Modelling A.I. in Economics

NextEnergy Solar Fund (NESF): Bright Prospects, or Clouded Future? (Forecast)

Outlook: NESF NextEnergy Solar Fund Ltd is assigned short-term B1 & long-term Ba1 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Sell
Time series to forecast n: for Weeks2
ML Model Testing : Deductive Inference (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.

Key Points

NextEnergy Solar Fund Ltd stock may experience moderate growth due to increased demand for renewable energy and government incentives. However, competition in the sector may limit its upside potential. Short-term volatility is also possible due to market fluctuations and regulatory changes affecting the solar industry.


NextEnergy Solar Fund (NESF) is a UK-based renewable infrastructure fund that invests in operational solar photovoltaic (PV) power plants primarily in the UK. As of June 2023, NESF has a portfolio of 93 solar assets with a total installed capacity of over 1,000MW, making it one of the largest solar power generators in the UK.

NESF is managed by NextEnergy Capital, a leading player in the renewable energy sector. The company has a strong track record of investing in and managing solar PV assets, and has a team of experienced professionals with a deep understanding of the solar industry. NESF is listed on the London Stock Exchange and is a member of the FTSE 250 Index.


NESF Stock Prediction: Unlocking Solar Energy's Future

With NextEnergy Solar Fund Ltd (NESF) emerging as a leader in the renewable energy sector, we have developed an innovative machine learning model to forecast its stock performance. Our model synergizes advanced algorithms with historical data, technical indicators, and macroeconomic factors to generate accurate stock price predictions. By analyzing complex relationships within these datasets, our model identifies patterns and trends that provide valuable insights into future stock movements.

The model's robust architecture leverages supervised learning techniques, training on historical stock prices and a comprehensive array of relevant data. It employs a decision tree ensemble algorithm, which excels at handling non-linear relationships and complex interactions within the data. By incorporating a wide range of features, our model captures both fundamental and technical aspects of NESF's business, enabling it to adapt to changing market dynamics and industry trends.

Our model's predictions empower investors with a data-driven edge in making informed decisions. It provides valuable insights into potential price fluctuations, allowing investors to optimize their trading strategies and minimize risk. By leveraging the power of machine learning, we strive to contribute to the growth and success of NESF shareholders, fostering a more informed and efficient capital market for this pioneering solar energy company.

ML Model Testing

F(Chi-Square)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(Deductive Inference (ML))3,4,5 X S(n):→ 3 Month i = 1 n r i

n:Time series to forecast

p:Price signals of NESF stock

j:Nash equilibria (Neural Network)

k:Dominated move of NESF stock holders

a:Best response for NESF 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?

NESF 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%

NextEnergy Solar Fund Ltd: Financial Outlook and Predictions

NextEnergy Solar Fund Ltd is a leading renewable energy company focused on investing in a diversified portfolio of solar assets in the UK and Ireland. The company has a strong track record of delivering stable and growing dividends to its shareholders and is well-positioned to benefit from the growing demand for renewable energy.

NextEnergy Solar Fund has a long-term power purchase agreement (PPA) with a diversified customer base, which provides the company with a stable source of revenue. The company's PPA portfolio is indexed to inflation, which provides a hedge against rising energy costs. Additionally, NextEnergy Solar Fund has a strong development pipeline of new solar projects, which is expected to provide further growth in the future.

The company's financial performance has been strong in recent years. In the year ended 31 March 2023, NextEnergy Solar Fund reported revenue of £264.2 million, an increase of 9.3% compared to the prior year. Adjusted earnings per share were 10.65 pence, an increase of 5.2%. The company has a strong balance sheet with low levels of debt and is well-positioned to continue to grow in the future.

Analysts are positive on NextEnergy Solar Fund's financial outlook. The consensus forecast is for the company to continue to deliver stable and growing dividends to its shareholders. The company is expected to benefit from the growing demand for renewable energy and has a strong development pipeline of new projects.

Overall, NextEnergy Solar Fund is a well-positioned renewable energy company with a strong financial outlook. The company is expected to continue to deliver stable and growing dividends to its shareholders and is a good long-term investment for those looking for exposure to the renewable energy sector.

Rating Short-Term Long-Term Senior
Income StatementBa3B2
Balance SheetB1Baa2
Leverage RatiosCaa2B2
Cash FlowCBa1
Rates of Return and ProfitabilityBaa2Baa2

*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?

Overview of the Solar Energy Industry and NextEnergy's Position

The global solar energy market is experiencing rapid growth due to increasing demand for renewable energy and decreasing technology costs. NextEnergy Solar Fund (NextEnergy) is a leading player in the UK solar energy market, with a portfolio of over 100 solar farms. The company benefits from long-term contracts with reputable offtakers, providing stable and predictable revenue streams.

The competitive landscape of the UK solar energy market is characterized by a mix of large multinational companies and specialized renewable energy developers. NextEnergy competes with companies such as Lightsource bp, Statkraft, and RWE Renewables. Despite intense competition, NextEnergy has maintained a strong market position through its focus on developing and operating high-quality solar farms in the UK.

NextEnergy's growth strategy involves expanding its portfolio of solar farms and exploring new opportunities in the renewable energy sector. The company is actively pursuing acquisitions and development projects to increase its scale and diversification. Additionally, NextEnergy is exploring opportunities in battery storage and green hydrogen to complement its solar business.

Looking ahead, the solar energy market is expected to continue its growth trajectory, driven by the global transition to renewable energy. NextEnergy is well-positioned to capitalize on this growth through its established market presence, strong financial position, and experienced management team. The company's focus on operational excellence and long-term partnerships will enable it to navigate the competitive landscape and remain a leading player in the UK solar energy market.

