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Automation Risk Analysis

Will “Data Engineer” be Automated?

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AI Exposure Risk

62%

“Data Engineer” 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 62% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

32%

“Data Engineer” 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 Database Administrators, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Administer, test, and implement computer databases, applying knowledge of database management systems. Coordinate changes to computer databases. Identify, investigate, and resolve database performance issues, database capacity, and database scalability. May plan, coordinate, and implement security measures to safeguard computer databases.

Avg. Annual Salary $107,440
Avg. Hourly Wage $51.65
Available Jobs (US) 73,180
Job Title & Hierarchy Code (SOC) Database Administrators #15-1242
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Database Administrators”

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Core Skills & Abilities

  • Develop standards and guidelines for the use and acquisition of software and to protect vulnerable information.

  • Test changes to database applications or systems.

  • Plan, coordinate, and implement security measures to safeguard information in computer files against accidental or unauthorized damage, modification or disclosure.

  • Test programs or databases, correct errors, and make necessary modifications.

  • Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management.

  • Review procedures in database management system manuals to make changes to database.

  • Identify, evaluate and recommend hardware or software technologies to achieve desired database performance.

  • Revise company definition of data as defined in data dictionary.

  • Provide technical support to junior staff or clients.

  • Write and code logical and physical database descriptions and specify identifiers of database to management system, or direct others in coding descriptions.

  • Train users and answer questions.

  • Develop data models describing data elements and how they are used, following procedures and using pen, template, or computer software.

  • Review workflow charts developed by programmer analyst to understand tasks computer will perform, such as updating records.

  • Modify existing databases and database management systems or direct programmers and analysts to make changes.

  • Plan and install upgrades of database management system software to enhance database performance.

  • Select and enter codes to monitor database performance and to create production databases.

  • Approve, schedule, plan, and supervise the installation and testing of new products and improvements to computer systems, such as the installation of new databases.

  • Specify users and user access levels for each segment of database.

