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Automation Risk Analysis

Will “Analytics Consultant” be Automated?

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AI Exposure Risk

43%

“Analytics Consultant” 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%

“Analytics Consultant” 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

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

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

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

  • 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.

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

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

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

  • Recommend data-driven solutions to key stakeholders.

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

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

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

  • Clean and manipulate raw data using statistical software.

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

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

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

Technologies & Software

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