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Automation Risk Analysis

Will “Big Data Engineer” be Automated?

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AI Exposure Risk

62%

“Big 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%

“Big 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

  • Provide technical support to junior staff or clients.

  • 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.

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

  • 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.

  • Train users and answer questions.

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

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

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

  • 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.

  • Identify and correct deviations from database development standards.

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

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

  • Create and enforce database development standards.

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

  • Develop and document database architectures.

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

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

  • Document and communicate database schemas, using accepted notations.

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

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

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

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

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

Technologies & Software

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