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Automation Risk Analysis

Will “Data Analytics Manager” be Automated?

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AI Exposure Risk

43%

“Data Analytics Manager” 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%

“Data Analytics Manager” 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

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

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

  • 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.

  • 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.

  • Recommend data-driven solutions to key stakeholders.

  • 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.

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

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

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

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

  • Clean and manipulate raw data using statistical software.

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

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

Technologies & Software

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