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How a database architect can use AI, task by task

O*NET 15-1243.00: Database ArchitectsMedian pay $139,500/year (BLS, May 2025)25 tasksJob Zone 4: Considerable preparation

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.

Type your own title and every prompt on this page updates to match. Also called: Data Architect, Data Engineer, Data Officer, Database Analyst, Database Architect, Database Consultant, Database Developer, Database Programmer, Enterprise Architect, Information Architect.

Where AI fits in this job

AI-ready 26%AI-assist 69%Stays human 5%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 6 AI-ready, 18 AI-assist and 1 human-led tasks out of 25. This measures where AI can help, not whether the job will disappear.

Information & paperwork
Thinking & planning
People & communication
Leading & teaching
Hands-on & physical

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

  1. Work as part of a project team to coordinate database development and determine project scope and limitations.Lead people · Weekly

AI can draft these 6

AI produces a usable first pass. You review it, fix it and own it.

Develop and document database architectures.

Weekly

AI writes the first draft from your notes; you check every fact.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 50% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a database architect. Part of my job is to develop and document database architectures.

Context: We use Microsoft SharePoint and Microsoft Word.
Here's what I have for the database architectures: [rough notes, the facts, figures and decisions behind it]

Write a clear first draft that I can check and finish. Keep it [one page / short / formal], laid out so I can paste it into Microsoft SharePoint or Microsoft Word. Use headings if they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Draft the database architectures

Step 1Pull up the last database architectures you did, or jot 5 rough bullets for the next one.
Step 2Paste the prompt and put those bullets in [rough notes]. Pick the length in [one page / short / formal] to match what goes into Microsoft SharePoint or Microsoft Word.
Step 3Fix every [CHECK] against your source and anything else that's wrong, then compare the time with writing the database architectures from scratch.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 4.5/5 · core task · O*NET work activity: Create databases to store electronic data.. Also involves: Document technical specifications or requirements..

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

Weekly

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a database architect. Part of my job is to develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements.

Context: We use Microsoft SharePoint and Microsoft Word.
Data: [databases, archives, queries]
Needs: [access, backup, quality]

Draft procedures with roles, steps and controls. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Data management procedure

Step 1Pick a real example: the next time you develop database architectural strategies (this week).
Step 2Fill in [Data] and [Needs] with the real details, then run the prompt.
Step 3Walk through the procedure with one person who'll use it.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 4.5/5 · core task · O*NET work activity: Develop procedures for data management..

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

Weekly

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a database architect. Part of my job is to develop methods for integrating different products so they work properly together, such as customizing commercial databases to fit specific needs.

Context: We use Microsoft SharePoint and Microsoft Word.
System: [web, health IT, ERP interface]
Goals: [integration, adoption]

Draft guidelines for introducing and evaluating the system. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Implementation guidelines

Step 1Pick a real example: the next time you develop methods for integrating different products (this week).
Step 2Fill in [System] and [Goals] with the real details, then run the prompt.
Step 3Check every fact, name and number against your source before it goes anywhere.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 4.0/5 · core task · O*NET work activity: Develop guidelines for system implementation..

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

Weekly

AI writes, explains and tests code you review.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 61% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI coding assistants can write, explain, test and refactor code from a plain description. You review, test and own what ships.

Ready-to-use prompt

I work as a database architect. Part of my job is to write and code logical and physical database descriptions, and specify identifiers of database to management system or direct others in coding descriptions.

Context: We use Microsoft Azure software and Apache Kafka; the work draws on engineering and technology, design and computers and electronics.
Language and context: [language, existing code]
Goal: [what it should do]
Constraints: [style, performance, security]

Propose an approach, then write the code with comments and tests. Propose the approach first, then the code with comments and tests, and point out security risks.

10-minute exercise: Write code

Step 1Pick a real example: the next time you write and code logical and physical database descriptions (this week).
Step 2Fill in [Language and context], [Goal] and [Constraints] with the real details, then run the prompt.
Step 3Run the tests yourself and read every line before merging.

