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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

32%

“Data Miner” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 32% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Database Administrators, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Administer, test, and implement computer databases, applying knowledge of database management systems. Coordinate changes to computer databases. Identify, investigate, and resolve database performance issues, database capacity, and database scalability. May plan, coordinate, and implement security measures to safeguard computer databases.

Avg. Annual Salary $107,440
Avg. Hourly Wage $51.65
Available Jobs (US) 73,180
Job Title & Hierarchy Code (SOC) Database Administrators #15-1242
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Database Administrators”

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Core Skills & Abilities

  • Modify existing databases and database management systems or direct programmers and analysts to make changes.

  • Provide technical support to junior staff or clients.

  • Approve, schedule, plan, and supervise the installation and testing of new products and improvements to computer systems, such as the installation of new databases.

  • Review procedures in database management system manuals to make changes to database.

  • Test changes to database applications or systems.

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

  • Develop data models describing data elements and how they are used, following procedures and using pen, template, or computer software.

  • Plan, coordinate, and implement security measures to safeguard information in computer files against accidental or unauthorized damage, modification or disclosure.

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

  • Revise company definition of data as defined in data dictionary.

  • Develop standards and guidelines for the use and acquisition of software and to protect vulnerable information.

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

  • Review workflow charts developed by programmer analyst to understand tasks computer will perform, such as updating records.

  • Train users and answer questions.

  • Select and enter codes to monitor database performance and to create production databases.

  • Specify users and user access levels for each segment of database.

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

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

Technologies & Software

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