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Automation Risk Analysis

Will “Security Data Scientist” be Automated?

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AI Exposure Risk

60%

“Security Data Scientist” will maybe 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 60% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

32%

“Security Data Scientist” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 32% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Information Security Engineers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Develop and oversee the implementation of information security procedures and policies. Build, maintain and upgrade security technology, such as firewalls, for the safe use of computer networks and the transmission and retrieval of information. Design and implement appropriate security controls to identify vulnerabilities and protect digital files and electronic infrastructures. Monitor and respond to computer security breaches, viruses, and intrusions, and perform forensic investigation. May oversee the assessment of information security systems.

Job Title & Hierarchy Code (SOC) Information Security Engineers #15-1299.05
ℹ️

Data is based on the reference occupation: “Information Security Engineers”

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Core Skills & Abilities

  • Recommend information security enhancements to management.

  • Scan networks, using vulnerability assessment tools to identify vulnerabilities.

  • Write reports regarding investigations of information security breaches or network evaluations.

  • Oversee development of plans to safeguard computer files against accidental or unauthorized modification, destruction, or disclosure or to meet emergency data processing needs.

  • Coordinate documentation of computer security or emergency measure policies, procedures, or tests.

  • Develop or implement software tools to assist in the detection, prevention, and analysis of security threats.

  • Identify security system weaknesses, using penetration tests.

  • Develop or install software, such as firewalls and data encryption programs, to protect sensitive information.

  • Coordinate monitoring of networks or systems for security breaches or intrusions.

  • Troubleshoot security and network problems.

  • Develop information security standards and best practices.

  • Identify or implement solutions to information security problems.

  • Coordinate vulnerability assessments or analysis of information security systems.

  • Conduct investigations of information security breaches to identify vulnerabilities and evaluate the damage.

  • Review security assessments for computing environments or check for compliance with cybersecurity standards and regulations.

  • Provide technical support to computer users for installation and use of security products.

  • Train staff on, and oversee the use of, information security standards, policies, and best practices.

  • Develop response and recovery strategies for security breaches.

  • Oversee performance of risk assessment or execution of system tests to ensure the functioning of data processing activities or security measures.

  • Assess the quality of security controls, using performance indicators.

Technologies & Software

  • Microsoft Outlook
  • Lovable.dev
  • Reporting software
  • C
  • Amazon CodeWhisperer
  • Mistral (Mistral AI)
  • Elasticsearch
  • Ruby
  • Claude (Anthropic)
  • Git
  • Qwen (Alibaba)
  • Jenkins CI
  • RESTful API
  • Codeium
  • Microsoft Windows Server
  • Bolt.new
  • IBM Tivoli software
  • Mistral AI (chat/models)
  • Microsoft PowerPoint
  • Intrusion detection system IDS
  • Microsoft SharePoint
  • Microsoft SQL Server
  • Splunk Enterprise
  • Operating system software
  • Perplexity AI
  • IBM DB2
  • Tcpdump
  • Docker
  • Apple iOS
  • IBM QRadar SIEM
  • Firewall software
  • Microsoft Azure Sentinel
  • Microsoft Security Esssentials
  • Geographic information system GIS systems
  • Cursor AI
  • Atlassian JIRA
  • Active directory software
  • Devin (Cognition AI)
  • Software libraries
  • Web application software
  • Nova (Amazon)
  • C#
  • Gemini Code Assist
  • Platform as a service PaaS
  • Microsoft Defender Antivirus
  • Atlassian Confluence
  • Microsoft PowerShell
  • Google Cloud software
  • Go
  • Puppet
  • Microsoft SQL Server Reporting Services SSRS
  • R
  • Microsoft Office software
  • Microsoft SQL Server Integration Services SSIS
  • PHP
  • v0 by Vercel
  • IBM Middleware
  • Microsoft Visio
  • IBM Resource Access Control Facility RACF
  • Shell script
  • Microsoft Active Directory
  • Ansible software
  • Microsoft Excel
  • Tanium software
  • ServiceNow
  • Microsoft Teams
  • Network directory services software
  • Collaborative editing software
  • McAfee Enterprise Security Manager
  • Amazon Web Services AWS software
  • Tabnine
  • Google Antigravity
  • Oracle Unified Directory
  • Tenable Nessus
  • Microsoft Windows
  • Microsoft Azure software
  • C++
  • Linux
  • Management information systems MIS
  • ChatGPT (OpenAI)
  • IBM Terraform
  • Kimi (Moonshot AI)
  • MongoDB
  • DeepSeek
  • Chef
  • Perl
  • Snort
  • Security assertion markup language SAML
  • Llama (Meta)
  • GitHub
  • Bash
  • Kubernetes
  • NoSQL
  • Python
  • Grok (xAI)
  • JavaScript
  • Ubuntu
  • Gemini (Google)
  • UNIX
  • Oracle Java
  • React
  • Microsoft Access
  • JavaScript Object Notation JSON
  • ArcSight Enterprise Threat and Risk Management
  • Red Hat Enterprise Linux
  • Apple macOS
  • Wireshark
  • Enterprise application integration EAI software
  • Amazon Web Services AWS CloudFormation
  • Structured query language SQL
  • GitHub Copilot
  • UNIX Shell
  • Border Gateway Protocol BGP
  • Single sign-on SSO

Alternative Job Titles