Occupation

Data Scientists

Develop and implement a set of techniques or analytics applications to transform raw data into meaningful information using data-oriented programming languages and visualization software. Apply data mining, data modeling, natural language processing, and machine learning to extract and analyze information from large structured and unstructured datasets. Visualize, interpret, and report data findings. May create dynamic data reports.

Also Known As: Analytics Consultant, Applied Scientist, Data Analyst, Data Analytic Scientist, Data Analytics Manager, Data Analytics Scientist, Data Analytics Specialist, Data Architect +25 more

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Education & Training

Job Zone 4 Job Zone Four: Considerable Preparation Needed
Education: Most of these occupations require a four-year bachelor's degree, but some do not.
Experience: A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified.
On-the-Job Training: Employees in these occupations usually need several years of work-related experience, on-the-job training, and/or vocational training.

Technology & Tools

Hot Technologies

  • Alteryx software
  • Amazon Elastic Compute Cloud EC2
  • Amazon Redshift
  • Amazon Simple Storage Service S3
  • Amazon Web Services AWS software
  • Apache Cassandra
  • Apache Hadoop
  • Apache Hive
  • Apache Kafka
  • Apache Spark
  • Atlassian Confluence
  • Atlassian JIRA
  • Bash
  • C
  • C#
  • C++
  • Docker
  • Elasticsearch
  • Git
  • GitHub
  • Go
  • IBM SPSS Statistics
  • JavaScript
  • JavaScript Object Notation JSON
  • Jenkins CI
  • Kubernetes
  • Linux
  • Microsoft Access
  • Microsoft Azure software
  • Microsoft Excel
  • Microsoft Office software
  • Microsoft Power BI
  • Microsoft PowerPoint
  • Microsoft SQL Server
  • MongoDB
  • NoSQL
  • Oracle Java
  • Perl
  • PostgreSQL
  • Python
  • R
  • Ruby
  • SAS
  • Scala
  • Shell script
  • Splunk Enterprise
  • Structured query language SQL
  • Tableau
  • TensorFlow
  • Teradata Database
  • The MathWorks MATLAB
  • UNIX

Software (86)

  • Amazon Web Services AWS SageMaker
  • Apache Airflow
  • Apache MXNet
  • Apache Pig
  • BigQuery
  • Business intelligence software
  • Flask
  • Geographic information system GIS systems
  • Google Cloud software
  • Google Looker Analytics
  • Julia
  • Jupyter software
  • Keras
  • Kubeflow
  • Management information systems MIS
  • MapReduce big data software
  • Mathematical software
  • Mlflow
  • Neo4j
  • NumPy
  • OpenAI ChatGPT
  • PySpark
  • PyTorch
  • Qlik Tech QlikView
  • RESTful API
  • Reporting software
  • SciPy
  • Scikit-learn
  • Shiny
  • StataCorp Stata
  • Statistical software
  • XGBoost
  • pandas
  • spaCy

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Real Talk

Hear from real Data Scientistss about their work: