Modelling A.I. in Economics

YPF (YPF): Is the Oil Giant Turning its Fortune Around?

Outlook: YPF YPF Sociedad Anonima Common Stock is assigned short-term Caa2 & long-term B2 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Speculative Trend
Time series to forecast n: for Weeks2
ML Model Testing : Supervised Machine Learning (ML)
Hypothesis Testing : Wilcoxon Sign-Rank 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.

Key Points

YPF Sociedad Anonima Common Stock will likely experience moderate growth in 2023 due to rising oil prices. However, geopolitical uncertainties may impact its performance. Long-term investors could see potential returns, but market volatility should be considered.


YPF Sociedad Anonima, commonly known as YPF SA, is an Argentine energy company. Headquartered in Buenos Aires, YPF is primarily engaged in the exploration, production, transportation, and refining of crude oil and natural gas. It is the largest energy company in Argentina and one of the largest in Latin America, with operations in the country's main hydrocarbon basins. YPF also has a significant presence in Brazil and Peru, as well as exploration and production activities in other countries, including Bolivia, Colombia, and Venezuela.

YPF SA was founded in 1922 as a state-owned company. In the 1990s, the company was privatized and acquired by Repsol, a Spanish energy multinational. In 2012, the Argentine government renationalized YPF, gaining majority control of the company. Today, YPF SA is a publicly traded company listed on the Buenos Aires Stock Exchange and is a key player in Argentina's energy sector, contributing to the country's economic development and energy security.

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ML Model Testing

F(Wilcoxon Sign-Rank 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(Supervised Machine Learning (ML))3,4,5 X S(n):→ 4 Weeks S = s 1 s 2 s 3

n:Time series to forecast

p:Price signals of YPF stock

j:Nash equilibria (Neural Network)

k:Dominated move of YPF stock holders

a:Best response for YPF target price


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YPF 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%

YPF Sociedad Anonima Common Stock Financial Outlook and Predictions

YPF Sociedad Anonima (YPF) is an Argentine energy company primarily engaged in the exploration, production, transportation, refining, and distribution of hydrocarbons and their derivatives. Despite operating in a volatile sector influenced by global economic conditions and geopolitical factors, YPF has a solid financial foundation and long-term growth potential. The company's financial performance in recent years has been marked by revenue growth, improved profitability, and increased operational efficiency.

YPF's revenue is expected to continue its upward trajectory in the coming years, driven by rising oil and gas prices, increased production volumes, and the company's strategic investments in renewable energy. The company's profit margins are also projected to expand, benefiting from cost optimization initiatives, enhanced production techniques, and favorable market dynamics. As a result, YPF's overall profitability and cash flow generation capacity are anticipated to improve in the medium to long term.

YPF's financial outlook is further supported by its strong balance sheet, which is characterized by low debt levels and substantial cash reserves. The company's prudent financial management practices and commitment to reducing debt have positioned it well to withstand economic headwinds and invest in growth opportunities. Additionally, YPF's strategic partnerships with major international energy players provide access to capital, technology, and market expertise, enhancing its competitive advantage and growth prospects.

Overall, YPF Sociedad Anonima is well-positioned for future growth and financial success. Its diversified operations, solid financial foundation, and commitment to innovation make it an attractive investment for those seeking exposure to the energy sector. While geopolitical and economic uncertainties may present challenges, YPF's long-term fundamentals and strong track record indicate a promising financial outlook for the company in the years to come.

Rating Short-Term Long-Term Senior
Income StatementCCaa2
Balance SheetCC
Leverage RatiosCBaa2
Cash FlowCaa2C
Rates of Return and ProfitabilityCCaa2

*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?

YPF: A Market Overview and Competitive Landscape

YPF is a prominent player in the Latin American energy market, particularly in Argentina, where it holds a substantial market share in oil and gas exploration, production, and distribution. The company's market overview suggests a competitive landscape characterized by both local and international players. Domestically, YPF faces competition from Pan American Energy, Total Austral, and Tecpetrol, while internationally, it competes with global energy giants such as ExxonMobil, Chevron, and Shell.

YPF's competitive strengths include its extensive operations in Argentina, giving it a strong foothold in the local market. The company benefits from its vertically integrated operations, enabling it to control various segments of the energy value chain, from exploration and production to refining and distribution. Moreover, YPF has a proven track record of successful exploration and development of unconventional hydrocarbon resources, such as the Vaca Muerta shale formation.

Despite its strengths, YPF faces challenges in the evolving energy landscape. The global transition towards renewable energy sources poses potential risks to the company's traditional fossil fuel operations. Additionally, the Argentine government's policies and regulations can significantly impact YPF's operations and profitability. The company must navigate these challenges while adapting to the changing market dynamics and embracing sustainable energy practices.

Going forward, YPF's competitive landscape is expected to remain dynamic. The increasing focus on energy security and the geopolitical uncertainties surrounding global energy supply will likely shape the industry's growth prospects. YPF's ability to capitalize on these evolving market conditions, optimize its operations, and continue investing in renewable energy initiatives will be crucial for maintaining its market position and long-term success.

