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Application for marketing analysis and comparison between companies on the stock.

  • Foto do escritor: José Maria Marlet
    José Maria Marlet
  • 14 de out. de 2023
  • 2 min de leitura

Atualizado: 29 de out. de 2023

This application collects marketing data from several companies, operating on stock exchanges, which may or may not be in different countries.

Based on this data, a marketing analysis is carried out, based on the following parameters:

1. Evolution of the value of long-term shares (5 years).

2. Evolution of the value of short-term shares (30 days).

3. Delivery of dividends. 4. Company size. 5. Volatility relative to the market (Beta). 6. Share price/earnings ratio. 7. Earnings per share. 8. Recommendation trends. 9. Recommendation rating.

10. Revenue growth.

11. Earnings growth.


These parameters, for the various companies under analysis, are tabulated in a rating system that allows comparison and assessment of the attractiveness of the share in terms of investment.

There is also a graphical module that allows you to trace the evolution of the action over time, as well as establish a prediction curve based on historical data.

This application was developed in Python and its libraries based on information available on Yahoo Finance (https://finance.yahoo.com), using Pycharm as an IDE.

It is interesting to note that companies can be operated in different countries. As an example, we will compare the companies Enbridge Inc., a Canadian company in the energy sector and operated on the Toronto/Canada stock exchange, and the Vale S.A. company, a Brazilian company in the mining sector and operated on the São Paulo/Brazil stock exchange.

Companies: - Enbridge Inc. (ENB.TO)

- Vale S.A. (VALE3.SA)

Comparative table between companies:


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Long-term and short-term evolution of Enbridge Inc. shares:


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Evolution of Vale S.A. shares in the long and short term:


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In these curves “y” and “Close” are the closing values of the action and “yhat” is the value predicted by the model.

Based on the comparative table and short-term graphs, the company Enbridge Inc. is more attractive than the company Vale S.A.


It is important to always emphasize that investments on stock exchanges always carry a high risk due to many other parameters that are not taken into account in this application. The author assumes no responsibility for the use of this information by third parties.

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