JOB REPORT / 15-1243 · 43 TASKS

Database Architects.

Can AI do the work of Database Architects?

Mostly it works alongside you. Here is what shifts, task by task.

YOUR EXPERIENCE MATTERS

How does this fit your work?

How many tasks do you use AI to assist with at work?

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The mark shows what’s typical for this job.

The parts of your job AI can already do most of:

Identify and correct deviations from database development standards
Verify the structure, accuracy, or quality of warehouse data
Develop data model describing data elements and their use…

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A guided certificate program in AI-assisted Database Architects work. It covers the 43 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

43 of 43 tasks reviewed

We went through all 43 core tasks in this job, one at a time.

Task by task, from the work Database Architects actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.

TASK 01
Identify and correct deviations from database development standards.
AI DOES
Scans schemas, queries, and scripts to flag naming violations, missing indexes, poor data types, and style inconsistencies
YOU DO
Weigh trade-offs, understand legacy constraints, and approve changes that could break live systems
TASK 02
Verify the structure, accuracy, or quality of warehouse data.
AI DOES
Scans tables for missing values, duplicates, schema mismatches, and outliers
YOU DO
Define what quality standards matter and judge whether flagged issues are real problems
TASK 03
Develop data model describing data elements and their use, following procedures and using pen, template or computer software.
AI DOES
Suggests entity relationships, generates schema drafts, and flags naming inconsistencies
YOU DO
Understand business context and decide which trade-offs actually fit the organization
TASK 04
Write and code logical and physical database descriptions, and specify identifiers of database to management system or direct others in coding descriptions.
AI DOES
Drafts table definitions, suggests indexes, and generates DDL scripts from plain-language descriptions
YOU DO
Validate that the design truly fits business logic, security rules, and real-world performance demands
TASK 05
Test software systems or applications for software enhancements or new products.
AI DOES
Generates test cases, writes automated test scripts, and spots data anomalies
YOU DO
Decide what edge cases truly matter for your specific warehouse design
TASK 06
Develop methods for integrating different products so they work properly together, such as customizing commercial databases to fit specific needs.
AI DOES
Drafts integration code, suggests data mapping strategies, and flags compatibility issues
YOU DO
Understand the unique business context and make tradeoff decisions that fit real constraints
TASK 07
Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management.
AI DOES
Scans articles, reports, and forums to surface emerging database trends and summarize key findings fast
YOU DO
Apply business context and judgment to decide which trends actually matter for your organization
TASK 08
Review designs, codes, test plans, or documentation to ensure quality.
AI DOES
Flags bugs, style issues, and gaps in test coverage automatically
YOU DO
Judge whether the design truly fits what the business needs
TASK 09
Create plans, test files, and scripts for data warehouse testing, ranging from unit to integration testing.
AI DOES
Drafts test scripts, generates sample test data, and suggests unit and integration test cases from schema descriptions
YOU DO
Validate that tests match real business logic and catch edge cases unique to your data warehouse
TASK 10
Select methods, techniques, or criteria for data warehousing evaluative procedures.
AI DOES
Suggests evaluation methods, compares criteria, and drafts assessment frameworks based on best practices
YOU DO
Apply judgment about your organization's real priorities, risks, and tradeoffs
TASK 11
Establish and calculate optimum values for database parameters, using manuals and calculators.
AI DOES
Looks up parameter definitions, suggests benchmark values, and runs calculations fast
YOU DO
Apply deep knowledge of your specific system's workload, hardware limits, and business goals
TASK 12
Design databases to support business applications, ensuring system scalability, security, performance, and reliability.
AI DOES
Drafts schema designs, suggests indexing strategies, generates SQL scripts, and checks for common performance or security issues
YOU DO
Talk to stakeholders, weigh real-world trade-offs, and own decisions about scalability and risk
TASK 13
Work as part of a project team to coordinate database development and determine project scope and limitations.
AI DOES
Drafts scope outlines, summarizes requirements, and suggests schema designs
YOU DO
Negotiate priorities and align diverse team members around shared goals
TASK 14
Develop load-balancing processes to eliminate down time for backup processes.
AI DOES
Drafts load-balancing strategies, generates sample scripts, and explains tradeoffs between approaches
YOU DO
Test designs against your real systems and own the final architecture decisions
TASK 15
Plan and install upgrades of database management system software to enhance database performance.
AI DOES
Researches upgrade options, drafts upgrade plans, generates migration scripts, and flags compatibility issues
YOU DO
Test in your real environment and make the final call on risk before touching production
TASK 16
Review project requests describing database user needs to estimate time and cost required to accomplish project.
AI DOES
Drafts initial time and cost breakdowns from project descriptions
YOU DO
Apply hands-on experience to validate assumptions and catch hidden complexity
TASK 17
Provide technical support to junior staff or clients.
AI DOES
Drafts clear explanations, suggests fixes, and pulls up relevant documentation instantly
YOU DO
Listen carefully and adapt your answer to what that specific person truly understands
TASK 18
Set up database clusters, backup, or recovery processes.
AI DOES
Drafts cluster config scripts, suggests backup schedules, and flags common setup mistakes
YOU DO
Test real recovery scenarios and adapt setups to your specific systems and risk needs
TASK 19SOURCE-BACKED TASK
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.
AI DOES
Generates code from prompts and fixes bugs
YOU DO
Design the solution and own quality
About this analysis
67% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 20SOURCE-BACKED TASK
Test programs or databases, correct errors, and make necessary modifications.
