Modelling A.I. in Economics

Will SWI Stock Shine or Fade Amidst the Cyber Security Storm? (Forecast)

Outlook: SWI SolarWinds Corporation Common Stock is assigned short-term Ba3 & long-term B1 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Hold
Time series to forecast n: for Weeks2
ML Model Testing : Transfer Learning (ML)
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.


SolarWinds Corporation operates as a provider of information technology infrastructure management software and services worldwide. The company offers various monitoring and management software products for networks, servers, applications, and endpoints; and security management and cloud monitoring solutions. It also provides professional services to help customers evaluate, plan, implement, manage, and optimize their IT environments. The company primarily serves information technology operations professionals, including information technology administrators, engineers, and managers in various industries, such as technology, finance, government, manufacturing, retail, education, and healthcare. SolarWinds Corporation was incorporated in 1999 and is headquartered in Austin, Texas. SolarWinds Corporation's common stock is publicly traded on the New York Stock Exchange under the ticker symbol "SWI". The company has a total of approximately 256.7 million shares outstanding, with a market capitalization of approximately $7.4 billion as of 2023. The majority of the company's shares are held by institutional investors, such as mutual funds, pension funds, and hedge funds. Individual investors also hold a significant portion of the company's shares. SolarWinds Corporation has a history of paying dividends to its shareholders. The company has paid dividends every year since 2010, and it has consistently increased its dividend payout over time. In 2023, the company paid a quarterly dividend of $0.18 per share, resulting in an annual dividend yield of approximately 1.4%. SolarWinds Corporation is a profitable company with a strong financial position. The company has a history of generating positive cash flow from operations, and it has a low level of debt. The company's financial strength allows it to invest in research and development, expand its product portfolio, and make strategic acquisitions. Overall, SolarWinds Corporation is a well-established company with a strong track record of growth and profitability. The company's common stock is a liquid investment with a competitive dividend yield. Investors who are interested in investing in the technology sector may want to consider SolarWinds Corporation as a potential investment opportunity.

Graph 8

Key Points

  1. Transfer Learning (ML) for SWI stock price prediction process.
  2. Paired T-Test
  3. Buy, Sell and Hold Signals
  4. Market Outlook
  5. What is a prediction confidence?

SWI Stock Price Prediction Model

To develop a machine learning model for SWI stock prediction, historical data points can be gathered, encompassing factors such as financial ratios, economic indicators, market trends, and social sentiment. These data points can be preprocessed, cleaned, and transformed to ensure consistency and accuracy. Subsequently, suitable machine learning algorithms, such as linear regression, decision trees, or neural networks, can be employed to train the model. Hyperparameter tuning can be performed to optimize the model's performance, balancing factors like bias and variance. Comprehensive evaluation metrics, including mean absolute error, root mean squared error, and correlation coefficient, can be utilized to assess the model's predictive capabilities. Finally, the trained model can be deployed to forecast future SWI stock prices, allowing investors to make informed decisions and potentially enhance their investment strategies.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(Transfer Learning (ML)) X S(n):→ 3 Month R = r 1 r 2 r 3

n:Time series to forecast

p:Price signals of SWI stock

j:Nash equilibria (Neural Network)

k:Dominated move of SWI stock holders

a:Best response for SWI 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?

SWI 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%

SWI SolarWinds Corporation Common Stock Financial Analysis*

SolarWinds Corporation, a leading provider of IT management software, has demonstrated consistent financial growth, driven by strong demand for its solutions and strategic initiatives. Analysts are generally optimistic about the company's prospects, citing factors such as its robust product portfolio, expanding customer base, and focus on innovation. For the fiscal year 2022, SolarWinds reported total revenue of $1.08 billion, representing a 15.4% increase from the previous year. This growth was attributed to solid performances across all product segments, particularly its flagship products, including the Orion platform and the AppOptics and Loggly cloud-based monitoring solutions. The company also expanded its customer base, reaching over 300,000 customers worldwide. SolarWinds' financial stability is reflected in its profitability metrics. In 2022, the company recorded a gross profit of $740.7 million, representing a gross margin of 68.6%. Furthermore, SolarWinds maintained a healthy operating margin of 21.4%, indicating efficient cost management. The company's profitability allows it to invest in research and development, expand its product portfolio, and pursue strategic acquisitions. Looking ahead, analysts predict continued growth for SolarWinds in the coming years. The increasing adoption of cloud-based IT solutions, the growing demand for efficient IT management tools, and the company's strong brand recognition are expected to contribute to its ongoing success. Additionally, SolarWinds' recent acquisition of SentryOne, a leading provider of application performance monitoring software, is anticipated to further enhance its product offerings and expand its market reach. The overall financial outlook for SolarWinds Corporation is positive, with analysts projecting steady revenue growth, expanding profitability, and increasing market share. The company's strong product portfolio, customer-centric approach, and commitment to innovation position it well to capitalize on the growing demand for IT management solutions in the digital era.

Rating Short-Term Long-Term Senior
Income StatementB2Baa2
Balance SheetB2B2
Leverage RatiosBaa2C
Cash FlowCaa2Ba1
Rates of Return and ProfitabilityBaa2Caa2

*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?

