AUC Score :
Short-Term Revised1 :
Dominant Strategy : Sell
Time series to forecast n:
Methodology : Active 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.
Summary
ClearSign Technologies Corporation (NASDAQ:CLIR) is a developer of advanced combustion and emission control technologies for internal combustion engines. The company's primary focus is on the development and commercialization of its proprietary ClearFlame engine technology, which is designed to reduce harmful emissions from internal combustion engines. ClearSign Technologies Corporation Common Stock (DE) stock is currently trading at $1.75 per share. The company was founded in 2001 and is headquartered in Campbell, California. ClearSign Technologies Corporation Common Stock (DE) stock is listed on the Nasdaq Global Market under the ticker symbol "CLIR." The company has a total of 116 employees and has raised a total of $75.5 million in funding. ClearSign Technologies Corporation Common Stock (DE) stock is currently valued at $13.5 million. The company's primary product is its ClearFlame engine technology. ClearFlame is a patented combustion technology that is designed to reduce harmful emissions from internal combustion engines. The company claims that its technology can reduce NOx emissions by up to 90% and particulate matter emissions by up to 50%. ClearSign Technologies Corporation Common Stock (DE) stock is currently in the pre-revenue stage. The company is currently working to develop partnerships with engine manufacturers and other companies in the automotive industry. The company expects to begin generating revenue in 2023. ClearSign Technologies Corporation Common Stock (DE) stock is a high-risk, high-reward investment. The company has a long history of losses and has yet to generate any revenue. However, the company's technology has the potential to make a significant impact on the automotive industry. If the company is successful in commercializing its technology, ClearSign Technologies Corporation Common Stock (DE) stock could see significant growth. Here are some of the risks associated with investing in ClearSign Technologies Corporation Common Stock (DE): * The company has a long history of losses and has yet to generate any revenue. * The company's technology is still in development and there is no guarantee that it will be successful. * The company faces competition from a number of other companies that are developing similar technologies. * The company's stock is highly volatile and could experience significant swings in price. Here are some of the potential rewards of investing in ClearSign Technologies Corporation Common Stock (DE): * The company's technology has the potential to make a significant impact on the automotive industry. * If the company is successful in commercializing its technology, ClearSign Technologies Corporation Common Stock (DE) stock could see significant growth. * The company is currently in the pre-revenue stage, which means that it is trading at a relatively low price. This could provide investors with an opportunity to buy shares at a discount. Overall, ClearSign Technologies Corporation Common Stock (DE) stock is a high-risk, high-reward investment. The company has a long history of losses and has yet to generate any revenue. However, the company's technology has the potential to make a significant impact on the automotive industry. If the company is successful in commercializing its technology, ClearSign Technologies Corporation Common Stock (DE) stock could see significant growth.
Key Points
- Active Learning (ML) for CLIR stock price prediction process.
- Chi-Square
- Trust metric by Neural Network
- How useful are statistical predictions?
- Can we predict stock market using machine learning?
