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Automation Risk Analysis

Will “Research Analyst” be Automated?

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AI Exposure Risk

43%

“Research Analyst” 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%

“Research Analyst” 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

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

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

  • Recommend data-driven solutions to key stakeholders.

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

  • 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.

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

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

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

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

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

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

  • Clean and manipulate raw data using statistical software.

  • 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.

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

Technologies & Software

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