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Automation Risk Analysis

Will “Data Modeling Specialist” be Automated?

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AI Exposure Risk

62%

“Data Modeling Specialist” 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 Modeling Specialist” 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

  • Provide technical support to junior staff or clients.

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

  • Train users and answer questions.

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

  • 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.

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

  • Develop and document database architectures.

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

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

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

  • Create and enforce database development standards.

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

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

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

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

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

  • 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.

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

  • 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.

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

  • Identify and correct deviations from database development standards.

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

  • Document and communicate database schemas, using accepted notations.

Technologies & Software

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