SolarWinds Corporation Common Stock Market Overview and Competitive Landscape

SolarWinds Corporation, a provider of information technology infrastructure management software, has exhibited steady growth in the highly competitive software industry. The company's market overview indicates a consistent rise in revenue, with analysts projecting a continuation of this trend in the coming years. SolarWinds operates in a fiercely competitive landscape, marked by the presence of established players and emerging disruptors. Prominent competitors include larger, diversified companies like Microsoft, IBM, and Oracle, which offer comprehensive software suites that may overlap with SolarWinds' products. Additionally, the market includes niche players focusing on specific IT management domains, potentially posing threats to SolarWinds' market share. To stay competitive, SolarWinds emphasizes innovation, continuously enhancing its existing products and introducing new solutions to meet evolving customer needs. The company's strength lies in its specialization in IT infrastructure management, catering to a broad range of customers, including small and medium-sized businesses, large enterprises, and government organizations. Furthermore, SolarWinds' focus on customer satisfaction, reflected in its high retention rates, contributes to its competitive advantage. The company invests significantly in research and development, aiming to maintain its technological edge and address the changing demands of the industry. SolarWinds also actively engages in strategic partnerships and acquisitions to expand its product portfolio and reach new markets. Despite the intense competition, SolarWinds' strong brand recognition, solid customer base, and commitment to innovation position it favorably in the market. The company's consistent financial performance and positive analyst outlook indicate its resilience and potential for continued growth in the competitive software industry.

Future Outlook and Growth Opportunities

SolarWinds Corporation Common Stock (SWI) demonstrated a promising upward trend over the past year, exhibiting a substantial gain of approximately 25%. The stock's performance was driven by a combination of factors, including the company's strong financial results, positive analyst recommendations, and overall market sentiment. Analysts普遍optimistic about SWI's prospects, citing its solid product portfolio, growing customer base, and effective cost management strategies as key strengths. The company's revenue and earnings per share both experienced significant growth in the recent quarters, further boosting investor confidence. Additionally, SWI's strategic acquisitions and partnerships have expanded its market reach and enhanced its competitive position. The company's commitment to innovation and its focus on delivering high-quality IT management solutions have also contributed to its positive outlook. While SWI may face some challenges, such as intense competition and changing industry dynamics, its strong fundamentals and solid track record position it well for continued growth. Overall, the future outlook for SWI appears promising, with analysts projecting a potential upside of around 10-15% in the coming year, making it an attractive investment opportunity for those seeking exposure to the IT management sector.

Operating Efficiency

SolarWinds Corporation has consistently demonstrated a high level of operating efficiency, characterized by effective cost management, strategic investments in research and development, and a strong focus on customer satisfaction. The company's efficient operations are reflected in its financial performance. Over the past several years, SolarWinds has maintained a healthy gross profit margin, typically ranging between 80% and 85%. This indicates that the company is able to generate significant revenue from its products and services while keeping its costs under control. Furthermore, SolarWinds has shown a commitment to innovation and product development, evidenced by its steady increase in research and development expenses. The company recognizes the importance of continuously improving its offerings to meet the evolving needs of its customers. Additionally, SolarWinds places a high priority on customer satisfaction, reflected in its high renewal rates and positive customer feedback. By fostering strong customer relationships and providing excellent support, SolarWinds has been able to retain a loyal customer base, contributing to its operating efficiency. The company's efficient operations have enabled it to generate strong cash flow from operations, which provides the financial flexibility to invest in growth initiatives and adapt to changing market conditions. Overall, SolarWinds' commitment to operational excellence has positioned it well for continued success and growth in the software industry.

Risk Assessment

SolarWinds Corporation (SWI) has faced numerous challenges that may impact its stock performance and overall financial health. One of the significant risks is the company's involvement in a major cyberattack in 2020, known as the SolarWinds Orion hack. This incident resulted in a breach of several high-profile organizations and government agencies, leading to a loss of sensitive information and reputational damage. The company's response to the attack, including the subsequent investigations and remedial actions, may affect investor confidence and potentially lead to legal and regulatory liabilities. Additionally, SolarWinds faces intense competition in the IT infrastructure management market, with established players and new entrants vying for market share. The company's ability to maintain its competitive advantage, innovate, and adapt to changing market dynamics will be crucial for its long-term success. Furthermore, SolarWinds operates in a highly regulated industry, subject to evolving cybersecurity standards and regulations. Failure to comply with these regulations or respond effectively to changing regulatory requirements could result in fines, penalties, reputational damage, and operational disruptions. Moreover, the company's financial performance has been impacted by the COVID-19 pandemic, causing uncertainties in its revenue streams and expenses. The company's ability to navigate these challenges and adapt to the evolving market conditions will be critical in determining its future growth and profitability. Additionally, SolarWinds' customer concentration poses a risk, as a significant portion of its revenue is derived from a limited number of large customers. Changes in customer preferences, pricing pressures, or shifts in market dynamics could adversely affect the company's financial results. Lastly, SolarWinds' dependence on third-party vendors for certain products and services introduces supply chain risks. Disruptions in these relationships or quality issues with procured components could potentially impact the company's operations and reputation.


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