AI DOES
Runs automated tests and flags common bugs
YOU DO
Decide which fixes matter most
About this analysis
57% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 21SOURCE-BACKED TASK
Train users and answer questions.
AI DOES
Creates training materials and answers common questions
YOU DO
Read learners and adapt on the spot
About this analysis
49% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 22SOURCE-BACKED TASK
Map data between source systems, data warehouses, and data marts.
AI DOES
Generates mapping rules and transforms data formats
YOU DO
Validate business logic and data quality
About this analysis
47% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 23SOURCE-BACKED TASK
Develop and implement data extraction procedures from other systems, such as administration, billing, or claims.
AI DOES
Writes extraction scripts and maps data fields
YOU DO
Design the logic and validate results
About this analysis
43% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 24SOURCE-BACKED TASK
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.
AI DOES
Generates database schemas and basic interface code
YOU DO
Design for real user needs and performance
About this analysis
42% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 25SOURCE-BACKED TASK
Develop data warehouse process models, including sourcing, loading, transformation, and extraction.
AI DOES
Generates ETL code and suggests data flow patterns
YOU DO
Design the architecture and business rules
About this analysis
41% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 26SOURCE-BACKED TASK
Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow.
AI DOES
Generates initial diagrams and metadata templates
YOU DO
Define what relationships actually matter
About this analysis
38% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 27SOURCE-BACKED TASK
Develop data models for applications, metadata tables, views or related database structures.
AI DOES
Generates schema templates and suggests table structures
YOU DO
Design for performance and business needs
About this analysis
35% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 28SOURCE-BACKED TASK
Design and implement warehouse database structures.
AI DOES
Generates schema templates and suggests table relationships
YOU DO
Design for real business needs
About this analysis
34% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 29SOURCE-BACKED TASK
Develop or maintain archived procedures, procedural codes, or queries for applications.
AI DOES
Generates code templates and suggests query optimizations
YOU DO
Design the logic and test thoroughly
About this analysis
34% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 30SOURCE-BACKED TASK
Prepare functional or technical documentation for data warehouses.
AI DOES
Generates documentation templates and technical specs
YOU DO
Ensure clarity and user needs
About this analysis
32% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 31SOURCE-BACKED TASK
Design, implement, or operate comprehensive data warehouse systems to balance optimization of data access with batch loading and resource utilization factors, according to customer requirements.
AI DOES
Generates schema designs and optimizes query performance
YOU DO
Balance trade-offs for each customer's needs
About this analysis
31% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 32SOURCE-BACKED TASK
Develop and document database architectures.
AI DOES
Suggests schemas and generates documentation templates
YOU DO
Design for real business needs
About this analysis
30% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 33SOURCE-BACKED TASK
Implement business rules via stored procedures, middleware, or other technologies.
AI DOES
Generates code templates and suggests rule logic
YOU DO
Design the architecture and business flow
About this analysis
28% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 34SOURCE-BACKED TASK
Document and communicate database schemas, using accepted notations.
AI DOES
Generates schema diagrams and documentation drafts
YOU DO
Ensure clarity for your specific audience
About this analysis
26% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 35SOURCE-BACKED TASK
Identify, evaluate and recommend hardware or software technologies to achieve desired database performance.
AI DOES
Scans options and suggests performance improvements
YOU DO
Decide what fits your real needs
About this analysis
26% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 36SOURCE-BACKED TASK
Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements.
AI DOES
Suggests schemas and optimization patterns
YOU DO
Choose what fits the business reality
About this analysis
25% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 37SOURCE-BACKED TASK
Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements.
AI DOES
Gathers requirements and maps stakeholder perspectives
YOU DO
Bridge different viewpoints into shared vision
About this analysis
22% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 38SOURCE-BACKED TASK
Provide or coordinate troubleshooting support for data warehouses.
AI DOES
Diagnoses common issues and suggests solutions
YOU DO
Prioritize fixes and guide the team
About this analysis
22% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 39SOURCE-BACKED TASK
Create and enforce database development standards.
AI DOES
Suggests standards and checks code compliance
YOU DO
Set priorities and handle exceptions
About this analysis
21% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 40SOURCE-BACKED TASK
Demonstrate database technical functionality, such as performance, security and reliability.
AI DOES
Generates test scripts and monitors performance metrics
YOU DO
Interpret results and explain business impact
About this analysis
18% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 41SOURCE-BACKED TASK
Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.
AI DOES
Generates code snippets and suggests debugging fixes
YOU DO
Design the system and choose the approach
About this analysis
17% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 42SOURCE-BACKED TASK
Develop or maintain standards, such as organization, structure, or nomenclature, for the design of data warehouse elements, such as data architectures, models, tools, and databases.
AI DOES
Suggests patterns and flags inconsistencies in schemas
YOU DO
Set the vision and business rules
About this analysis
0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 43SOURCE-BACKED TASK
Create or implement metadata processes and frameworks.
AI DOES
Suggests metadata schemas and generates sample tags
YOU DO
Design the framework for your goals
About this analysis
0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

