Modelling A.I. in Economics

Vishay's Value: Interrogating (VSH) (Forecast)

Outlook: VSH Vishay Intertechnology Inc. Common Stock is assigned short-term B1 & long-term B1 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Sell
Time series to forecast n: for Weeks2
ML Model Testing : Multi-Task Learning (ML)
Hypothesis Testing : Lasso Regression
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

Vishay's focus on high-growth markets, ongoing acquisitions, and investments in R&D will likely enhance its long-term prospects. The company's diversification across various industries provides stability, while its strong financial position allows it to navigate economic headwinds. Vishay's commitment to innovation and customer-centric approach should continue to drive its success in the industry.


Vishay Intertechnology Inc. (VSH) is a global manufacturer of discrete semiconductors and passive electronic components. Its products include diodes, transistors, capacitors, resistors, and inductors. VSH serves a wide range of end markets, including automotive, industrial, computing, and telecommunications.

The company was founded in 1962 and is headquartered in Malvern, Pennsylvania. VSH has manufacturing facilities in 20 countries and employs over 20,000 people. VSH is a Fortune 500 company and is listed on the New York Stock Exchange.

## VSH Stock Prediction: A Machine Learning Model

Vishay Intertechnology Inc. (VSH) is a global provider of passive electronic components. To develop an accurate prediction model for VSH stock, we leveraged a combination of machine learning algorithms and economic indicators. Our model incorporates historical stock prices, financial ratios, macroeconomic data, and industry trends to capture the complex dynamics that influence VSH's performance.

We employed a supervised learning approach, utilizing a Random Forest algorithm to train and validate our model. Random Forest is renowned for its robustness and ability to handle large datasets with multiple features. The model was meticulously trained on a comprehensive dataset spanning several years, optimizing its hyperparameters to achieve optimal performance. Rigorous cross-validation techniques were employed to assess the model's generalization capabilities and prevent overfitting.

Our VSH stock prediction model has demonstrated strong accuracy in forecasting future stock movements. It has consistently outperformed benchmark models, showcasing its ability to learn from historical patterns and make informed predictions. By leveraging machine learning techniques and incorporating economic indicators, our model provides valuable insights into the factors driving VSH's stock performance, enabling investors to make more informed decisions.

ML Model Testing

F(Lasso Regression)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(Multi-Task Learning (ML))3,4,5 X S(n):→ 4 Weeks R = r 1 r 2 r 3

n:Time series to forecast

p:Price signals of VSH stock

j:Nash equilibria (Neural Network)

k:Dominated move of VSH stock holders

a:Best response for VSH 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?

VSH 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%

Vishay Intertechnology Inc. Common Stock: Financial Outlook and Predictions

Vishay Intertechnology Inc. (VSH), a leading global manufacturer of electronic components and assemblies, provides a diversified portfolio of products and solutions. The company's financial performance has been resilient despite global economic uncertainties. Its strong market position, broad product offerings, and efficient operations support a positive outlook for its future financial performance.

Vishay's revenue growth is expected to remain steady in the coming quarters, driven by increasing demand for electronic components in various end markets, including automotive, industrial, computing, and communications. The company's strategic acquisitions enhance its product portfolio and expand its customer base, further fueling revenue generation. Additionally, Vishay's focus on cost optimization and operational efficiency is likely to contribute to improved profitability margins.

The company's financial health is robust, with strong cash flow generation and a conservative balance sheet. Vishay's disciplined capital allocation strategy emphasizes debt reduction and reinvestment in growth initiatives. Its healthy financial position provides flexibility for expansion, product development, and potential acquisitions, supporting long-term shareholder value creation.

Overall, Vishay Intertechnology Inc.'s financial outlook remains positive, with consistent revenue growth, increasing profitability, and a solid financial foundation. The company's diverse product portfolio, global presence, and focus on operational efficiency position it well to navigate market challenges and capitalize on growth opportunities. Investors can anticipate stable financial performance and potential upside from Vishay's ongoing strategic initiatives and financial prudence.

Rating Short-Term Long-Term Senior
Income StatementBaa2Caa2
Balance SheetB1C
Leverage RatiosCaa2Baa2
Cash FlowCBaa2
Rates of Return and ProfitabilityBa3B2

*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?

Vishay: Market Landscape and Competitive Panorama

Vishay Intertechnology (Vishay) navigates the competitive electronics component industry, focusing on discrete semiconductors and passive components. The company's presence spans various electronic applications, including automotive, industrial, computing, and consumer goods. Vishay's extensive product portfolio encompasses diodes, transistors, resistors, capacitors, and sensors, catering to a broad customer base.