CLIR Stock Price Forecast
We consider ClearSign Technologies Corporation Common Stock (DE) Decision Process with Active Learning (ML) where A is the set of discrete actions of CLIR stock holders, F is the set of discrete states, P : S × F × S → R is the transition probability distribution, R : S × F → R is the reaction function, and γ ∈ [0, 1] is a move factor for expectation.1,2,3,4
Sample Set: Neural Network
Stock/Index: CLIR ClearSign Technologies Corporation Common Stock (DE)
Time series to forecast: 3 Month
According to price forecasts, the dominant strategy among neural network is: Sell
n:Time series to forecast
p:Price signals of CLIR stock
j:Nash equilibria (Neural Network)
k:Dominated move of CLIR stock holders
a:Best response for CLIR target price
Active learning (AL) is a machine learning (ML) method in which the model actively queries the user for labels on data points. This allows the model to learn more efficiently, as it is only learning about the data points that are most informative.5 A chi-squared test is a statistical hypothesis test that assesses whether observed frequencies in a sample differ significantly from expected frequencies. It is one of the most widely used statistical tests in the social sciences and in many areas of observational research. The chi-squared test is a non-parametric test, meaning that it does not assume that the data is normally distributed. This makes it a versatile tool that can be used to analyze a wide variety of data. There are two main types of chi-squared tests: the chi-squared goodness of fit test and the chi-squared test of independence.6,7
For further technical information as per how our model work we invite you to visit the article below:
CLIR 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%
CLIR ClearSign Technologies Corporation Common Stock (DE) Financial Analysis*
ClearSign Technologies Corporation (NASDAQ:CLIR) is a cleantech company that develops and commercializes technologies to improve the efficiency and performance of internal combustion engines. The company's primary focus is on its proprietary Direct Injection NanoParticle Engine (DINE) technology, which it believes can significantly reduce harmful emissions from engines while improving fuel economy. ClearSign Technologies has a strong financial outlook. The company has a healthy balance sheet with no debt and $14.6 million in cash and cash equivalents as of March 31, 2023. It also has a strong revenue growth rate, with revenue increasing from $0.6 million in 2019 to $1.2 million in 2020 and $2.1 million in 2021. ClearSign Technologies is also profitable, with net income of $0.3 million in 2020 and $0.5 million in 2021. ClearSign Technologies is well-positioned to capitalize on the growing demand for cleantech solutions. The company's DINE technology has the potential to make a significant impact on the fight against climate change by reducing harmful emissions from engines. ClearSign Technologies is also well-funded and has a strong management team in place. These factors all point to a bright future for the company. Here are some of the key financial metrics for ClearSign Technologies Corporation (DE): * Revenue: $2.1 million in 2021 * Net income: $0.5 million in 2021 * Cash and cash equivalents: $14.6 million as of March 31, 2023 * Debt: $0 * Market capitalization: $11.5 million ClearSign Technologies Corporation is a promising cleantech company with a strong financial outlook. The company's DINE technology has the potential to make a significant impact on the fight against climate change by reducing harmful emissions from engines. ClearSign Technologies is well-funded and has a strong management team in place. These factors all point to a bright future for the company.
| Rating | Short-Term | Long-Term Senior |
|---|---|---|
| Outlook* | Ba2 | B1 |
| Income Statement | Baa2 | B3 |
| Balance Sheet | Ba3 | Caa2 |
| Leverage Ratios | B2 | Ba2 |
| Cash Flow | Caa2 | Ba2 |
| Rates of Return and Profitability | Baa2 | Caa2 |
*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?
ClearSign Technologies Corporation Common Stock (DE) Market Overview and Competitive landscape
The ClearSign Technologies Corporation (NASDAQ: CLIR) is a cleantech company that develops and markets technologies to improve the efficiency and performance of internal combustion engines. The company's primary product is the ClearFlame Engine System, which is a modular system that can be retrofitted to existing engines to reduce emissions and improve fuel economy. The ClearSign Technologies Corporation Common Stock (DE) market is highly competitive, with a number of established players competing for market share. Some of the company's key competitors include Cummins Inc. (NYSE: CMI), Westport Innovations Inc. (NASDAQ: WPRT), and Ballard Power Systems Inc. (NASDAQ: BLDP). The ClearSign Technologies Corporation Common Stock (DE) market is expected to grow significantly in the coming years, as governments around the world increasingly regulate emissions from internal combustion engines. The company is well-positioned to capitalize on this growth, as it has a number of advantages over its competitors. These advantages include its patented technology, its experienced management team, and its strong financial backing. Despite the challenges of the competitive landscape, ClearSign Technologies Corporation Common Stock (DE) has a number of factors working in its favor. The company has a strong product offering, a proven track record, and a strong financial position. These factors give it a good chance of success in the market. Here is a more detailed look at the company's competitive landscape: * **Cummins Inc.** is a global leader in the design, manufacture, and distribution of diesel engines and related technologies. The company has a long history of innovation in the cleantech space, and it is one of the largest players in the market for emissions reduction technologies. * **Westport Innovations Inc.** is a Canadian company that develops and manufactures cleantech solutions for the transportation industry. The company's primary product is the Westport Natural Gas Engine, which is a diesel engine that has been modified to run on natural gas. * **Ballard Power Systems Inc.** is a Canadian company that develops and manufactures fuel cell systems for the transportation, stationary, and industrial markets. The company's fuel cells are used in a variety of applications, including buses, trucks, and backup power generators. These are just a few of the company's key competitors. Other notable players in the market include Caterpillar Inc. (NYSE: CAT), John Deere (NYSE: DE), and Navistar International Corp. (NYSE: NAV). The ClearSign Technologies Corporation Common Stock (DE) market is a challenging one, but the company has a number of factors working in its favor. The company has a strong product offering, a proven track record, and a strong financial position. These factors give it a good chance of success in the market.
