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Automation Risk Analysis

Will “Data Engineer” be Automated?

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AI Exposure Risk

62%

“Data Engineer” 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 Engineer” 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.

  • 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.

  • Create and enforce database development standards.

  • Document and communicate database schemas, using accepted notations.

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

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

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

  • Develop and document database architectures.

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

  • 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.

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

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

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

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

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

  • Train users and answer questions.

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

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

  • 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.

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

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

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

  • Identify and correct deviations from database development standards.

Technologies & Software

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