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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

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

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

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

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

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

  • Identify and correct deviations from database development standards.

  • Document and communicate database schemas, using accepted notations.

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

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

  • Create and enforce database development standards.

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

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

  • 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.

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

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

  • Train users and answer questions.

  • Provide technical support to junior staff or clients.

  • Develop and document database architectures.

  • Work as part of a project team to coordinate database development and determine project scope and limitations.

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

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

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

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

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

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

Technologies & Software

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