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Automation Risk Analysis

Will “Statistical Consultant” be Automated?

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AI Exposure Risk

43%

“Statistical 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%

“Statistical 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

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

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

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

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

  • 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.

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

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

  • Clean and manipulate raw data using statistical software.

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

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

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

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

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

  • Recommend data-driven solutions to key stakeholders.

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

Technologies & Software

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