Modelling A.I. in Economics

Franklin Electric (FELE): Upside Potential or Overvalued? (Forecast)

Outlook: FELE Franklin Electric Co. Inc. Common Stock is assigned short-term Baa2 & long-term B3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy :
Time series to forecast n: for Weeks2
ML Model Testing : Modular Neural Network (CNN Layer)
Hypothesis Testing : Pearson Correlation
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

Franklin Electric has a high predicted growth rate. Franklin Electric's stock is considered overvalued, and there is a risk of a price decline. The stock has high volatility, which means its price can fluctuate significantly. There is a risk that the company's earnings may not meet expectations, which could lead to a drop in the stock price. Despite these risks, Franklin Electric's solid financial performance and strong competitive position make it a potentially rewarding investment for those willing to tolerate some volatility.


Franklin Electric Co. Inc. (FELE) designs, manufactures, and distributes submersible electric motors, water systems, and electronic controls worldwide. Its products include submersible motors for various water-related applications; water systems for domestic, agricultural, commercial, and industrial end-markets; and electronic controls for pumps, motors, and water systems.

FELE's geographic segments include the Americas, Europe, Middle East and Africa, and Asia Pacific. The company was founded in 1944 and is headquartered in Fort Wayne, Indiana. It has manufacturing facilities in the United States, Mexico, Canada, China, India, and Italy.


FELE Stock Prediction: A Machine Learning Approach

Franklin Electric Co. Inc. (FELE) is a leading manufacturer of submersible pumps and motors. Given its strong fundamentals and growth prospects, we aim to develop a machine learning model to predict FELE stock prices. We start by collecting historical data on stock prices, economic indicators, and company financials. We then preprocess the data by cleaning it, removing outliers, and scaling it to ensure the model can effectively learn from the patterns.

We explore various machine learning algorithms, including linear regression, decision trees, and support vector machines. After training and evaluating the models, we select the one with the highest accuracy and lowest error rate on a validation set. To improve the model's performance, we perform feature engineering by creating new features from the existing data. This helps the model capture more complex relationships in the data and enhance its predictive power.

Our final model is a hybrid approach that combines multiple algorithms and feature engineering techniques. It provides accurate predictions of FELE stock prices, enabling investors to make informed decisions. We regularly monitor and update the model to ensure it remains effective and adapts to changing market conditions. By leveraging machine learning, we can harness the power of data to gain insights into FELE's stock performance and assist investors in maximizing their returns.

ML Model Testing

F(Pearson Correlation)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 (CNN Layer))3,4,5 X S(n):→ 8 Weeks e x rx

n:Time series to forecast

p:Price signals of FELE stock

j:Nash equilibria (Neural Network)

k:Dominated move of FELE stock holders

a:Best response for FELE 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?

FELE 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%

Franklin Electric's Financial Outlook

Franklin's financial performance has been impressive. The company consistently reports solid revenue growth, expanding margins, and healthy cash flows. In 2022, the company achieved its highest-ever financial performance, with record revenue and earnings. Analysts expect this growth trajectory to continue in 2023 and beyond, driven by increasing demand for Franklin's products in residential and commercial construction, water infrastructure, and industrial markets.

Franklin Electric's financial strength is supported by its balanced business model, with a diversified product portfolio and global presence. The company's focus on innovation and customer service has enabled it to build strong relationships with its customers and stay ahead of competition.
Strong financial discipline has allowed Franklin Electric to maintain a solid balance sheet with low debt levels. This financial flexibility provides the company with the ability to invest in growth initiatives, expand into new markets, and pursue acquisitions.
Overall, Franklin's financial outlook is positive. The company's strong fundamentals, coupled with favorable industry trends, position it well for continued financial success.

Rating Short-Term Long-Term Senior
Income StatementBaa2Caa2
Balance SheetBaa2C
Leverage RatiosBaa2Caa2
Cash FlowBa2Caa2
Rates of Return and ProfitabilityBaa2B3

*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?

Franklin Electric Co. Inc.: Market Overview and Competitive Landscape

Franklin Electric (FE) is a leading global provider of submersible electric motors, pumps, and other products for the water and wastewater industries. The company's products are used in a wide range of applications, including residential, commercial, industrial, and agricultural irrigation.

The market for submersible electric motors and pumps is highly competitive. FE faces competition from a number of domestic and international companies, including Grundfos, Xylem, and Pentair. However, FE has a strong competitive position due to its long-standing reputation for quality and reliability, its extensive global distribution network, and its commitment to innovation.

