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Which is easy data scientist or software developer? 

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Our findings show that having strong logical reasoning and hypothesis testing skills are differentiating factors in the software developer/tester performance in terms of defect rates.
This new tool makes possible the collaboration among the data scientist and the software engineer.
The former suffers from low accuracy due to incomplete data, while the latter impractically assumes that developer expertise is completely independent and irrelavant across communities.
The ability to manipulate and extract knowledge and value from this data represents a new profession called the Data Scientist: expected to be the most visible job in future years.
Lastly, our analysis suggests that the data skills of the data scientist span multiple subject areas which are further discussed.