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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

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

  • Clean and manipulate raw data using statistical software.

  • 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.

  • 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.

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

  • Recommend data-driven solutions to key stakeholders.

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

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

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

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

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

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

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

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

Technologies & Software

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