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TASK
Data Scientists
ID
work_computer_mathematical/data_scientists
Type
TASK
Children
16
Child Nodes (16)
ATOMIC
Analyze, manipulate, or process large sets of data using statistical software.
ATOMIC
Apply feature selection algorithms to models predicting outcomes of interest, such as sales, attrition, and healthcare use.
ATOMIC
Apply sampling techniques to determine groups to be surveyed or use complete enumeration methods.
ATOMIC
Clean and manipulate raw data using statistical software.
ATOMIC
Compare models using statistical performance metrics, such as loss functions or proportion of explained variance.
ATOMIC
Create graphs, charts, or other visualizations to convey the results of data analysis using specialized software.
ATOMIC
Deliver oral or written presentations of the results of mathematical modeling and data analysis to management or other end users.
ATOMIC
Design surveys, opinion polls, or other instruments to collect data.
ATOMIC
Identify business problems or management objectives that can be addressed through data analysis.
ATOMIC
Identify relationships and trends or any factors that could affect the results of research.
ATOMIC
Identify solutions to business problems, such as budgeting, staffing, and marketing decisions, using the results of data analysis.
ATOMIC
Propose solutions in engineering, the sciences, and other fields using mathematical theories and techniques.
ATOMIC
Read scientific articles, conference papers, or other sources of research to identify emerging analytic trends and technologies.
ATOMIC
Recommend data-driven solutions to key stakeholders.
ATOMIC
Test, validate, and reformulate models to ensure accurate prediction of outcomes of interest.
ATOMIC