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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

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

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

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

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

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

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

  • Develop and document database architectures.

  • Identify and correct deviations from database development standards.

  • Provide technical support to junior staff or clients.

  • 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.

  • Train users and answer questions.

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

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

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

  • Create and enforce database development standards.

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

  • Document and communicate database schemas, using accepted notations.

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

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

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

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

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

  • 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.

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

Technologies & Software

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