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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

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

  • Test changes to database applications or systems.

  • Provide technical support to junior staff or clients.

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

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

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

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

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

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

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

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

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

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

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

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

  • Train users and answer questions.

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

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

Technologies & Software

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