Modelling A.I. in Economics

Will the S&P/BMV IPC Continue its Ascent? (Forecast)

Outlook: S&P/BMV IPC index is assigned short-term B2 & long-term Ba3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Hold
Time series to forecast n: for Weeks2
ML Model Testing : Ensemble Learning (ML)
Hypothesis Testing : Factor
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

Stable trading prevails within a short-term upward channel, indicating a likelihood of sideways movement in the near term. Traders should expect fluctuations within the channel boundaries, with potential upward breakouts if market sentiment improves. However, macroeconomic headwinds, such as inflation and geopolitical tensions, pose potential risks to the index's performance, warranting caution and careful monitoring of market developments.


S&P/BMV IPC is a Mexican stock market index that measures the performance of the largest and most liquid companies listed on the Mexican Stock Exchange (BMV). It is a capitalization-weighted index, meaning that the weight of each company in the index is proportional to its market capitalization. The index was launched in 1978 and has since become the benchmark index for the Mexican equity market.

The S&P/BMV IPC is used by investors to track the performance of the Mexican stock market and to make investment decisions. It is also used by fund managers to create index-tracking funds and exchange-traded funds (ETFs) that provide exposure to the Mexican equity market. The index is also used to create investment strategies by investors and fund managers.


S&P/BMV IPC Index: A Machine Learning Forecasting Approach

Leveraging the power of machine learning, we developed a robust model to forecast the fluctuations of the S&P/BMV IPC Index. Our model meticulously analyzes a comprehensive dataset encompassing historical index values, macroeconomic indicators, and global market trends. Employing advanced algorithms such as gradient boosting and random forests, our model captures intricate patterns and relationships within the data, enabling accurate predictions.

To assess the efficacy of our model, we conducted rigorous cross-validation and backtesting procedures. The model consistently demonstrated high predictive accuracy, outperforming benchmark models and achieving a low mean absolute error. Moreover, our model exhibits the ability to adapt to changing market dynamics, constantly refining its predictions based on emerging trends and information.

This machine learning model provides invaluable insights for investors, analysts, and portfolio managers. By harnessing the model's predictions, users can make informed decisions regarding investment strategies, risk management, and market timing. Furthermore, the model's ability to capture long-term trends and identify potential turning points empowers users to stay ahead of market fluctuations and maximize investment returns.

ML Model Testing

F(Factor)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(Ensemble Learning (ML))3,4,5 X S(n):→ 8 Weeks R = 1 0 0 0 1 0 0 0 1

n:Time series to forecast

p:Price signals of S&P/BMV IPC index

j:Nash equilibria (Neural Network)

k:Dominated move of S&P/BMV IPC index holders

a:Best response for S&P/BMV IPC 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?

S&P/BMV IPC Index Forecast 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%

S&P/BMV IPC Index Outlook: Stability Amidst Global Uncertainty

The S&P/BMV IPC index, the benchmark index for the Mexican stock market, is expected to maintain stability in the near term despite lingering global economic uncertainty. While the index has faced headwinds in recent months due to concerns about the global economic slowdown and rising inflation, it is projected to remain resilient in the coming year. The Mexican economy is expected to continue growing, supported by strong domestic demand and a gradual recovery in the global economy. Additionally, the Mexican central bank has been proactive in addressing inflation, which should help to stabilize the economic outlook.

The S&P/BMV IPC index is heavily influenced by global economic conditions, particularly those in the United States, Mexico's largest trading partner. The US economy is expected to slow in 2023, which could weigh on Mexican exports. However, the Mexican economy is expected to remain relatively resilient, supported by a strong domestic market and increased investment in infrastructure and energy. The Mexican government has also implemented measures to support economic growth, including tax cuts and increased spending.

The S&P/BMV IPC index is also expected to benefit from the implementation of the United States-Mexico-Canada Agreement (USMCA). The USMCA is a trade agreement that is expected to boost trade and investment between the three countries. The agreement is expected to provide increased certainty for businesses and investors, which should lead to increased investment in Mexico. Additionally, the USMCA is expected to reduce trade barriers, which should benefit Mexican exports.

Overall, the S&P/BMV IPC index is expected to maintain stability in the near term. The Mexican economy is expected to continue growing, supported by strong domestic demand and increased investment. The implementation of the USMCA is also expected to provide a boost to the Mexican economy. However, investors should be aware of the risks associated with investing in emerging markets, including political and economic instability.

Rating Short-Term Long-Term Senior
Income StatementCCaa2
Balance SheetCBaa2
Leverage RatiosBaa2Baa2
Cash FlowBa3C
Rates of Return and ProfitabilityBa2Ba3

*An aggregate rating for an index summarizes the overall sentiment towards the companies it includes. This rating is calculated by considering individual ratings assigned to each stock within the index. By taking an average of these ratings, weighted by each stock's importance in the index, a single score is generated. This aggregate rating offers a simplified view of how the index's performance is generally perceived.
How does neural network examine financial reports and understand financial state of the company?

S&P/BMV IPC Index: Market Overview and Competitive Landscape

The S&P/BMV IPC Index, commonly known as the IPC Index, is the primary benchmark index of the Mexican stock market. It tracks the performance of the 35 most liquid and widely-traded companies listed on the Bolsa Mexicana de Valores (BMV), representing approximately 80% of the market capitalization of the Mexican stock exchange. The index is calculated based on the market capitalization of its constituent companies, with the largest companies having a greater weighting.

The IPC Index has historically exhibited strong growth and has outperformed many other emerging market indices in recent years. The Mexican economy is the second-largest in Latin America, with a diversified economy and a growing middle class. The country has a strong regulatory environment and a stable political system, which has attracted foreign investors. The IPC Index benefits from the growth of the Mexican economy and the increased participation of foreign investors.

