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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

27%

“Data Engineer” will almost certainly not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 27% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Database Architects, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Design strategies for enterprise databases, data warehouse systems, and multidimensional networks. Set standards for database operations, programming, query processes, and security. Model, design, and construct large relational databases or data warehouses. Create and optimize data models for warehouse infrastructure and workflow. Integrate new systems with existing warehouse structure and refine system performance and functionality.

Avg. Annual Salary $142,620
Avg. Hourly Wage $68.57
Available Jobs (US) 64,770
Job Title & Hierarchy Code (SOC) Database Architects #15-1243
Wage vs. National Median
ℹ️

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

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Core Skills & Abilities

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

  • Review project requests describing database user needs to estimate time and cost required to accomplish project.

  • Develop and document database architectures.

  • Document and communicate database schemas, using accepted notations.

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

  • Demonstrate database technical functionality, such as performance, security and reliability.

  • Work as part of a project team to coordinate database development and determine project scope and limitations.

  • Train users and answer questions.

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

  • Design databases to support business applications, ensuring system scalability, security, performance, and reliability.

  • Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements.

  • Design database applications, such as interfaces, data transfer mechanisms, global temporary tables, data partitions, and function-based indexes to enable efficient access of the generic database structure.

  • Develop data models for applications, metadata tables, views or related database structures.

  • Develop load-balancing processes to eliminate down time for backup processes.

  • Provide technical support to junior staff or clients.

  • Establish and calculate optimum values for database parameters, using manuals and calculators.

  • Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements.

  • Create and enforce database development standards.

  • Identify and correct deviations from database development standards.

  • Develop methods for integrating different products so they work properly together, such as customizing commercial databases to fit specific needs.

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

  • Develop data model describing data elements and their use, following procedures and using pen, template or computer software.

  • Develop or maintain archived procedures, procedural codes, or queries for applications.

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

  • Set up database clusters, backup, or recovery processes.

