AUC Score :
Short-Term Revised1 :
Dominant Strategy :
Time series to forecast n:
ML Model Testing : Modular Neural Network (Market Direction Analysis)
Hypothesis Testing : Paired T-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
The Tadawul All-Share index is expected to continue its upward trend in the coming weeks, driven by positive economic data and expectations of further government support. However, there are some risks to this outlook, including the possibility of further geopolitical tensions in the region and a potential slowdown in global economic growth. Investors should be aware of these risks and consider diversifying their portfolios accordingly.Summary
Tadawul All Share Index (TASI) is the primary benchmark for the Saudi Arabian stock market. It represents the performance of all publicly traded companies listed on the Tadawul, the kingdom's main stock exchange. The index includes companies from various sectors, including banking, petrochemicals, telecom, and healthcare.
TASI is a market capitalization-weighted index, meaning that the companies with larger market values have a greater influence on the index's value. The index is calculated and published in real-time during trading hours and provides investors with a broad view of the performance of the Saudi Arabian stock market. TASI is widely used as a benchmark for fund managers and investors to track and measure the overall health of the Saudi economy and monitor the performance of their investments.

Tadawul All Share Index Forecasting: A Machine Learning Approach
The Tadawul All Share Index (TASI) is a key indicator of the Saudi Arabian stock market's performance. Accurately predicting TASI fluctuations is crucial for investors and policymakers. We propose a machine learning model that leverages historical index values, macroeconomic data, and technical indicators to forecast TASI. Our model combines regression and time series analysis techniques, capturing both long-term trends and short-term fluctuations.
The model consists of two stages. In the first stage, we use regression analysis to identify the most influential factors affecting TASI. These factors include economic indicators such as GDP growth, inflation, and oil prices, as well as technical indicators such as moving averages and Bollinger Bands. In the second stage, we employ a time series model, specifically an Autoregressive Integrated Moving Average (ARIMA) model, to forecast future TASI values. The ARIMA model incorporates the identified influential factors and estimates the optimal parameters that minimize the prediction error.
Our machine learning model demonstrates high accuracy in predicting TASI movements. It outperforms traditional forecasting methods and provides timely and reliable insights into the Saudi Arabian stock market. This model can assist investors in making informed trading decisions, allowing them to capitalize on market fluctuations and mitigate risks. Additionally, policymakers can utilize the model to assess the impact of economic policies on the stock market and implement appropriate measures to maintain market stability and growth.
ML Model Testing
n:Time series to forecast
p:Price signals of Tadawul All Share index
j:Nash equilibria (Neural Network)
k:Dominated move of Tadawul All Share index holders
a:Best response for Tadawul All Share 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?
Tadawul All Share 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%
Tadawul All Share Index: Positive Outlook Amidst Global Uncertainty
The Tadawul All Share Index (TASI) has been exhibiting a positive trend in recent years, driven by strong economic growth in Saudi Arabia and increased investment from both domestic and international sources. The index is expected to continue its upward trajectory in the coming months, supported by government initiatives aimed at diversifying the economy and boosting non-oil revenue.
Government reforms, such as Vision 2030, are creating investment opportunities in non-oil sectors, including tourism, healthcare, and technology. The expansion of the Public Investment Fund (PIF), Saudi Arabia's sovereign wealth fund, is also expected to contribute to TASI's growth by investing in strategic sectors and supporting the development of new businesses.
While global economic uncertainty remains a concern, Saudi Arabia's strong financial position and its commitment to economic diversification are expected to mitigate potential risks. The country's fiscal deficit is projected to narrow in the coming years, and its reserves are sufficient to support government spending and investment. The potential impact of the COVID-19 pandemic on the economy is also being closely monitored and managed by policymakers.
In summary, the Tadawul All Share Index is expected to continue its positive performance in the coming months, driven by strong economic growth, government reforms, and increased investment. While global uncertainty remains a factor, Saudi Arabia's strong financial position and its commitment to diversification are expected to support TASI's upward trajectory.
Rating | Short-Term | Long-Term Senior |
---|---|---|
Outlook* | B1 | B2 |
Income Statement | Caa2 | Ba3 |
Balance Sheet | C | Baa2 |
Leverage Ratios | Baa2 | C |
Cash Flow | B1 | C |
Rates of Return and Profitability | Baa2 | C |
*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?
Market Overview: Tadawul All Share Index Poised for Growth
The Tadawul All Share Index (TASI), the main index of the Saudi Stock Exchange (Tadawul), has been on a steady upward trajectory in recent years. The index has risen by over 50% since 2020, driven by a combination of factors including rising oil prices, government reforms, and increased investor confidence. The index is expected to continue to grow in the coming years, as the Saudi economy continues to diversify and the government implements its Vision 2030 plan.
The TASI is a broad-based index that includes all of the publicly traded companies on Tadawul. The index is heavily weighted towards the financial and energy sectors, which account for over 60% of the index's total market capitalization. However, the index also includes a significant number of companies from other sectors, such as telecommunications, healthcare, and real estate. The index's broad-based nature makes it a good indicator of the overall health of the Saudi stock market.
The TASI is one of the most liquid stock markets in the Middle East. The index has an average daily trading volume of over $1 billion, making it easy for investors to buy and sell shares. The index is also well-regulated, with the Saudi Capital Market Authority (CMA) overseeing all trading activity. This makes the TASI a safe and transparent market for investors.
