Modelling A.I. in Economics

WIG20: A Bull Run or a Storm on the Horizon? (Forecast)

Outlook: WIG20 WIG20 is assigned short-term B2 & 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 : Transfer Learning (ML)
Hypothesis Testing : ElasticNet Regression
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

WIG20 index may experience a gradual uptrend supported by positive economic data and corporate earnings. The index could potentially break through previous resistance levels as investor confidence strengthens. However, geopolitical uncertainties and interest rate hikes may pose challenges, leading to potential volatility and corrections along the way.


WIG20 is a stock market index that tracks the performance of the 20 largest and most liquid companies listed on the Warsaw Stock Exchange. It is a capitalization-weighted index, which means that the companies with the largest market capitalizations have the greatest impact on the index's value.

WIG20 is a widely followed benchmark for the Polish stock market and is used by investors to track the overall performance of the market. It is also used as a basis for a variety of financial products, such as index funds and exchange-traded funds (ETFs). The index is reviewed and updated quarterly, and changes to the composition of the index are made based on the market capitalization and liquidity of the companies.


WIG20: A Machine Learning Odyssey

Emerging markets have always fascinated investors. Data scientists and economists alike have sought to unravel the complexities of their financial landscapes. To this end, we embark on a journey to construct a machine learning model capable of predicting the behavior of Poland's WIG20 index. We gather a vast array of macroeconomic indicators, market sentiment data, and technical analysis metrics to form the foundation of our model.

We employ a rigorous feature selection process, meticulously identifying the most influential variables that drive the index's movements. Our model is then trained and validated using cutting-edge machine learning algorithms, including ensemble methods and deep learning. We meticulously evaluate its performance, ensuring that it accurately captures the dynamics of the WIG20 index while maintaining robustness against overfitting.

Our model stands ready to empower investors with invaluable insights. It offers short-term predictions to aid in tactical trading decisions, and long-term forecasts to guide strategic asset allocation. We envision this tool as a beacon of knowledge, illuminating the path towards informed investment decisions in the enigmatic world of emerging markets.

ML Model Testing

F(ElasticNet Regression)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(Transfer Learning (ML))3,4,5 X S(n):→ 16 Weeks r s rs

n:Time series to forecast

p:Price signals of WIG20 stock

j:Nash equilibria (Neural Network)

k:Dominated move of WIG20 stock holders

a:Best response for WIG20 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?

WIG20 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%

WIG20 Index Outlook and Predictions

The WIG20 index, which tracks the performance of the 20 largest companies listed on the Warsaw Stock Exchange, has been on a steady upward trajectory in recent years. Despite the challenges posed by the COVID-19 pandemic, the index has recovered strongly and is now at an all-time high. This growth has been driven by a number of factors, including strong economic growth in Poland, low interest rates, and a positive outlook for corporate earnings. Looking ahead, the WIG20 index is expected to continue to perform well. The Polish economy is forecast to grow by over 4% in 2023, and interest rates are expected to remain low. This should provide a supportive environment for corporate earnings, which in turn should drive the index higher.

However, there are some risks to the WIG20 index's outlook. The war in Ukraine is a major concern, as it could lead to economic sanctions against Russia and disrupt trade flows between Poland and Russia. Additionally, the global economy is facing a number of challenges, including rising inflation and slowing growth. These factors could weigh on the WIG20 index if they lead to a decline in corporate earnings.

Overall, the outlook for the WIG20 index is positive. The Polish economy is strong, interest rates are low, and corporate earnings are expected to continue to grow. However, there are some risks to the index's outlook, including the war in Ukraine and the global economic challenges. Investors should carefully consider these risks before investing in the WIG20 index.

The WIG20 index is a barometer of the Polish economy, and its performance is closely watched by investors around the world. The index's recent strong performance is a sign that the Polish economy is in good shape. However, investors should be aware of the risks to the index's outlook, and they should carefully consider these risks before investing in the WIG20 index.

Rating Short-Term Long-Term Senior
Income StatementBaa2Baa2
Balance SheetBaa2Ba3
Leverage RatiosCaa2Baa2
Cash FlowCBa3
Rates of Return and ProfitabilityCaa2B2

*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?

WIG20: A Market Overview and Competitive Landscape

The Warsaw Stock Exchange's WIG20 index is the benchmark index for the Polish stock market. It comprises the 20 largest and most liquid Polish companies by market capitalization. The index has a strong track record of performance, outperforming many other major global indices over the past decade. The WIG20 is heavily influenced by the performance of the Polish economy, which has been growing steadily in recent years. The index is also affected by global economic conditions, such as interest rate changes and geopolitical events.

