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Automation Risk Analysis

Will “Data Miner” be Automated?

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AI Exposure Risk

62%

“Data Miner” 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 Miner” 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

  • 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.

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

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

  • Create and enforce database development standards.

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

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

  • 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.

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

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

  • Document and communicate database schemas, using accepted notations.

  • Provide technical support to junior staff or clients.

  • Train users and answer questions.

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

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

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

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

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

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

  • Develop and document database architectures.

  • Identify and correct deviations from database development standards.

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

  • 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.

Technologies & Software

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