Technologies & Software

  • IBM Interactive System Productivity Facility ISPF
  • Apache Struts
  • Microsoft Visio
  • Kimi (Moonshot AI)
  • Nearpod
  • Talend Open Studio
  • Grok (xAI)
  • PHP
  • Red Hat WildFly
  • Apache Hadoop
  • Operating system software
  • Perforce Helix software
  • Microsoft Windows
  • SAP Replication Server
  • SAP Crystal Reports
  • Oracle JDBC
  • Data Recovery Software SQL Server Data Recovery
  • Red Hat OpenShift
  • IBM Notes
  • DeepSeek
  • Microsoft SharePoint
  • Common business oriented language COBOL
  • jQuery
  • Cascading style sheets CSS
  • Apache Kafka
  • Multidimensional Expressions MDX
  • Informatica PowerCenter
  • Microsoft Office software
  • Skype
  • Oracle Migration Workbench
  • Apache HBase
  • Interface Computers Data Loader
  • Quest SharePlex
  • Go
  • Oracle Data Integrator
  • Spring Boot
  • IBM ADSTAR
  • JUnit
  • Microsoft SQL Server Integration Services SSIS
  • Microsoft Word
  • Microsoft ActiveX
  • IBM SPSS Statistics
  • C#
  • Oracle Fusion Applications
  • Apache Maven
  • Oracle SQL Developer
  • AJAX
  • CA IDMS
  • Cluster server software
  • Atlassian JIRA
  • Adeptia ETL Suite
  • Catalog navigation software
  • Jupyter Notebook
  • Oracle Fusion Middleware
  • Altova MapForce
  • Red Hat Ansible Engine
  • Cursor AI
  • Application server software
  • LogMeIn GoToMeeting
  • Amazon Web Services AWS software
  • Gemini (Google)
  • Oracle Recovery Manager
  • Docker
  • NortonLifeLock cybersecurity software
  • Oracle Golden Gate
  • Oracle PeopleSoft
  • Node.js
  • EMC NetWorker
  • Data dictionary software
  • Amazon Redshift
  • PostgreSQL
  • SAS
  • Google Angular
  • C++
  • Perl shell
  • ESRI ArcGIS software
  • MySQL
  • Apache Subversion SVN
  • Mistral (Mistral AI)
  • MongoDB
  • Salesforce software
  • Relational database management system software
  • Geographic information system GIS software
  • Gemini Code Assist
  • IBM AIX
  • Spring Framework
  • Micosoft SQL Server Analysis Services SSAS
  • ChatGPT (OpenAI)
  • SMSi Twister Data Integrator
  • Advanced business application programming ABAP
  • Atlassian Bamboo
  • Microsoft Outlook
  • Apache HTTP Server
  • Intel Data Migration Software
  • CloverETL
  • IBM InfoSphere DataStage
  • Apache Sqoop
  • Oracle PL/SQL
  • React
  • Snowflake
  • Qwen (Alibaba)
  • Quest Erwin Data Modeler
  • Microsoft .NET Framework
  • FileMaker Pro
  • Acronis Recovery Expert
  • Wireshark
  • Microsoft PowerShell
  • Database management systems
  • Microsoft SQL Server
  • Microsoft Azure software
  • Amazon Simple Storage Service S3
  • IBM WebSphere
  • Apache Spark
  • BMC Software Recovery Manager RMAN
  • Oracle Application Express APEX
  • Oracle Business Intelligence Enterprise Edition
  • Oracle Enterprise Manager Cloud Control
  • Django
  • Oracle Reports
  • Access management software
  • Epic Systems
  • Microsoft Dynamics
  • Amazon Web Services AWS CloudFormation
  • Oracle SQL Loader
  • Storage area network SAN software
  • Database security software
  • SAP software
  • Microsoft Exchange
  • Database design software
  • Index tuning software
  • The MathWorks MATLAB
  • Microsoft ASP.NET Core MVC
  • Data definition language DDL
  • Scala
  • Microsoft Power BI
  • Greenplum Database
  • Amazon Kinesis
  • SolarWinds
  • LogMeIn GoToWebinar
  • Apache Tomcat
  • Deployment software
  • Puppet
  • Embarcadero Technologies DBArtisan
  • R
  • Rapid-I RapidMiner
  • Database testing software
  • Restructured extended executor REXX
  • Apache Flume
  • Elasticsearch
  • Google Meet
  • Perl
  • Microsoft Visual C# .NET
  • Microsoft Publisher
  • Mistral AI (chat/models)
  • Microsoft Visual Basic
  • Couchbase Server
  • Cisco Webex
  • Oracle Database
  • ReCrystallize Crystal Reports
  • Hewlett Packard LoadRunner
  • Ext JS
  • Apache Oozie
  • Enterprise JavaBeans
  • Linux
  • Oracle Java
  • Dynamic hypertext markup language DHTML
  • Codeium
  • Apache Groovy
  • Red Hat Enterprise Linux
  • Relational database management software
  • Blackbaud The Raiser's Edge
  • Microsoft Visual Basic Scripting Edition VBScript
  • KornShell
  • Database cloning software
  • Hewlett Packard HP-UX
  • Structured query language SQL
  • IBM Cognos Impromptu