START LEARNING AI

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Use your judgment.

There are 43 short lessons for this job, about 15 minutes each. Each one starts from a task above and teaches the part that stays with you.

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AT A GLANCE

Occupation: Database Architects
SOC code: 15-1243
Tasks reviewed: 43 of 43

How we assess

PAY & OUTLOOK

Compare pay by state

Median pay (national): $139,500 · BLS OEWS 2025
Median pay (Colorado): $154,560 · BLS OEWS 2025
Employed (national): 67,140
Employed in Colorado: 1,950
Job outlook: +8.7% by 2034 · ~4,000 openings/yr

Wages from the U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics. National figures cover the United States. Job outlook is national.

How does this fit your work?

Earn a certificate in your job

Your job, task by task.

Identify and correct deviations from database development standards.

Verify the structure, accuracy, or quality of warehouse data.

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

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

Test software systems or applications for software enhancements or new products.

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.

Review designs, codes, test plans, or documentation to ensure quality.

Create plans, test files, and scripts for data warehouse testing, ranging from unit to integration testing.

Select methods, techniques, or criteria for data warehousing evaluative procedures.

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.

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

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

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

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

Provide technical support to junior staff or clients.

Set up database clusters, backup, or recovery processes.

Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.

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

Train users and answer questions.

Map data between source systems, data warehouses, and data marts.

Develop and implement data extraction procedures from other systems, such as administration, billing, or claims.

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 data warehouse process models, including sourcing, loading, transformation, and extraction.

Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow.

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

Design and implement warehouse database structures.

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

Prepare functional or technical documentation for data warehouses.

Design, implement, or operate comprehensive data warehouse systems to balance optimization of data access with batch loading and resource utilization factors, according to customer requirements.

Develop and document database architectures.

Implement business rules via stored procedures, middleware, or other technologies.

Document and communicate database schemas, using accepted notations.

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

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

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

Provide or coordinate troubleshooting support for data warehouses.

Create and enforce database development standards.

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

Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.

Develop or maintain standards, such as organization, structure, or nomenclature, for the design of data warehouse elements, such as data architectures, models, tools, and databases.

Create or implement metadata processes and frameworks.

Practice AI.Use your judgment.

Practice AI.
Use your judgment.