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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

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

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

  • Train users and answer questions.

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

  • Provide technical support to junior staff or clients.

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

  • 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.

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

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

  • Identify and correct deviations from database development standards.

  • Document and communicate database schemas, using accepted notations.

  • 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.

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

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

  • 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.

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

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

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

  • Create and enforce database development standards.

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

  • Develop and document database architectures.

Technologies & Software

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