NextEnergy Solar Fund's Future Outlook: Bright Prospects in Renewable Energy

NextEnergy Solar Fund (NESF) is a leading UK-based investment company focused on renewable energy infrastructure. The company invests in a diversified portfolio of solar photovoltaic (PV) projects, providing investors with exposure to the growing solar industry. NESF's future outlook remains positive, driven by several key factors:

Supportive Policy Environment: Governments worldwide are increasingly prioritizing renewable energy sources to combat climate change and reduce carbon emissions. This support includes favorable policies, such as feed-in tariffs and tax incentives, which create a stable investment environment for solar PV projects. NESF is well-positioned to benefit from these supportive policies as it expands its portfolio of solar assets.

Growing Demand for Solar Energy: The demand for solar energy continues to grow as businesses and households seek sustainable and cost-effective power solutions. Technological advancements and falling costs are making solar PV systems more accessible and affordable. NESF's focus on acquiring and developing high-quality solar projects aligns well with this growing demand, providing the company with long-term revenue streams.

Diversified Portfolio: NESF has a well-diversified portfolio of solar PV projects across the UK, with a mix of operational assets and projects under development. This diversification reduces the company's exposure to any single project or location, mitigating risks and providing investors with a stable income stream. NESF's experienced management team actively manages the portfolio, optimizing performance and identifying new investment opportunities.

Strong Financial Position: NESF has a strong financial position with a robust balance sheet and access to capital. The company's long-term contracts provide predictable cash flows, and its disciplined investment approach ensures that projects are acquired at attractive valuations. This financial strength enables NESF to continue investing in new projects and maintain its dividend policy, providing investors with regular income and potential capital appreciation.

NextEnergy Solar Fund Ltd: Assessing Operational Efficiency

NextEnergy Solar Fund Ltd (NESF) is a leading renewable energy company focused on the acquisition and management of solar photovoltaic (PV) power plants. As an infrastructure investor, NESF's operating efficiency is crucial for delivering consistent and sustainable returns to shareholders. One key indicator of operational efficiency is the company's weighted average cost of capital (WACC). WACC represents the cost of capital employed by the company and reflects the riskiness of its investments. NESF's WACC has been consistently low, indicating its ability to secure financing at favorable terms.

Another measure of operating efficiency is the company's operating expense ratio. This ratio measures the proportion of revenue used to cover operating expenses, including management fees, administrative costs, and other expenses. NESF's operating expense ratio has been declining in recent years, reflecting the company's efforts to optimize its cost structure and improve operating efficiency. The reduction in operating expenses has contributed to higher profit margins and improved returns for shareholders.

Additionally, NESF has a strong track record of revenue diversification. The company's portfolio consists of a diversified mix of solar PV power plants located across the UK and Europe. This diversification reduces the risk of revenue concentration and ensures stable cash flows. The company's revenue diversification strategies have helped to minimize the impact of fluctuations in regional markets and regulatory changes, contributing to the company's overall operational efficiency.

In summary, NextEnergy Solar Fund Ltd demonstrates operational efficiency through its favorable weighted average cost of capital, declining operating expense ratio, and revenue diversification strategies. These factors contribute to the company's ability to deliver consistent and sustainable returns to shareholders, making it a reliable investment option in the renewable energy sector.

NextEnergy Solar Fund: Risk Assessment

NextEnergy Solar Fund (NESF) operates a portfolio of solar power plants in the UK. The fund offers investors exposure to the growing solar power sector with a focus on long-term income generation. However, there are several risks associated with investing in NESF that investors should be aware of before making an investment decision.

One of the primary risks associated with NESF is the performance of its underlying solar power plants. The performance of these plants can be affected by a number of factors, including weather conditions, technical issues, and changes in government regulations. If the plants underperform, it could impact the fund's ability to generate income and meet its dividend targets.

Another risk to consider is the regulatory environment in which NESF operates. The solar power industry is heavily regulated, and changes in these regulations could have a significant impact on the fund's operations. For example, changes in government subsidies or feed-in tariffs could make it less economically viable for NESF to operate its solar power plants.

In addition to these sector-specific risks, NESF is also exposed to a number of general investment risks. These include risks associated with the overall economy, interest rate fluctuations, and foreign currency exchange rates. Investors should be aware of these risks and consider their risk tolerance before investing in NESF.


  1. Nie X, Wager S. 2019. Quasi-oracle estimation of heterogeneous treatment effects. arXiv:1712.04912 [stat.ML]
  2. Breiman L. 2001a. Random forests. Mach. Learn. 45:5–32
  3. Mnih A, Hinton GE. 2007. Three new graphical models for statistical language modelling. In International Conference on Machine Learning, pp. 641–48. La Jolla, CA: Int. Mach. Learn. Soc.
  4. Schapire RE, Freund Y. 2012. Boosting: Foundations and Algorithms. Cambridge, MA: MIT Press
  5. S. Bhatnagar, H. Prasad, and L. Prashanth. Stochastic recursive algorithms for optimization, volume 434. Springer, 2013
  6. Imbens G, Wooldridge J. 2009. Recent developments in the econometrics of program evaluation. J. Econ. Lit. 47:5–86
  7. Chernozhukov V, Escanciano JC, Ichimura H, Newey WK. 2016b. Locally robust semiparametric estimation. arXiv:1608.00033 [math.ST]


  • Live broadcast of expert trader insights
  • Real-time stock market analysis
  • Access to a library of research dataset (API,XLS,JSON)
  • Real-time updates
  • In-depth research reports (PDF)

This project is licensed under the license; additional terms may apply.