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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

  • Clean and manipulate raw data using statistical software.

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

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

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

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

  • 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.

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

  • Recommend data-driven solutions to key stakeholders.

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

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

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

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

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

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

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

Technologies & Software

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