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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

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

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

  • Train users and answer questions.

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

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

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

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

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

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

  • Identify and correct deviations from database development standards.

  • Document and communicate database schemas, using accepted notations.

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

  • 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.

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

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

  • Develop and document database architectures.

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

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

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

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

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

  • 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.

  • Create and enforce database development standards.

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

Technologies & Software

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