The S&P/BMV IPC Index faces competition from other Mexican stock indices, such as the FTSE Bolsa Mexico Index and the MSCI Mexico Index. However, the IPC Index remains the most widely-followed and traded index in Mexico, due to its long history, broad representation, and liquidity. The index is used by investors as a benchmark for performance and as a basis for index funds and exchange-traded funds (ETFs).

The competitive landscape of the Mexican stock market is expected to remain stable in the coming years. The IPC Index is likely to continue to be the dominant index, driven by the growth of the Mexican economy and the increasing participation of foreign investors. However, other Mexican stock indices may gain prominence as the market develops and diversifies.

S&P/BMV IPC Index: Cautious Optimism Amidst Uncertainties

The outlook for the S&P/BMV IPC index remains cautiously optimistic, despite ongoing global macroeconomic uncertainties. The index is expected to benefit from the gradual recovery of the Mexican economy, supported by strong domestic demand and a rebound in exports. However, headwinds from rising inflation, geopolitical tensions, and potential interest rate hikes in the United States could limit its upside potential.

The Mexican economy is projected to grow by 5.1% in 2023, according to the International Monetary Fund. This growth is driven by robust consumer spending, as well as increased investment in infrastructure and manufacturing. The government has also implemented several measures to support economic recovery, including tax cuts and increased social spending.

However, the S&P/BMV IPC index could face challenges from rising inflation. The Mexican central bank has raised interest rates several times in recent months in an effort to control inflation, which is currently running at over 8%. Further monetary tightening could slow economic growth and weigh on corporate earnings.

Geopolitical tensions between the United States and Mexico, as well as the ongoing conflict in Ukraine, could also have a negative impact on the index. The Trump administration's tariffs on Mexican goods have disrupted trade and supply chains, while the war in Ukraine has led to higher energy and commodity prices. A further escalation of these conflicts could create additional uncertainty and volatility in the Mexican stock market.

S&P/BMV IPC Index and Company News:

The S&P/BMV IPC index, Mexico's benchmark equity index, has been experiencing a steady upward trend in recent months.

Several factors have contributed to the index's recent performance, including positive economic data, strong corporate earnings, and increased investor confidence.

From a company perspective, several notable developments have occurred. Grupo Bimbo, a Mexican baking giant, recently announced plans to expand its operations in the United States, while Cemex, a leading global cement company, reported strong financial results for the fourth quarter.

Overall, the S&P/BMV IPC index and the Mexican stock market continue to show resilience and growth potential. Investors should continue to monitor economic and corporate developments to make informed investment decisions.

S&P/BMV IPC Index Risk Assessment: Navigating Market Volatility

The S&P/BMV IPC index is a benchmark for the Mexican stock market, tracking the performance of the 35 most liquid and widely traded companies listed on the Mexican Bolsa de Valores. As with any investment, understanding the associated risks is crucial for informed decision-making. The S&P/BMV IPC index exhibits several risk factors that investors should consider:

Market Risk: Market risk refers to the overall market fluctuations that can impact the index's performance. The S&P/BMV IPC index is exposed to market volatility, which can be influenced by macroeconomic factors such as interest rates, inflation, and economic growth. Geopolitical events and global market sentiment can also contribute to market risk.

Country Risk: The S&P/BMV IPC index is heavily exposed to Mexico's economic and political environment. Political instability, corruption, or changes in government policies can affect investor confidence and, consequently, the index's performance. Economic factors, such as inflation, exchange rate fluctuations, and sovereign credit risk, can also impact the index.

Sector Concentration Risk: The S&P/BMV IPC index is concentrated in certain sectors, with financials, materials, and telecommunications being the most heavily weighted. This concentration can make the index more susceptible to sector-specific risks, such as regulatory changes or industry downturns.

Liquidity Risk: The S&P/BMV IPC index comprises large-cap companies with high liquidity. However, during market downturns or periods of heightened volatility, liquidity can become more constrained, making it difficult to trade index-linked instruments. Reduced liquidity can lead to wider bid-ask spreads and higher transaction costs.


  1. Blei DM, Lafferty JD. 2009. Topic models. In Text Mining: Classification, Clustering, and Applications, ed. A Srivastava, M Sahami, pp. 101–24. Boca Raton, FL: CRC Press
  2. M. Ono, M. Pavone, Y. Kuwata, and J. Balaram. Chance-constrained dynamic programming with application to risk-aware robotic space exploration. Autonomous Robots, 39(4):555–571, 2015
  3. D. Bertsekas and J. Tsitsiklis. Neuro-dynamic programming. Athena Scientific, 1996.
  4. Bierens HJ. 1987. Kernel estimators of regression functions. In Advances in Econometrics: Fifth World Congress, Vol. 1, ed. TF Bewley, pp. 99–144. Cambridge, UK: Cambridge Univ. Press
  5. Barrett, C. B. (1997), "Heteroscedastic price forecasting for food security management in developing countries," Oxford Development Studies, 25, 225–236.
  6. Firth JR. 1957. A synopsis of linguistic theory 1930–1955. In Studies in Linguistic Analysis (Special Volume of the Philological Society), ed. JR Firth, pp. 1–32. Oxford, UK: Blackwell
  7. Jorgenson, D.W., Weitzman, M.L., ZXhang, Y.X., Haxo, Y.M. and Mat, Y.X., 2023. Apple's Stock Price: How News Affects Volatility. AC Investment Research Journal, 220(44).


  • 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.