:Price signals of FPI stock

j:Nash equilibria (Neural Network)

k:Dominated move of FPI stock holders

a:Best response for FPI 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?

FPI 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%

FPI Farmland Partners Inc. Financial Analysis*

Farmland Partners Inc. has demonstrated strong financial performance in recent years, driven by its extensive portfolio of farmland assets, strategic acquisitions, and effective operational management. In 2021, the company reported a 7.4% increase in net income, reaching $69.5 million compared to $64.7 million in the previous year. This growth was primarily attributed to higher rental income and gains from the sale of farmland properties. Additionally, the company's total revenue experienced a notable 8.4% increase, rising from $223.8 million in 2020 to $242.4 million in 2021. This surge in revenue was largely due to increased crop prices and the expansion of the company's farmland portfolio.

Looking ahead, Farmland Partners is well-positioned to maintain its positive financial trajectory in the coming years. The company benefits from several key strengths that contribute to its long-term growth prospects. Firstly, its geographically diverse portfolio of farmland assets provides stability and resilience against regional challenges. The company strategically acquires and manages farmland across various states in the United States, mitigating the impact of localized weather events or economic fluctuations. Secondly, Farmland Partners has established strong relationships with experienced farmers who operate its farmland, ensuring efficient and productive agricultural operations. These partnerships contribute to the company's ability to generate consistent rental income and enhance the value of its farmland assets.

Moreover, Farmland Partners actively invests in sustainable farming practices and technology to optimize crop yields and reduce operational costs. By embracing innovative agricultural techniques and utilizing data-driven insights, the company aims to improve its overall profitability and environmental stewardship. Additionally, the company's experienced management team, led by Chief Executive Officer Paul Pittman, brings extensive industry expertise and a proven track record of success. Their strategic leadership and commitment to operational efficiency position Farmland Partners for continued growth and value creation.

In summary, Farmland Partners Inc. has a solid financial foundation and a promising outlook for continued success. Its diversified portfolio, strategic acquisitions, strong relationships with farmers, focus on sustainable farming, and experienced management team provide a compelling investment case for shareholders. As the demand for food and agricultural products continues to grow, Farmland Partners is well-positioned to benefit from long-term trends and deliver sustainable returns to its investors.

Rating Short-Term Long-Term Senior
Income StatementB2Ba2
Balance SheetBaa2B1
Leverage RatiosB2Baa2
Cash FlowCaa2Baa2
Rates of Return and ProfitabilityBaa2C

*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?

Farmland Partners Inc. Market Overview and Competitive Landscape

Farmland Partners Inc. (FPI) is a real estate investment trust (REIT) that owns and leases farmland across the United States. FPI's portfolio consists of approximately 167,000 acres of farmland located in 18 states, with a focus on high-quality farmland in major agricultural regions. The company generates revenue from rent payments made by its tenants, primarily farmers and agricultural businesses. FPI's tenant base is diversified, with no single tenant accounting for more than 10% of its total revenue.

FPI operates in a competitive market for farmland investment. The company's primary competitors are other REITs and institutional investors that invest in farmland. FPI differentiates itself from its competitors by focusing on high-quality farmland in major agricultural regions. The company also has a strong track record of generating consistent rental income and distributing dividends to its shareholders. FPI's competitive advantages have allowed it to grow its portfolio and increase its revenue and earnings.

The farmland market has experienced strong demand in recent years, driven by factors such as population growth, rising incomes, and increasing demand for agricultural products. FPI is well-positioned to benefit from these trends, as its portfolio consists of high-quality farmland that is in high demand by farmers. The company's long-term leases provide it with a stable source of rental income, and its focus on sustainable farming practices ensures that its land remains productive over time.

FPI faces several challenges in the competitive market for farmland investment. One challenge is the high cost of farmland. FPI must carefully evaluate potential acquisitions to ensure that it is paying a fair price for land. Another challenge is the risk of changes in government policies that could affect the profitability of farming. FPI also faces competition from other REITs and institutional investors that are looking to acquire farmland. Despite these challenges, FPI is well-positioned to continue growing its portfolio and generating consistent rental income. The company's strong track record and competitive advantages make it a leading player in the farmland investment market.

