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Automation Risk Analysis

Will “Data Analyst” be Automated?

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AI Exposure Risk

62%

“Data 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%

“Data 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

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

  • Identify and correct deviations from database development standards.

  • Provide technical support to junior staff or clients.

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

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

  • 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.

  • 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.

  • Document and communicate database schemas, using accepted notations.

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

  • Develop and document database architectures.

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

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

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

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

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

  • 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.

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

  • Create and enforce database development standards.

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

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

  • Train users and answer questions.

Technologies & Software

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