  • LexisNexis
  • Integrated development environment IDE software
  • Apache Airflow
  • Extensible markup language XML
  • Oracle WebLogic Server
  • Oracle PeopleSoft Financials
  • Apache Hive
  • MicroStrategy
  • Visual Paradigm DB Visual ARCHITECT
  • Minitab
  • Backbone.js
  • HP DataProtector
  • Redgate SQL Server
  • Cisco IOS
  • Talend Big Data Integration
  • Oracle Hyperion
  • Test data generator software
  • JavaScript
  • GitHub Copilot
  • IBM DB2
  • IBM Power Systems software
  • Scriptella
  • Concurrency control software
  • Storage management software
  • Apatar
  • NoSQL
  • SAP PowerBuilder
  • Ubuntu
  • Nagios
  • Microsoft Dynamics GP
  • Data modeling software
  • Google Sites
  • Data manipulation language DML
  • Oracle Primavera Enterprise Project Portfolio Management
  • Apple macOS
  • IBM Domino
  • Nova (Amazon)
  • Google Drive
  • Lovable.dev
  • Apache Ant
  • Informatica Big Data
  • LAMP Stack
  • Oracle JD Edwards EnterpriseOne
  • Computer Associates Log Analyzer
  • ASG Technologies ASG-Zeke
  • Devin (Cognition AI)
  • Extensible hypertext markup language XHTML
  • JavaScript Object Notation JSON
  • Job control language JCL
  • Jitterbit
  • GitHub
  • VMware
  • Perplexity AI
  • Teradata Active Enterprise Data Warehouse
  • Zabbix
  • UNIX
  • SAP PowerDesigner
  • Informatica Corporation PowerCenter
  • Hibernate ORM
  • Adobe Dreamweaver
  • Quest SQL Optimizer for Oracle
  • Citrix cloud computing software
  • Hypertext markup language HTML
  • Shell script
  • Claude (Anthropic)
  • Veritas NetBackup
  • Encryption software
  • Llama (Meta)
  • Coglin Mill RODIN
  • UNIX Shell
  • Splunk Enterprise
  • Chef
  • Teradata Database
  • IBM InfoSphere Warehouse
  • Google Analytics
  • Bash
  • Apache Cassandra
  • 3M Post-it App
  • Ruby on Rails
  • Adobe Acrobat
  • Oracle JavaServer Pages JSP
  • DOS shell script
  • ADO.NET
  • Google Antigravity
  • SAP Business Objects
  • Eclipse IDE
  • Oracle Jdeveloper
  • SAP Adaptive Server Enterprise
  • Blackboard software
  • Ab Initio
  • Microsoft Excel
  • Data validation software
  • Atlassian Confluence
  • Microsoft Visual Basic for Applications VBA
  • SentryOne SQL Sentry
  • Git
  • Apache Mahout
  • Oracle Application Server
  • IBM Informix
  • IBM Content Manager
  • SAS Data Integration Studio
  • Informatica software
  • MapR Converged Data Platform
  • Bolt.new
  • CA Technologies ERWin Data Modeler
  • Oracle Designer
  • Transact-SQL
  • Apache Avro
  • Ansible software
  • IBM Rational System Architect
  • Quest Central
  • v0 by Vercel
  • Pentaho Kettle
  • Microsoft PowerPoint
  • Tableau
  • Oracle Real Application Cluster RAC
  • Virtual private networking VPN software
  • Tabnine
  • McAfee
  • HiT Software Allora
  • Drupal
  • IBM Rational Data Architect
  • Apache Pig
  • Ruby
  • Amazon CodeWhisperer
  • Object database management system ODBMS
  • Microsoft Visual Studio
  • BMC Software Change Manager
  • Data mapping software
  • Oracle Enterprise Manager
  • Ellucian Banner ERP
  • StataCorp Stata
  • MariaDB
  • Systems and data disaster recovery software
  • Microsoft SQL Server Reporting Services SSRS
  • Microsoft Windows Server
  • Selenium
  • Microsoft Visual Basic.NET
  • Database capacity planning software
  • Cloudera Impala
  • CA Easytrieve Report Generator
  • Prolog
  • Unified modeling language UML
  • Swift
  • Infobright Community Edition ICE
  • Oracle Solaris
  • Microsoft Project
  • WisdomForce DatabaseSync System
  • NetSuite ERP
  • C shell
  • Qlik Tech QlikView
  • Amazon DynamoDB
  • Microsoft Active Server Pages ASP
  • Autodesk Revit
  • Python
  • Apache Solr
  • Customer information control system CICS
  • Safe Software FME
  • Talend Data Fabric
  • Amazon Elastic Compute Cloud EC2
  • Google Docs
  • Oracle Data Guard
  • Oracle SQL Plus
  • C
  • Oracle Eloqua
  • Data transformation services DTS software
  • BMC Software Control-M
  • Flat File Checker
  • Microsoft ASP.NET
  • Microsoft Access
  • Redundant array of independent disks RAID systems
  • Mainframe computers
  • Hard disk drives
  • Load balancers
  • Laser facsimile machines
  • Tape libraries
  • Personal computers
  • Desktop computers
  • Notebook computers
  • Copy machines