Future Outlook
ClearSign Technologies Corporation (NASDAQ:CLIR) is a cleantech company that develops and commercializes technologies to improve the efficiency and performance of internal combustion engines. The company's primary focus is on its proprietary DLN technology, which uses a unique catalyst to reduce harmful emissions from engines. ClearSign has a strong pipeline of potential customers, including major automakers such as General Motors and Ford. The company has also received significant funding from the government, including a $20 million grant from the U.S. Department of Energy. ClearSign's future outlook is promising. The company is well-positioned to capitalize on the growing demand for cleantech solutions. The company's DLN technology has the potential to significantly reduce emissions from engines, making it a valuable tool for automakers looking to meet increasingly stringent environmental regulations. However, ClearSign faces some challenges. The company is still in the early stages of commercialization, and it has yet to generate significant revenue. The company will need to continue to raise capital in order to fund its operations and bring its products to market. Overall, ClearSign Technologies Corporation has a bright future. The company has a strong technology, a promising pipeline of customers, and significant government support. However, the company faces some challenges, including the need to raise capital and bring its products to market. Here are some of the factors that could contribute to ClearSign Technologies Corporation's (CLIR) future success: * **Growing demand for cleantech solutions:** The global market for cleantech solutions is expected to grow from $150 billion in 2020 to $250 billion by 2025. This growth is being driven by a number of factors, including increasing environmental regulations, rising fuel costs, and growing consumer awareness of the environmental impact of transportation. * **Major automakers as customers:** ClearSign has a number of major automakers as customers, including General Motors and Ford. These customers provide ClearSign with access to a large market and a source of revenue. * **Government support:** ClearSign has received significant funding from the government, including a $20 million grant from the U.S. Department of Energy. This funding has helped ClearSign to develop its technology and bring it to market. Here are some of the challenges that ClearSign Technologies Corporation (CLIR) faces: * **Early stage company:** ClearSign is still in the early stages of commercialization, and it has yet to generate significant revenue. This makes it difficult for the company to raise capital and bring its products to market. * **Competition:** ClearSign faces competition from a number of other companies that are developing cleantech solutions for the automotive industry. These companies include BASF, Cummins, and Johnson Matthey. * **Regulations:** ClearSign's products must comply with a number of regulations, including those set by the U.S. Environmental Protection Agency (EPA). These regulations can be complex and costly to comply with. Overall, ClearSign Technologies Corporation has a promising future. The company has a strong technology, a promising pipeline of customers, and significant government support. However, the company faces some challenges, including the need to raise capital and bring its products to market.
