Slide 52
Slide 52 text
Hiring for an end-to-end decision-focused data organization
Full-Stack Data Team Roles and Responsibilities
Data Engineer
- Develop, construct,
test, and maintain
architectures (cloud,
large-scale data
systems/warehouses)
- Extract, transform,
and load data from
various sources into
the data platform.
- Create and manage
data pipeline
architecture and
structure the flow of
data from various
sources.
Data Analyst
- Collect, process, and
interpret complex
data to derive
actionable insights.
- Develop, manage,
and maintain
databases, data
systems, and reports.
- Identify, analyze, and
interpret trends or
patterns in complex
data sets.
Data Scientist
- Data mining using
state-of-the-art
methods.
- Select features, build
and optimize
classifiers using
machine learning
techniques.
- Implement new
statistical or other
mathematical
methodologies as
needed for specific
models or analysis.
Statistician
- Apply statistical
theory to solve real-
world problems, often
in the context of
making decisions in an
uncertain
environment.
- Develop, validate
and maintain
statistical models.
- Explain complex
statistical concepts
and analysis outcomes
to non-statistical
stakeholders.
Decision Scientist
- Identify and
understand business
problems to improve
decision making.
- Conduct quantitative
analysis and modeling
of business scenarios.
- Collaborate with
other departments to
ensure
implementation of
strategic.
- Define the metrics
used to monitor and
predict performance