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Automation Risk Analysis

Will “Psychometric Consultant” be Automated?

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AI Exposure Risk

43%

“Psychometric 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%

“Psychometric 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

  • 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.

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

  • 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.

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

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

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

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

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

  • Clean and manipulate raw data using statistical software.

  • Recommend data-driven solutions to key stakeholders.

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

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

Technologies & Software

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