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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

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

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

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

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

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

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

  • Identify and correct deviations from database development standards.

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

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

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

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

  • Document and communicate database schemas, using accepted notations.

  • Provide technical support to junior staff or clients.

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

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

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

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

  • Develop and document database architectures.

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

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

  • Create and enforce database development standards.

  • 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.

  • Train users and answer questions.

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

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

Technologies & Software

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