Technologies & Software

  • Oracle E-Business Suite Financials
  • Unified modeling language UML
  • Microsoft Azure Data Factory
  • Ubuntu
  • ChatGPT (OpenAI)
  • Teradata Database
  • Oracle Solaris
  • NoSQL
  • Skype
  • LexisNexis
  • Microsoft Office software
  • Spring Boot
  • Oracle PL/SQL
  • Microsoft Project
  • Computer Associates Log Analyzer
  • Microsoft ASP.NET Core MVC
  • Scala
  • LAMP Stack
  • Microsoft Power BI
  • Gemini (Google)
  • Minitab
  • Autodesk Revit
  • Teradata Active Enterprise Data Warehouse
  • DOS shell script
  • GitHub Copilot
  • Greenplum Database
  • Perplexity AI
  • Acronis Recovery Expert
  • AJAX
  • Splunk Enterprise
  • Systems and data disaster recovery software
  • Amazon Web Services AWS CloudFormation
  • Amazon DynamoDB
  • UNIX
  • JUnit
  • PostgreSQL
  • Restructured extended executor REXX
  • IBM ADSTAR
  • NetSuite ERP
  • Oracle Real Application Cluster RAC
  • Cursor AI
  • Quest Central
  • Microsoft SharePoint
  • Microsoft PowerPoint
  • Safe Software FME
  • Extensible hypertext markup language XHTML
  • Shell script
  • Jupyter Notebook
  • Atlassian Bamboo
  • Bash
  • NortonLifeLock cybersecurity software
  • Apache Spark
  • Data definition language DDL
  • DeepSeek
  • Google Angular
  • Ruby
  • Microsoft PowerShell
  • Google Antigravity
  • Database capacity planning software
  • Transact-SQL
  • Amazon Redshift
  • Data transformation services DTS software
  • Red Hat OpenShift
  • Elasticsearch
  • Oracle Designer
  • Human resource management software HRMS
  • Couchbase Server
  • Blackboard software
  • Concurrency control software
  • Bolt.new
  • Ab Initio
  • Oracle Taleo
  • Microsoft SQL Server Integration Services SSIS
  • Microsoft Access
  • Apache Hadoop
  • Apache Tomcat
  • Git
  • Mistral (Mistral AI)
  • Apache HTTP Server
  • Oracle PeopleSoft
  • Pentaho Kettle
  • Operating system software
  • McAfee
  • Salesforce Visualforce
  • Oracle Database
  • Database design software
  • Oracle SQL Plus
  • Apache Kafka
  • Database security software
  • Hibernate ORM
  • Dynamic hypertext markup language DHTML
  • CA Easytrieve Report Generator
  • JavaScript Object Notation JSON
  • Microsoft Visual Basic for Applications VBA
  • Access management software
  • IBM Domino
  • Redgate SQL Server
  • Veritas NetBackup
  • Apache Maven
  • Microsoft Windows
  • Chef
  • Storage management software
  • Tabnine
  • Microsoft Dynamics
  • Adobe Dreamweaver
  • Microsoft Azure software
  • Apache Hive
  • Nagios
  • Oracle JD Edwards EnterpriseOne
  • Structured query language SQL
  • Microsoft Windows Server
  • Oracle Enterprise Manager Cloud Control
  • Quest Erwin Data Modeler
  • IBM Interactive System Productivity Facility ISPF
  • Nearpod
  • SAS
  • Red Hat Ansible Engine
  • Oracle Data Guard
  • Python
  • Tableau
  • LogMeIn GoToWebinar
  • Epic Systems
  • Data mapping software
  • Salesforce software
  • Linux
  • Delphi Technology
  • Oracle Enterprise Manager
  • Visual Paradigm DB Visual ARCHITECT
  • Microsoft SQL Server Reporting Services SSRS
  • Atlassian Confluence
  • Oracle Reports
  • C
  • Docker
  • Storage area network SAN software
  • Database software
  • jQuery
  • Common business oriented language COBOL
  • Microsoft Publisher
  • Codeium
  • Amazon CodeWhisperer
  • Oracle JDBC
  • Oracle Business Intelligence Enterprise Edition
  • IBM WebSphere
  • FileMaker Pro
  • Blackbaud The Raiser's Edge
  • MySQL
  • CA IDMS
  • Red Hat Enterprise Linux
  • Nova (Amazon)
  • Amazon Data Pipeline
  • R
  • Microsoft Visio
  • SAP Business Objects
  • Qlik Tech QlikView
  • MariaDB
  • Deployment software
  • IBM Power Systems software
  • VMware
  • BMC Software Recovery Manager RMAN
  • Oracle SQL Developer
  • Snowflake
  • Hewlett Packard LoadRunner
  • Data validation software
  • SAP software
  • StataCorp Stata
  • SolarWinds
  • Citrix cloud computing software
  • Job control language JCL
  • Atlassian JIRA
  • Oracle Hyperion
  • Oracle Golden Gate
  • Oracle PeopleSoft Financials
  • Microsoft ASP.NET
  • Wireshark
  • MapR Converged Data Platform
  • Oracle Learning Management
  • Spring Framework
  • Advanced business application programming ABAP
  • Virtual private networking VPN software
  • Database cloning software
  • Relational database management software
  • Test data generator software
  • Apache Subversion SVN
  • Fund accounting software
  • Object database management system ODBMS
  • PHP
  • Cascading style sheets CSS
  • Google Meet
  • Microsoft Dynamics GP
  • Microsoft Visual C# .NET
  • Ruby on Rails
  • Microsoft Visual Basic.NET
  • Relational database management system software
  • Oracle SQL Loader
  • Catalog navigation software
  • Geographic information system GIS software
  • BMC Software Change Manager
  • Oracle Application Express APEX
  • IBM InfoSphere DataStage
  • Go
  • Django
  • Apple macOS
  • MicroStrategy
  • Marketo Marketing Automation
  • Microsoft Visual Basic
  • Apache Solr
  • Red Hat WildFly
  • Apache Groovy
  • Data dictionary software
  • Prolog
  • Integrated development environment IDE software
  • Apache Pig
  • v0 by Vercel
  • Claude (Anthropic)
  • EMC NetWorker
  • Oracle Java
  • Index tuning software
  • IBM Cognos Impromptu
  • Gemini Code Assist
  • Cisco Webex
  • Informatica software
  • Data manipulation language DML
  • Apache Mahout
  • Oracle Eloqua
  • Selenium
  • SAP Crystal Reports
  • KornShell
  • Node.js
  • Microsoft Active Server Pages ASP
  • Puppet
  • Micosoft SQL Server Analysis Services SSAS
  • Eclipse IDE
  • ESRI ArcGIS software
  • Microsoft .NET Framework
  • Apache Cassandra
  • SentryOne SQL Sentry
  • Google Analytics
  • Ellucian Banner ERP
  • Apache Ant
  • Swift
  • Oracle JavaServer Pages JSP
  • Microsoft Visual Basic Scripting Edition VBScript
  • Informatica Corporation PowerCenter
  • UNIX Shell
  • Amazon Elastic Compute Cloud EC2
  • Informatica Big Data
  • ReCrystallize Crystal Reports
  • Microsoft SQL Server
  • Amazon Web Services AWS software
  • ASG Technologies ASG-Zeke
  • Database testing software
  • IBM Notes
  • Apache Airflow
  • C++
  • Microsoft Outlook
  • LogMeIn GoToMeeting
  • Microsoft Visual Studio
  • SAP Adaptive Server Enterprise
  • Oracle Fusion Middleware
  • Ext JS
  • Kimi (Moonshot AI)
  • Apache Sqoop
  • Data modeling software
  • C#
  • Qwen (Alibaba)
  • Embarcadero Technologies DBArtisan
  • Lovable.dev
  • Oracle WebLogic Server
  • GitHub
  • Dassault Systemes CATIA
  • Devin (Cognition AI)
  • HP DataProtector
  • The MathWorks MATLAB
  • Supervisory control and data acquisition SCADA software
  • Grok (xAI)
  • Cluster server software
  • MongoDB
  • IBM SPSS Statistics
  • Amazon Simple Storage Service S3
  • Microsoft ActiveX
  • IBM DB2
  • PySpark
  • BMC Software Control-M
  • Oracle Fusion Applications
  • IBM Informix
  • Apache Struts
  • Drupal
  • Customer information control system CICS
  • Mistral AI (chat/models)
  • Perforce Helix software
  • Extensible markup language XML
  • Oracle Primavera Enterprise Project Portfolio Management
  • Quest SharePlex
  • IBM Rational Data Architect
  • Backbone.js
  • Hewlett Packard HP-UX
  • Ansible software
  • Microsoft Excel
  • SAP Replication Server
  • Encryption software
  • Microsoft Exchange
  • ADO.NET
  • Enterprise JavaBeans
  • SAP PowerBuilder
  • Hypertext markup language HTML
  • Computer based training software
  • Llama (Meta)
  • Perl
  • Zabbix
  • JavaScript
  • Microsoft Word
  • Redundant array of independent disks RAID systems
  • Desktop computers
  • Hard disk drives
  • Tape libraries
  • Mainframe computers
  • Notebook computers