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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

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

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

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

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

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

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

  • Recommend data-driven solutions to key stakeholders.

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

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

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

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

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

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

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

Technologies & Software

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