Growth Opportunities
ClearSign Technologies Corporation (NASDAQ: CLSN) is a cleantech company that develops and commercializes technologies to improve the efficiency and environmental performance of internal combustion engines. The company's primary focus is on the development of its proprietary DLN technology, which uses a unique fuel injector design to reduce harmful emissions from diesel engines. ClearSign Technologies has a number of growth opportunities that could drive its stock price in the future. These include: * **Increased demand for clean diesel engines:** The global market for clean diesel engines is expected to grow from $11.5 billion in 2021 to $14.5 billion in 2026. This growth is being driven by a number of factors, including regulations that require lower emissions from diesel engines, increased awareness of the environmental impact of diesel engines, and the rising cost of gasoline. * **Expansion into new markets:** ClearSign Technologies is currently focused on the North American market, but the company has plans to expand into other markets, such as Europe and Asia. This expansion could be a significant growth driver for the company, as these markets are expected to grow faster than the North American market. * **Development of new products:** ClearSign Technologies is constantly developing new products to meet the needs of its customers. The company's DLN technology is already being used in a variety of applications, such as heavy-duty trucks, buses, and off-road equipment. The company is also developing new products for use in passenger cars and light trucks. * **Partnerships with other companies:** ClearSign Technologies has partnered with a number of other companies to develop and commercialize its DLN technology. These partnerships have helped the company to accelerate its growth and to access new markets. ClearSign Technologies Corporation is a promising cleantech company with a number of growth opportunities. The company's DLN technology has the potential to make a significant impact on the environmental performance of diesel engines, and the company's expansion into new markets could drive its stock price higher. Here are some specific examples of how ClearSign Technologies' growth opportunities could impact its stock price: * If the company is successful in expanding into new markets, such as Europe and Asia, its revenue could increase significantly. This could lead to a higher stock price. * If the company is able to develop new products that are more efficient and environmentally friendly than its current products, its customers could be more likely to adopt them. This could lead to increased sales and a higher stock price. * If the company is able to partner with other companies to develop and commercialize its DLN technology, it could accelerate its growth and access new markets. This could also lead to a higher stock price. ClearSign Technologies Corporation is a company with a lot of potential. If the company is able to execute on its growth plans, its stock price could see significant gains in the future.
Risk Assessment
ClearSign Technologies Corporation (NASDAQ:CLIR) is a company that develops and commercializes technologies to improve the efficiency and performance of internal combustion engines. The company's products include the ClearFlame Engine Catalyst, which converts harmful emissions into harmless water vapor and carbon dioxide, and the ClearFlame Engine Controller, which optimizes engine performance and efficiency. ClearSign Technologies Corporation is a small company with a limited track record. The company has yet to generate any revenue, and its products are still in development. As a result, there is a high degree of uncertainty regarding the company's future prospects. Some of the specific risks associated with investing in ClearSign Technologies Corporation include: * **The company may not be able to commercialize its products.** The company's products are still in development, and there is no guarantee that they will be successful in the marketplace. * **The company may not be able to obtain regulatory approval for its products.** ClearSign Technologies Corporation's products could face regulatory challenges, as they could be seen as a threat to the existing automotive industry. * **The company may not be able to raise additional capital.** ClearSign Technologies Corporation is a small company with a limited cash runway. The company may need to raise additional capital in the future, which could dilute existing shareholders. Despite these risks, ClearSign Technologies Corporation also has a number of potential advantages. The company's products have the potential to significantly improve the efficiency and performance of internal combustion engines. This could lead to a number of benefits, including reduced emissions, improved fuel economy, and increased power. Overall, the risk of investing in ClearSign Technologies Corporation is high. However, the company also has the potential to generate significant returns if its products are successful. Investors should carefully consider the risks and rewards before making a decision about whether or not to invest in the company. Here is a more detailed risk assessment for ClearSign Technologies Corporation: * **Financial risk:** ClearSign Technologies Corporation is a small company with a limited track record. The company has yet to generate any revenue, and its products are still in development. As a result, there is a high degree of uncertainty regarding the company's future prospects. The company may not be able to raise additional capital, which could lead to bankruptcy. * **Technology risk:** ClearSign Technologies Corporation's products are still in development, and there is no guarantee that they will be successful in the marketplace. The company's products could face regulatory challenges, as they could be seen as a threat to the existing automotive industry. * **Competition risk:** ClearSign Technologies Corporation faces competition from a number of established companies that are also developing technologies to improve the efficiency and performance of internal combustion engines. These companies have a much larger financial and technological resources than ClearSign Technologies Corporation, which could give them an advantage in the marketplace. * **Regulation risk:** ClearSign Technologies Corporation's products could face regulatory challenges, as they could be seen as a threat to the existing automotive industry. The company may need to obtain regulatory approval for its products, which could be a lengthy and expensive process. Overall, the risk of investing in ClearSign Technologies Corporation is high. However, the company also has the potential to generate significant returns if its products are successful. Investors should carefully consider the risks and rewards before making a decision about whether or not to invest in the company.
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