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Automation Risk Analysis

Will “Data Warehousing Engineer” be Automated?

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AI Exposure Risk

62%

“Data Warehousing 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 Warehousing 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, evaluate and recommend hardware or software technologies to achieve desired database performance.

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

  • Provide technical support to junior staff or clients.

  • Identify and correct deviations from 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.

  • Create and enforce database development standards.

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

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

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

  • Develop and document database architectures.

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

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

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

  • Train users and answer questions.

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

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

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

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

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

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

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

  • Document and communicate database schemas, using accepted notations.

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

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

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

Technologies & Software

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