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Automation Risk Analysis

Will “Data Visualization Developer” be Automated?

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AI Exposure Risk

43%

“Data Visualization Developer” will probably not be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 43% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

1%

“Data Visualization Developer” will not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 1% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Data Scientists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: 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.

Avg. Annual Salary $124,590
Avg. Hourly Wage $59.90
Available Jobs (US) 233,440
Job Title & Hierarchy Code (SOC) Data Scientists #15-2051
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Data Scientists”

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Core Skills & Abilities

  • Clean and manipulate raw data using statistical software.

  • Recommend data-driven solutions to key stakeholders.

  • Write new functions or applications in programming languages to conduct analyses.

  • Analyze, manipulate, or process large sets of data using statistical software.

  • Compare models using statistical performance metrics, such as loss functions or proportion of explained variance.

  • Identify solutions to business problems, such as budgeting, staffing, and marketing decisions, using the results of data analysis.

  • Read scientific articles, conference papers, or other sources of research to identify emerging analytic trends and technologies.

  • Design surveys, opinion polls, or other instruments to collect data.

  • Apply sampling techniques to determine groups to be surveyed or use complete enumeration methods.

  • Apply feature selection algorithms to models predicting outcomes of interest, such as sales, attrition, and healthcare use.

  • Deliver oral or written presentations of the results of mathematical modeling and data analysis to management or other end users.

  • Identify relationships and trends or any factors that could affect the results of research.

  • Identify business problems or management objectives that can be addressed through data analysis.

  • Test, validate, and reformulate models to ensure accurate prediction of outcomes of interest.

  • Create graphs, charts, or other visualizations to convey the results of data analysis using specialized software.

  • Propose solutions in engineering, the sciences, and other fields using mathematical theories and techniques.

Technologies & Software

  • Kubeflow
  • Microsoft Excel
  • Amazon Web Services AWS software
  • Microsoft SQL Server
  • MongoDB
  • Amazon Simple Storage Service S3
  • Microsoft Office software
  • Elasticsearch
  • Reporting software
  • Amazon Redshift
  • RESTful API
  • Google Cloud software
  • Microsoft Azure software
  • Tableau
  • Docker
  • SciPy
  • Snowflake
  • Business intelligence software
  • spaCy
  • Structured query language SQL
  • Apache Hive
  • Gemini Code Assist
  • Microsoft Power BI
  • Python
  • Mistral AI (chat/models)
  • pandas
  • TensorFlow
  • Apache Spark
  • Statistical software
  • Atlassian Confluence
  • Amazon CodeWhisperer
  • MapReduce big data software
  • SAS
  • OpenAI ChatGPT
  • PostgreSQL
  • Mathematical software
  • NoSQL
  • Linux
  • Qlik Tech QlikView
  • Jenkins CI
  • Google Antigravity
  • C#
  • Shell script
  • Ruby
  • XGBoost
  • Apache Cassandra
  • Flask
  • UNIX
  • Apache Pig
  • Go
  • Perl
  • Jupyter software
  • Bolt.new
  • Google Looker Analytics
  • Mlflow
  • JavaScript
  • Amazon Web Services AWS SageMaker
  • GitHub Copilot
  • Apache Airflow
  • v0 by Vercel
  • Devin (Cognition AI)
  • R
  • Cursor AI
  • Julia
  • Bash
  • JavaScript Object Notation JSON
  • Neo4j
  • Kubernetes
  • PyTorch
  • Tabnine
  • StataCorp Stata
  • Splunk Enterprise
  • Atlassian JIRA
  • Management information systems MIS
  • Scikit-learn
  • Claude (Anthropic)
  • Lovable.dev
  • Alteryx software
  • IBM SPSS Statistics
  • Teradata Database
  • The MathWorks MATLAB
  • Keras
  • Apache MXNet
  • PySpark
  • Oracle Java
  • Geographic information system GIS systems
  • Codeium
  • Microsoft PowerPoint
  • Amazon Elastic Compute Cloud EC2
  • Microsoft Access
  • NumPy
  • Perplexity AI
  • GitHub
  • Git
  • C
  • BigQuery
  • C++
  • Shiny
  • Scala
  • Apache Kafka
  • Apache Hadoop