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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

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

  • Identify and correct deviations from database development standards.

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

  • Create and enforce database development standards.

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

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

  • 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.

  • 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.

  • Provide technical support to junior staff or clients.

  • Train users and answer questions.

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

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

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

  • Develop and document database architectures.

  • 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.

  • Document and communicate database schemas, using accepted notations.

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

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

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

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

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

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

Technologies & Software

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