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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

  • Document and communicate database schemas, using accepted notations.

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

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

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

  • 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.

  • Train users and answer questions.

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

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

  • Create and enforce database development standards.

  • Provide technical support to junior staff or clients.

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

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

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

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

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

  • Develop and document database architectures.

  • 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.

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

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

  • Identify and correct deviations from database development standards.

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

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

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

Technologies & Software

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