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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

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

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

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

  • Clean and manipulate raw data using statistical software.

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

  • 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.

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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