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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

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

  • Develop and document database architectures.

  • Identify and correct deviations from database development standards.

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

  • Train users and answer questions.

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

  • Create and enforce database development standards.

  • 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.

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

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

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

  • Provide technical support to junior staff or clients.

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

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

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

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

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

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

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

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

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

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

  • Document and communicate database schemas, using accepted notations.

Technologies & Software

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