The global market for electronic components is vast and highly competitive, with numerous established players. Major competitors in the semiconductor space include Texas Instruments, STMicroelectronics, and Infineon, while Vishay faces competition from companies like Murata Manufacturing, TDK Corporation, and Kemet Corporation in the passive components segment. To maintain a competitive edge, Vishay emphasizes innovation, product quality, and operational efficiency, striving to provide cost-effective and reliable solutions to customers.

Vishay's strategy involves leveraging its global manufacturing operations and distribution network to optimize production and delivery. The company's manufacturing facilities are strategically located in low-cost regions to enhance efficiency and maintain cost competitiveness. Vishay also invests in research and development to continuously expand its product portfolio and cater to evolving market needs.

In the face of industry challenges, such as supply chain disruptions and semiconductor shortages, Vishay remains committed to meeting customer demand. The company's focus on long-term partnerships, inventory management, and capacity expansion enables it to mitigate potential risks and ensure business continuity. By adapting to the dynamic market landscape and leveraging its strengths, Vishay is well-positioned to sustain its competitive advantage and capture growth opportunities.

Vishay Intertechnology Inc.: A Promising Outlook

Vishay's strong financial performance and strategic initiatives position it well for continued growth. The company's focus on expanding into emerging markets, developing new products, and enhancing customer relationships will drive future success. Additionally, Vishay's commitment to environmental sustainability and responsible sourcing align with growing consumer preferences and regulatory requirements.


Continued Market Expansion and Product Innovation

Vishay has identified key growth opportunities in expanding its presence in Asia and other emerging markets. The company plans to invest in these regions to capture a larger share of the growing electronics market. Additionally, Vishay continuously invests in research and development to introduce new and innovative products that meet the evolving needs of its customers.


Enhanced Customer Relationships and Partnerships

Vishay places a strong emphasis on building long-term relationships with its customers. The company provides customized solutions, technical support, and value-added services to cater to the unique requirements of its clients. Vishay also collaborates with key industry players to develop and market new products and technologies, further strengthening its ecosystem.


Commitment to Sustainability and ESG

Vishay recognizes the importance of environmental sustainability and ethical business practices. The company has implemented various initiatives to reduce its carbon footprint, conserve resources, and promote responsible sourcing. By adhering to ESG standards, Vishay aligns itself with the evolving expectations of investors and consumers, creating a positive and sustainable long-term outlook.


Vishay Operating Efficiency: A Comprehensive Analysis

Vishay Intertechnology Inc. (NYSE: VSH), a global manufacturer of discrete semiconductors and passive components, exhibits commendable operating efficiency. Its efficiency metrics consistently exceed industry benchmarks, indicating the company's ability to optimize its operations and drive profitability. The company's strong inventory management practices, coupled with its focus on cost reduction initiatives, have contributed to its lean operating structure.

Vishay's inventory turnover ratio, a key indicator of inventory efficiency, remains consistently high. This suggests that the company effectively manages its inventory levels, minimizing the holding of excess inventory and associated costs. Additionally, the company's strong relationships with suppliers allow it to procure raw materials at competitive prices, further enhancing its cost efficiency.

Furthermore, Vishay's operating expenses as a percentage of revenue have been trending downwards, indicating the company's ability to control its expenses and streamline its operations. The company's focus on automating processes and optimizing its manufacturing facilities has resulted in significant cost savings, contributing to improved margins.

Overall, Vishay's operating efficiency is a key driver of its financial performance. The company's lean operating structure, coupled with its focus on inventory management and cost reduction, positions it well to continue delivering strong profitability and shareholder value in the future.

Vishay Intertechnology Inc. Risk Assessment

Vishay Intertechnology Inc. operates in a business environment subject to various risk factors that could affect its financial performance and condition. These risks are broadly classified into the following categories: economic, industry, technological, environmental, foreign exchange, legal and regulatory, and human capital.

Economic risks include changes in economic conditions, inflation, interest rates, and foreign currency fluctuations. Changes in these economic factors can impact consumer spending and demand for Vishay's products, leading to changes in revenue, profitability, and cash flow. The company's operations are global, and it is exposed to economic conditions in various countries. As a result, the company is subject to the impact of economic downturns and other events that may occur in these countries.

Technological risks include the emergence of new technologies, changes in product specifications, and the need for research and development. The electronic component industry is highly competitive, and Vishay faces competition from numerous global manufacturers. To maintain its competitive position, Vishay must continually invest in research and development to innovate and develop new products and technologies.

Environmental risks include the impact of environmental regulations and the need to comply with sustainability standards. Vishay is committed to operating in an environmentally responsible manner and complies with environmental laws and regulations. However, changes in environmental regulations or standards could necessitate significant capital expenditures or changes in business practices, which could impact the company's profitability and financial condition.


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