Society expects scientists to follow ethical practices and meet many ethical standards, an example of these ethical standards is analyze data that was truly observed, and not data that was expected or desired.
A data scientist has to always maintain transparency between the two parties- the client and themselves. Professionals should always keep the clients well informed about the different ways the project is being carried out, which means that the data scientist must keep the clients updated about things like for what the data is being used, where is it being used, and how it is being used.
In the scientific method, researchers or scientists are expected to make fair and just assessments and analysis the data.
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