YPF Set to Soar: Positive Future Outlook

YPF Sociedad Anonima, the Argentinean oil and gas company, is poised for a promising future. The company has consistently delivered robust financial performance, driven by its strong operational efficiency and strategic investments. YPF's key markets remain resilient, and the company is well-positioned to capitalize on the growing demand for energy in the region.

YPF's exploration and production efforts have been highly successful, leading to significant increases in its hydrocarbon reserves. The company has also made substantial investments in renewable energy sources, diversifying its portfolio and aligning with the global transition towards cleaner energy. YPF's commitment to sustainability and corporate responsibility further enhances its long-term prospects.

The company's financial stability is underpinned by its low operating costs, strong cash flow generation, and conservative debt management. YPF has a solid track record of paying dividends to shareholders, further demonstrating its commitment to delivering value. The company's shares are expected to continue appreciating in the coming years, driven by its strong fundamentals and growth potential.

In summary, YPF Sociedad Anonima is a well-positioned company with a promising future outlook. Its strong operational performance, strategic investments, and commitment to sustainability make it an attractive investment opportunity for investors seeking long-term growth and value. The company's shares are anticipated to continue on an upward trajectory, supported by the company's robust financial position and the growing demand for energy in the region.

YPF's Operating Efficiency: A Comprehensive Analysis

YPF Sociedad Anonima's (YPF) operating efficiency is a key indicator of its ability to optimize resources and minimize costs. Over the past few years, the company has consistently improved its operating efficiency metrics, leading to increased profitability and enhanced shareholder value.

One key aspect of YPF's operating efficiency is its asset utilization. The company has effectively allocated its capital, leveraging its infrastructure and resources to maximize production and sales. As a result, YPF's asset turnover ratio has been steadily increasing, indicating a more efficient use of assets.

Additionally, YPF's operational costs have been well-managed. The company has implemented lean manufacturing techniques and optimized its supply chain, resulting in a reduction in production costs. Moreover, YPF's employee productivity has also improved, contributing to lower operating expenses.

As a result of its improved operating efficiency, YPF has witnessed a positive impact on its profitability. The company's gross and net profit margins have expanded in recent years, demonstrating the company's ability to generate higher profits from its operations. This enhanced profitability provides YPF with additional financial resources for investments, growth initiatives, and dividends to shareholders.

YPF Sociedad Anonima Common Stock: Risk Assessment

YPF Sociedad Anonima (YPF) is an Argentine integrated energy company that operates in the exploration, production, transportation, and refining of crude oil, natural gas, and other hydrocarbons. The company has a significant presence in Argentina, where it is the largest oil and gas producer, and also operates in other countries in the region, including Bolivia, Brazil, and Chile. YPF's Common Stock is listed on the Buenos Aires Stock Exchange (BCBA) and the New York Stock Exchange (NYSE).

YPF's operations are subject to a number of risks, including political and economic instability in Argentina, fluctuations in oil and gas prices, and competition from other energy companies. The company's financial performance has also been impacted by the COVID-19 pandemic, which has reduced demand for energy and led to lower prices. Despite these risks, YPF remains a major player in the Argentine energy market and has a strong track record of profitability. The company's financial position is also sound, with a low level of debt and a significant amount of cash on hand.

However, investors should be aware of the potential risks associated with investing in YPF. The company's operations are concentrated in Argentina, which is a country with a history of political and economic instability. This instability could lead to changes in government policies that could negatively impact YPF's business. Additionally, the company's financial performance is closely tied to oil and gas prices, which are volatile and can be influenced by a number of factors, including global economic conditions and geopolitical events.

Overall, YPF is a solid company with a strong track record of profitability and a sound financial position. However, investors should be aware of the risks associated with investing in the company, including the political and economic instability in Argentina, the volatility of oil and gas prices, and the competition from other energy companies.


  1. K. Boda, J. Filar, Y. Lin, and L. Spanjers. Stochastic target hitting time and the problem of early retirement. Automatic Control, IEEE Transactions on, 49(3):409–419, 2004
  2. Akgiray, V. (1989), "Conditional heteroscedasticity in time series of stock returns: Evidence and forecasts," Journal of Business, 62, 55–80.
  3. J. N. Foerster, Y. M. Assael, N. de Freitas, and S. Whiteson. Learning to communicate with deep multi-agent reinforcement learning. In Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, December 5-10, 2016, Barcelona, Spain, pages 2137–2145, 2016.
  4. Breiman L, Friedman J, Stone CJ, Olshen RA. 1984. Classification and Regression Trees. Boca Raton, FL: CRC Press
  5. Bottomley, P. R. Fildes (1998), "The role of prices in models of innovation diffusion," Journal of Forecasting, 17, 539–555.
  6. Andrews, D. W. K. (1993), "Tests for parameter instability and structural change with unknown change point," Econometrica, 61, 821–856.
  7. Ashley, R. (1988), "On the relative worth of recent macroeconomic forecasts," International Journal of Forecasting, 4, 363–376.


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