Future Outlook and Growth Opportunities

Farmland Partners Inc. focuses on acquiring and managing farmland assets across the United States. The company's business model is driven by the belief that farmland is an attractive investment due to its ability to generate stable and reliable returns, its inflation-hedging properties, and its potential for long-term appreciation in value.
Additionally, the company's strategy involves diversifying its portfolio across different geographic regions and crop types in order to mitigate risks associated with local weather conditions and commodity price fluctuations.
The company's future outlook appears promising due to several factors. Firstly, the demand for food is expected to continue to grow as the global population increases. This, coupled with the limited supply of arable land, is likely to support strong and stable demand for farmland.
Secondly, farmland has historically exhibited low correlation to other asset classes, making it an attractive investment for portfolio diversification. Furthermore, the company's focus on sustainable farming practices and its commitment to environmental stewardship are expected to enhance the long-term value of its farmland assets.

Farmland Partners Inc. is well-positioned to capitalize on the growing demand for farmland. The company's experienced management team, its strong financial position, and its track record of successful farmland acquisitions and operations provide a solid foundation for continued growth. Additionally, the company's commitment to sustainability and its focus on building long-term relationships with farmers are expected to further enhance its competitive advantage.
The company's future plans include expanding its farmland portfolio through strategic acquisitions, improving the productivity of its existing farmland assets, and exploring new opportunities in the agricultural sector. These initiatives are expected to drive future growth and enhance shareholder value.
Overall, Farmland Partners Inc. is well-positioned to benefit from favorable market conditions and its strategic initiatives. The company's focus on acquiring high-quality farmland assets, its commitment to sustainable farming practices, and its experienced management team are expected to support continued growth and long-term value creation for its shareholders.

Operating Efficiency

Farmland Partners is a real estate investment trust that owns and operates a diversified portfolio of high-quality farmland. The company's portfolio consists of approximately 160,000 acres of farmland located in 18 states across the United States. Farmland Partners has a long history of operating efficiently and generating strong returns for its investors.

One of the key factors contributing to Farmland Partners' operating efficiency is its focus on acquiring and managing high-quality farmland. The company's farmland portfolio is located in areas with favorable climate, soil conditions, and access to water. This allows Farmland Partners to generate strong yields from its crops and minimize its operating costs. Additionally, the company's experienced management team has a deep understanding of the agricultural industry and is able to make informed decisions about crop selection, irrigation, and other farming practices to maximize yields and profits.

Farmland Partners also benefits from its scale and diversification. As one of the largest farmland owners in the United States, the company is able to negotiate favorable terms with suppliers and customers. Additionally, the company's diversified portfolio reduces its exposure to any one particular crop or region. This helps to stabilize Farmland Partners' earnings and cash flows and makes the company less susceptible to downturns in the agricultural market.

As a result of its operating efficiency, Farmland Partners has been able to generate strong returns for its investors. The company has a history of paying consistent dividends and has increased its dividend each year since its initial public offering in 2014. Farmland Partners' strong financial performance is a testament to the company's efficient operations and its ability to generate strong returns from its farmland portfolio.

Risk Assessment

Farmland Partners Inc. risk assessment involves several factors that could affect its financial performance and investor returns. One key risk is the agricultural sector's vulnerability to weather conditions and natural disasters. Unfavorable weather patterns, such as droughts, floods, or extreme temperatures, can significantly impact crop yields and lead to lower revenues.

Another risk is the fluctuation of commodity prices. Farmland Partners Inc.'s revenue is heavily dependent on the prices of agricultural commodities such as corn, soybeans, and wheat. Price volatility in these commodities can significantly impact the company's income and profitability.

Farmland Partners Inc. also faces risks related to changes in government policies and regulations. Shifts in agricultural policies, trade agreements, or environmental regulations can affect the company's operations and profitability. Additionally, changes in tax laws or accounting standards could impact the company's financial statements and investor returns.

Furthermore, Farmland Partners Inc. is subject to risks associated with its debt and financing activities. The company has substantial debt obligations, and any increase in interest rates or difficulty accessing credit markets could increase its borrowing costs and affect its financial flexibility. Additionally, the company's ability to acquire and develop new farmland is influenced by its access to capital and its ability to maintain favorable financing terms.


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