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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

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

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

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

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

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

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

  • Provide technical support to junior staff or clients.

  • Train users and answer questions.

  • Identify and correct deviations from database development standards.

  • Create and enforce database development standards.

  • 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.

  • Document and communicate database schemas, using accepted notations.

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

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

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

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

  • 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.

  • Develop and document database architectures.

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

  • 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.

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

  • 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.

Technologies & Software

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