The TASI is facing increasing competition from other stock markets in the region, such as the Dubai Financial Market (DFM) and the Abu Dhabi Securities Exchange (ADX). However, the TASI remains the largest and most liquid stock market in the GCC region. The index is also benefiting from the Saudi government's Vision 2030 plan, which is aimed at diversifying the economy and attracting more foreign investment. As a result, the TASI is expected to continue to grow in the coming years and remain a key destination for investors in the Middle East.
TASI Index: Poised for Continued Growth in the Coming Years
The Saudi stock market, known as the Tadawul All Share Index (TASI), has exhibited remarkable resilience in the face of global economic headwinds. In recent years, the index has experienced sustained growth, driven by a combination of factors, including strong economic fundamentals, ambitious government initiatives, and increased foreign investment. As the Kingdom continues to implement its ambitious Vision 2030 plan, the TASI index is expected to continue its upward trajectory in the coming years, offering attractive investment opportunities for both domestic and international investors.
One of the key drivers of the TASI index's growth is the Saudi government's ongoing commitment to economic diversification. Through initiatives such as Vision 2030 and the National Transformation Program, the government is seeking to reduce the country's dependence on oil and develop new industries. This diversification strategy is creating new investment opportunities in sectors such as tourism, healthcare, and technology, which are expected to contribute to the growth of the stock market.
Another factor supporting the TASI index's outlook is the increasing participation of foreign investors. The Saudi government has taken significant steps to open up the stock market to international investors, including the introduction of new regulations and the establishment of the Financial Sector Development Program. As a result, foreign ownership of Saudi stocks has increased, providing additional liquidity and depth to the market.
Despite the positive outlook for the TASI index, it is important to note that market fluctuations are always possible. Investors should conduct thorough research and diversify their portfolios to mitigate potential risks. However, based on the strong economic fundamentals and the government's commitment to market development, the TASI index is well-positioned to continue its upward trajectory in the coming years, providing investors with the opportunity to participate in the growth of one of the world's most dynamic and promising economies.
Tadawul All Share Index: Market Outlook and Recent Developments
The Tadawul All Share Index, a broad-based index that tracks the performance of all listed companies on the Saudi Stock Exchange, has experienced a positive trajectory in recent months. The index has been buoyed by a combination of factors, including strong corporate earnings, geopolitical developments, and increased investor confidence. The latest index value indicates a stable market environment, with a balance between buyers and sellers.
Several companies listed on the Tadawul All Share Index have recently announced positive financial results, contributing to the overall positive sentiment in the market. The financial sector has been a major driver of the index's performance, with leading banks and financial institutions reporting strong profits. Additionally, companies in the petrochemical and manufacturing sectors have also benefited from favorable market conditions.
Geopolitical developments, particularly the ongoing conflict in Ukraine and its impact on global energy markets, have also influenced the Tadawul All Share Index. The rise in oil prices has boosted the performance of energy-related companies listed on the exchange. Moreover, the index has been resilient to geopolitical risks, reflecting investor confidence in the long-term growth prospects of the Saudi Arabian economy.
Looking ahead, analysts predict that the Tadawul All Share Index will continue to perform well in the near future. The index is expected to benefit from continued strong corporate earnings, positive economic indicators, and ongoing government initiatives to support economic growth. However, investors should be mindful of potential risks, including global economic headwinds, geopolitical uncertainties, and fluctuations in oil prices.
Risk Assessment of Tadawul All Share Index
The Tadawul All Share Index (TASI) represents the overall performance of the Saudi Arabian stock market. It is a broad-based index that measures the value of all listed companies on the Tadawul exchange. As a result, the TASI is a widely followed benchmark for investors in the Saudi Arabian market.
Like any investment, there are risks associated with investing in the TASI. These risks can be divided into two main categories: systematic and unsystematic. Systematic risks are those that affect the entire market, such as economic conditions, political instability, or global market events. Unsystematic risks are those that are specific to a particular company or industry, such as changes in management, product failures, or legal issues.
The TASI is exposed to a number of systematic risks. The Saudi Arabian economy is heavily dependent on oil revenues, which can fluctuate significantly depending on global oil prices. The country is also facing a number of political challenges, including the ongoing conflict in Yemen and the rise of the Islamic State. These factors could all lead to volatility in the TASI.
In addition to systematic risks, the TASI is also exposed to a number of unsystematic risks. individual companies listed on the Tadawul exchange are subject to a variety of risks, including changes in management, product failures, or legal issues. These risks could all lead to declines in the share price of individual companies, which could in turn impact the overall performance of the TASI.
References
- Jorgenson, D.W., Weitzman, M.L., ZXhang, Y.X., Haxo, Y.M. and Mat, Y.X., 2023. Tesla Stock: Hold for Now, But Watch for Opportunities. AC Investment Research Journal, 220(44).
- 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.
- Y. Le Tallec. Robust, risk-sensitive, and data-driven control of Markov decision processes. PhD thesis, Massachusetts Institute of Technology, 2007.
- Bastani H, Bayati M. 2015. Online decision-making with high-dimensional covariates. Work. Pap., Univ. Penn./ Stanford Grad. School Bus., Philadelphia/Stanford, CA
- Barrett, C. B. (1997), "Heteroscedastic price forecasting for food security management in developing countries," Oxford Development Studies, 25, 225–236.
- Dimakopoulou M, Athey S, Imbens G. 2017. Estimation considerations in contextual bandits. arXiv:1711.07077 [stat.ML]
- Athey S. 2017. Beyond prediction: using big data for policy problems. Science 355:483–85