Data architects: Ensure quality and consistency of present and future data flows
ANALYTICS
SKILLS
TECHNOLOGY SKILLS
Data
architects
Visualization analysts
Workflow integrators
Data engineers
Data scientists
Analytics
translators
Delivery
managers
Business leaders
BUSINESS SKILLS
Organizations need a variety of analytics talent with well-defined roles.
Data engineers: Collect, structure, and
analyze data
ANALYTICS
SKILLS
TECHNOLOGY SKILLS
Data
architects
Visualization analysts
Workflow integrators
Data engineers
Data scientists
Analytics
translators
Delivery
managers
Business leaders
BUSINESS SKILLS
Organizations need a variety of analytics talent with well-defined roles.
Data scientists: Develop statistical models
and algorithms
ANALYTICS
SKILLS
TECHNOLOGY SKILLS
Data
architects
Data engineers
Visualization analysts
Workflow integrators
Data scientists
Analytics
translators
Delivery
managers
Business leaders
BUSINESS SKILLS
Organizations need a variety of analytics talent with well-defined roles.
Visualization analysts: Visualize data and build reports and dashboards
ANALYTICS
SKILLS
TECHNOLOGY SKILLS
Data
architects
Visualization analysts
Workflow integrators
Data engineers
Data scientists
Analytics
translators
Delivery
managers
Business leaders
BUSINESS SKILLS
Organizations need a variety of analytics talent with well-defined roles.
Workflow integrators: Build interactive decision-support tools and implement solutions
ANALYTICS
SKILLS
TECHNOLOGY SKILLS
Data
architects
Visualization analysts
Workflow integrators
Data engineers
Data scientists
Analytics
translators
Delivery
managers
Business leaders
BUSINESS SKILLS
Organizations need a variety of analytics talent with well-defined roles.
Analytics translators: Ensure analytics solve critical business problems
ANALYTICS
SKILLS
TECHNOLOGY SKILLS
Data
architects
Visualization analysts
Workflow integrators
Data engineers
Data scientists
Analytics
translators
Delivery
managers
Business leaders
BUSINESS SKILLS
Organizations need a variety of analytics talent with well-defined roles.
Delivery managers: Deliver data- and analytics-driven insights and interface with end users
ANALYTICS
SKILLS
TECHNOLOGY SKILLS
Data
architects
Visualization analysts
Workflow integrators
Data engineers
Data scientists
Analytics
translators
Delivery
managers
Business leaders
BUSINESS SKILLS
Organizations need a variety of analytics talent with well-defined roles.
Business leaders: Lead analytics transformation across organization
ANALYTICS
SKILLS
TECHNOLOGY SKILLS
Data
architects
Visualization analysts
Workflow integrators
Data engineers
Data scientists
Analytics
translators
Delivery
managers
Business leaders
BUSINESS SKILLS
Organizations need a variety of analytics talent with well-defined roles.
CLICK ON EACH ROLE TO SEE
ITS RESPONSIBILITIES
ANALYTICS
SKILLS
TECHNOLOGY SKILLS
Data
architects
Visualization analysts
Workflow integrators
Data engineers
Data scientists
Analytics
translators
Delivery
managers
Business leaders
BUSINESS SKILLS
Organizations need a variety of analytics talent with well-defined roles.
Organizations need a variety of analytics talent with well-defined roles.