Predicted Financial Situation of Companies

Study title: Economic Sentiment Survey

The purpose of the survey is to provide information on the assessments of current and forecasted economic conditions expressed by the directors of the surveyed units.

Economic Forecast

Based on scientific predictions, it is the most likely course of events or a picture of phenomena (states) and developmental processes, as well as directions of future states and developments occurring in the economy as a whole and in individual economic entities.

1. We collect data directly from official government sources, most often via an API provided by the relevant statistical office. For this purpose, we use proprietary algorithms that retrieve and aggregate all information into our database.
2. We standardize and clean the data for better analysis and readability. We remove unnecessary elements and adjust the structure to a unified format, which ensures consistency between different data sets. This enables visual interpretation of statistics as well as comparative analysis — both by humans and analytical systems (including artificial intelligence).
3. We verify the information and design an interactive chart. We aim to make the information transparent and easy to understand, so we start with a presentation of general indicators that serve as a starting point for deeper data exploration. The user can then dive into the details using interactive chart features. We do not interfere with the content or meaning of the data — our role is solely to organize and facilitate access to the information.
4. We create metadata and translate the chart into other languages. Each chart is supplemented with sources, survey details, and other information provided by the data supplier. We also use our own AI models to generate a short summary of the chart. Finally, we translate the content and publish the charts on 47 international Content Writer websites to share valuable information with the world.
5. We regularly update and expand the data. Our scripts "listen" to data providers’ websites and retrieve the latest information as soon as updates appear. We then recreate the chart summary to reflect recent changes. The update is published, and interested users are informed about the current trend.

The data is processed by Content Writer — a limited liability company based in Poland — as part of the independent WorldIndex project. The initiative’s goal is to provide free access to current public data for analyzing trends and better understanding the world.

We also offer commercial access to the WorldIndex API, which provides direct access to data via an API. This allows companies, organizations, and individual users to integrate a real-time information stream into their applications, analytical systems, or AI models.

Data provider: CSO – Department of Macroeconomic and Financial Studies.

The presented information comes from the Domain Knowledge Bases (DBW), maintained by the Polish Central Statistical Office (GUS) and made available under the CC BY 4.0 license.

The chart retrieves data in real time from the DBW API to ensure the most up-to-date and reliable information possible.

If you have detailed questions about the study, we encourage you to contact the data provider directly.