AUC Score :
Short-term Tactic1 :
Dominant Strategy :
Time series to forecast n:
ML Model Testing : Modular Neural Network (Market News Sentiment Analysis)
Hypothesis Testing : Ridge Regression
Surveillance : Major exchange and OTC
1Short-term revised.
2Time series is updated based on short-term trends.
Key Points
This exclusive content is only available to premium users.About STNG
STI, also known as Scorpio Tankers Inc., is a prominent player in the maritime transportation industry, specializing in the carriage of refined petroleum products. The company operates a modern fleet of vessels, including LR1, LR2, and Handymax/MR tankers, crucial for the global movement of gasoline, jet fuel, and other refined oil products. STI's business model focuses on providing essential shipping services to a diverse range of customers, including oil majors, refiners, and trading houses. The strategic positioning of its fleet allows for efficient operations across major trading routes, contributing to the vital flow of energy commodities worldwide.
STI's commitment to operational excellence and fleet efficiency underpins its market presence. The company actively manages its fleet, seeking opportunities to optimize vessel utilization and charter rates. Through strategic acquisitions and newbuild programs, STI endeavors to maintain a competitive and up-to-date fleet, capable of meeting evolving market demands. The company's core operations are fundamental to the global energy supply chain, highlighting its importance within the tanker shipping sector.
ML Model Testing
n:Time series to forecast
p:Price signals of STNG stock
j:Nash equilibria (Neural Network)
k:Dominated move of STNG stock holders
a:Best response for STNG target price
For further technical information as per how our model work we invite you to visit the article below:
How do KappaSignal algorithms actually work?
STNG 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%
| Rating | Short-Term | Long-Term Senior |
|---|---|---|
| Outlook | B3 | B1 |
| Income Statement | B1 | B3 |
| Balance Sheet | C | Ba1 |
| Leverage Ratios | B3 | Ba3 |
| Cash Flow | Caa2 | B3 |
| Rates of Return and Profitability | B1 | 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?
References
- R. Rockafellar and S. Uryasev. Conditional value-at-risk for general loss distributions. Journal of Banking and Finance, 26(7):1443 – 1471, 2002
- V. Borkar and R. Jain. Risk-constrained Markov decision processes. IEEE Transaction on Automatic Control, 2014
- D. S. Bernstein, S. Zilberstein, and N. Immerman. The complexity of decentralized control of Markov Decision Processes. In UAI '00: Proceedings of the 16th Conference in Uncertainty in Artificial Intelligence, Stanford University, Stanford, California, USA, June 30 - July 3, 2000, pages 32–37, 2000.
- Babula, R. A. (1988), "Contemporaneous correlation and modeling Canada's imports of U.S. crops," Journal of Agricultural Economics Research, 41, 33–38.
- J. Peters, S. Vijayakumar, and S. Schaal. Natural actor-critic. In Proceedings of the Sixteenth European Conference on Machine Learning, pages 280–291, 2005.
- Athey S, Imbens GW. 2017a. The econometrics of randomized experiments. In Handbook of Economic Field Experiments, Vol. 1, ed. E Duflo, A Banerjee, pp. 73–140. Amsterdam: Elsevier
- Keane MP. 2013. Panel data discrete choice models of consumer demand. In The Oxford Handbook of Panel Data, ed. BH Baltagi, pp. 54–102. Oxford, UK: Oxford Univ. Press