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Finally the undisputed fact is that domain experts run the daily business.
Domain expertise data science. In software engineering it means the knowledge about the environment in which the target i e. Data science aims to take data from some domain and come to high level description or model of this data that can be used practically to solve some particular challenge in that domain. Moving into data science as a career domain expertise koo ping shung. This is data science without the data scientist it doesn t require domain expertise.
The technical aspects of the roles of data scientists are extremely transferable and so adaptation of domain knowledge takes place. A lot of people who is starting out on data science do not realize that data scientist are change agents as well because of the insights that we provide changes are necessary and let s face it humans do not like change but change is necessary if the business is to. Check it to learn more. This episode talks about the importance of domain knowledge in data science.
So if data scientists succeed in providing an advanced data enabled decision machine to these business experts when they need it and where they need it then the data scientists have proved their worth. As a simple illustration have a look at these groups of words for different industries. Data scientists have and need many skills. The term domain knowledge has been in play even before data science became popular.
They are frequently either former academic researchers or software engineers with knowledge and skills in statistics programming machine learning and many other domains of mathematics and computer science. But domain expertise will help you keep your job when the robots take over. Domain expertise is the knowledge and understanding of a particular field. Empowering these engineers to apply data science methodologies will enable the rapid integration of big data and machine learning technologies into the services and operations of the broader organization ultimately establishing a significant competitive advantage when offering the products and services that customers are demanding.
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