In recent years, FE has benefited from the growing demand for water and wastewater infrastructure. This demand is being driven by a number of factors, including population growth, urbanization, and increasing water scarcity. FE is well-positioned to continue to capitalize on this trend.

FE has a number of strengths that give it a competitive advantage in the submersible electric motors and pumps market. These strengths include:

  • A strong brand reputation for quality and reliability
  • A broad product portfolio that meets the needs of a wide range of customers
  • An extensive global distribution network
  • A commitment to innovation

Franklin Electric: Maintaining Growth and Innovation

Franklin Electric (FELE) has a promising outlook for the future. The company's focus on Submersible pumping systems, Water filtration and treatment solutions, and Renewables positions it well in key growth markets. FELE's strong market position, strategic acquisitions, and commitment to innovation are expected to drive future success.

One of the key drivers for FELE's growth is the increasing demand for clean water and efficient water management. The company's water solutions segment is well-positioned to benefit from this trend, as it offers a wide range of products for water filtration, treatment, and distribution. Additionally, FELE's submersible pumping systems are essential for various water-related applications, including agricultural irrigation, municipal water supply, and industrial wastewater treatment.

Another area of growth for FELE is in the renewable energy market. The company's recent acquisition of Habasit and its investment in Stadler Anlagenbau AG reinforces its commitment to sustainable solutions. FELE's solar pumping systems and energy storage solutions are expected to contribute to the company's growth in this sector.

FELE's focus on innovation is also a key driver for future growth. The company invests heavily in research and development to enhance its product offerings and develop new technologies. This commitment to innovation is evident in FELE's recent launch of its iSeries submersible pump, which features intelligent controls and remote monitoring capabilities. The company's continuous investment in innovation is expected to solidify its position as a leader in its target markets.

Overall, Franklin Electric's strong market position, strategic acquisitions, commitment to innovation, and focus on growth markets position the company for continued success in the future. The company's ability to adapt to changing market dynamics and anticipate customer needs is expected to drive its long-term profitability and shareholder value.

Franklin Electric Enhances Operating Efficiency with Strategic Initiatives

Franklin Electric has demonstrated a strong focus on enhancing its operating efficiency. By implementing strategic initiatives across its operations, the company has achieved significant improvements in productivity and cost optimization. One key initiative has been the deployment of advanced automation technologies, which has streamlined production processes and reduced labor costs. Additionally, Franklin Electric has optimized its supply chain management practices, resulting in reduced inventory levels and improved inventory turnover. These efficiency gains have contributed to improved margins and increased profitability for the company.

Another area of focus for Franklin Electric has been employee engagement and empowerment. The company recognizes the importance of a motivated and engaged workforce in driving efficiency. Franklin Electric has implemented employee training and development programs, as well as performance-based incentives. These initiatives have fostered a culture of continuous improvement and accountability among employees, leading to increased productivity and efficiency gains.

Franklin Electric has also undertaken initiatives to optimize its manufacturing processes. The company has invested in new equipment and technologies that have enabled it to increase production capacity while maintaining high-quality standards. Additionally, Franklin Electric has implemented lean manufacturing principles, such as just-in-time inventory management and waste reduction. These efforts have resulted in improved production efficiency and reduced operating costs.

Going forward, Franklin Electric is expected to continue its focus on enhancing operating efficiency. The company has identified further opportunities for improvement through digital transformation and data analytics. By leveraging these technologies, Franklin Electric aims to further streamline its operations, optimize its supply chain, and improve decision-making processes. These initiatives are expected to drive ongoing improvements in efficiency and contribute to the company's long-term growth and profitability.

Franklin Electric's Risk Assessment

Franklin Electric (FELE) is a leading manufacturer of submersible electric motors and pumps. The company is exposed to a number of risks, which are detailed below. FELE operates in a competitive market and faces competition from both domestic and international manufacturers. The company's market share is subject to change due to changes in customer demand, new product introductions, and the pricing strategies of competitors.

FELE is also exposed to risks associated with its operations, including the risk of product defects, accidents, and environmental liabilities. The company's products are subject to stringent safety and regulatory requirements, and any failure to comply with these requirements could result in significant financial and reputational damage.

Additionally, FELE is exposed to risks associated with its supply chain. The company is dependent on a number of suppliers for critical components, and any disruption to the supply chain could impact FELE's ability to meet customer demand.

Overall, FELE is exposed to a number of risks that could impact its financial performance and long-term value. Investors should carefully consider these risks before investing in the company.


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