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Automation Risk Analysis

Will “Data Modeler” be Automated?

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AI Exposure Risk

62%

“Data Modeler” 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 Modeler” 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

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

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

  • 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 correct deviations from database development standards.

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

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

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

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

  • Provide technical support to junior staff or clients.

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

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

  • Develop database architectural strategies at the modeling, design and implementation stages to address 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 and document database architectures.

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

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

  • Train users and answer questions.

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

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

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

  • Create and enforce database development standards.

  • 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.

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

Technologies & Software

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