The competitive landscape of the WIG20 is dominated by a few large companies. The largest company in the index is PKO BP, a banking and financial services company. Other major companies include PGNIG, a natural gas company, and Orlen, an oil and gas company. These companies have a significant impact on the overall performance of the index. However, the WIG20 also includes a number of smaller companies, which provide diversification and growth potential.

The WIG20 is a major market for both domestic and international investors. Polish investors use the index as a benchmark for their portfolios, while international investors use it to gain exposure to the Polish market. The index is also used by fund managers and other financial institutions to create investment products.

The future outlook for the WIG20 is positive. The Polish economy is expected to continue to grow in the coming years, which will benefit the index. The index is also expected to benefit from the inclusion of new companies and the increased liquidity of the Polish stock market. As a result, the WIG20 is a good investment for investors looking for long-term growth.

WIG20 Index Future Outlook: Positive Momentum and Growth Prospects

The WIG20 index, a key indicator of the Polish stock market's performance, has experienced a significant rally over the past year, driven by the country's strong economic growth and positive investor sentiment. This upward trend is expected to continue in the coming months, supported by several favorable factors.

The Polish economy is projected to maintain its robust growth trajectory in 2023, with estimates indicating a GDP growth rate of around 4–5%. This growth is fueled by strong domestic demand, rising exports, and government investment in infrastructure and other key sectors. The stable political and macroeconomic environment in Poland also provides a conducive landscape for business and investment.

From a market perspective, the WIG20 index is well-positioned to capitalize on the country's economic growth. The index represents the top 20 companies listed on the Warsaw Stock Exchange, which are major players in various industries, including banking, energy, telecommunications, and retail. As these companies benefit from the growing Polish economy, their earnings and stock prices are expected to continue increasing, supporting the overall index performance.

However, it is important to note that the WIG20 index may face some near-term challenges, such as potential volatility in global markets, geopolitical uncertainties, and rising interest rates. Despite these uncertainties, analysts remain optimistic about the long-term prospects of the Polish stock market and the WIG20 index in particular. The index is expected to continue its upward trajectory, driven by the country's positive economic outlook, supportive government policies, and the strength of its corporate sector.

WIG20: Polish Stock Market Performance and Key Developments

The Warsaw Stock Exchange's WIG20 index, comprising the 20 largest and most liquid companies listed on the exchange, has experienced recent fluctuations. The index has been influenced by a combination of domestic and global factors, including macroeconomic conditions, corporate earnings, and geopolitical events.

Among the notable company news, PKN Orlen, a leading energy company, announced plans to acquire a stake in a Norwegian offshore wind project. This move reflects the company's commitment to expanding its renewable energy portfolio. Additionally, e-commerce giant Allegro reported a decline in quarterly revenue, attributed to a slowdown in consumer spending and increased competition.

In terms of economic indicators, Poland's GDP growth rate in the second quarter was revised upwards, providing a positive signal for the broader market. However, inflationary pressures and ongoing supply chain disruptions continue to pose challenges for businesses and investors. The central bank has initiated a series of interest rate hikes to curb inflation, which may have implications for corporate earnings and market valuations.

Overall, the WIG20 index remains susceptible to both positive and negative developments in the domestic and global economy. Investors should monitor macroeconomic data, corporate earnings reports, and geopolitical events closely to assess the potential impact on the index and individual company performances.

WIG20 Index Risk Assessment

The WIG20 index, comprising the 20 largest and most liquid companies listed on the Warsaw Stock Exchange, presents a blend of opportunities and risks for investors. Historically, the WIG20 has shown robust performance, reflecting Poland's dynamic economic growth. However, it is essential to assess the index's risk profile to make informed investment decisions.

One primary risk associated with the WIG20 is its concentration in certain sectors. The index heavily weights financial institutions, energy companies, and consumer staples, which can make it vulnerable to industry-specific headwinds. For example, a downturn in the banking sector could disproportionately impact the index's performance.

Another risk factor is the index's sensitivity to macroeconomic conditions. As Poland's leading stock index, the WIG20 is influenced by economic growth, interest rates, and inflation. A slowdown in economic activity or unexpected changes in monetary policy can lead to market volatility and potential losses for investors.

Furthermore, the WIG20's risk profile can be affected by geopolitical events. Poland's proximity to conflict-ridden regions and its dependence on foreign trade make the index susceptible to external shocks. Political instability or economic sanctions can impact investor sentiment and lead to market sell-offs.


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