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Automation Risk Analysis

Will “Database Analyst” be Automated?

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AI Exposure Risk

62%

“Database Analyst” 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%

“Database Analyst” 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 database architectural strategies at the modeling, design and implementation stages to address business or industry requirements.

  • 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.

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

  • Provide technical support to junior staff or clients.

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

  • Document and communicate database schemas, using accepted notations.

  • 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.

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

  • Identify and correct deviations from 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.

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

  • Train users and answer questions.

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

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

  • Create and enforce database development standards.

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

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

  • 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.

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

  • Develop and document database architectures.

  • 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.

Technologies & Software

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