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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

  • Recommend data-driven solutions to key stakeholders.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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