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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

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

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

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

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

  • Document and communicate database schemas, using accepted notations.

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

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

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

  • Develop and document database architectures.

  • Provide technical support to junior staff or clients.

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

  • Train users and answer questions.

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

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

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

  • Create and enforce database development standards.

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

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

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

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

  • 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.

  • Identify and correct deviations from database development standards.

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

Technologies & Software

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