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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

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

  • Develop and document database architectures.

  • Document and communicate database schemas, using accepted notations.

  • 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.

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

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

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

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

  • 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.

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

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

  • 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.

  • Train users and answer questions.

  • Provide technical support to junior staff or clients.

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

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

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

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

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

  • Identify and correct deviations from database development standards.

Technologies & Software

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