Don't paste secrets, passwords or proprietary code into tools your employer hasn't approved.

Importance 3.5/5 · core task · O*NET work activity: Write computer programming code.. Also involves: Develop database parameters or specifications..

Identify and correct deviations from database development standards.

Monthly

AI walks through likely causes and fixes.

Show prompt & steps

Describe the symptoms and error messages and AI walks you through likely causes and step-by-step fixes, most likely first.

Ready-to-use prompt

I work as a database architect. Part of my job is to identify and correct deviations from database development standards.

Context: We use Linux and UNIX; the work draws on engineering and technology, design and computers and electronics.
Software: [describe]
Problem: [symptoms]

List diagnostic steps and fixes. Rank causes from most to least likely with a quick test for each, and flag safety risks.

10-minute exercise: Software problem diagnosis

Step 1Pick a real example: the next time you identify and correct deviations.
Step 2Fill in [Software] and [Problem] with the real details, then run the prompt.
Step 3Test the most likely cause first, and stop at anything it flags as a safety risk.

Never follow AI repair steps that bypass safety procedures, lockout/tagout or manufacturer guidance.

Importance 3.6/5 · core task · O*NET work activity: Resolve computer software problems..

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

Monthly

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a database architect. Part of my job is to develop or maintain archived procedures, procedural codes, or queries for applications.

Context: We use Microsoft SharePoint and Microsoft Word.
Data: [databases, archives, queries]
Needs: [access, backup, quality]

Draft procedures with roles, steps and controls. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Data management procedure

Step 1Pick a real example: the next time you develop or maintain archived procedures, procedural codes and queries.
Step 2Fill in [Data] and [Needs] with the real details, then run the prompt.
Step 3Walk through the procedure with one person who'll use it.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 3.2/5 · core task · O*NET work activity: Develop procedures for data management..

AI can help you prep these 18

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

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

Daily

AI drafts clear messages and talking points.

Show prompt & steps

AI can draft updates, emails and talking points so your message is clear and complete. Relationships and real-time calls are yours.

Ready-to-use prompt

I work as a database architect. Part of my job is to collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements.

Product or system: [describe]
Stakeholders: [users, management]

Draft questions to settle requirements. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

10-minute exercise: Specification discussion

Step 1Pick a real example: the next time you collaborate with system architects, software architects and design analysts (today).
Step 2Fill in [Product or system] and [Stakeholders] with the real details, then run the prompt.
Step 3Edit it until it sounds like you, then send it yourself.

Never let AI send messages for you. Read every word, because tone mistakes cost trust.

Importance 4.5/5 · core task · O*NET work activity: Collaborate with others to determine design specifications or details..

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

Weekly

AI drafts scripts and configs; design and security are yours.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 60% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can draft configurations, scripts and test cases and explain unfamiliar systems. Architecture and security decisions need your expertise.

Ready-to-use prompt

I work as a database architect. Part of my job is to design databases to support business applications, ensuring system scalability, security, performance, and reliability.

Context: We use Microsoft Azure software and Apache Kafka; the work draws on engineering and technology, design and computers and electronics.
What to store: [appraisals, records, inventory]
How it's used: [searches, reports]

Design tables and fields, and give setup steps for a spreadsheet or database tool, plus example queries.

10-minute exercise: Build a simple database

Step 1Pick a real example: the next time you design databases (this week).
Step 2Fill in [What to store] and [How it's used] with the real details, then run the prompt.
Step 3Run the tests yourself and read every line before you'd use it.

Don't paste secrets, passwords or proprietary code into tools your employer hasn't approved.

Importance 4.4/5 · core task · O*NET work activity: Create databases to store electronic data..

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.

Weekly

AI drafts scripts and configs; design and security are yours.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 34% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can draft configurations, scripts and test cases and explain unfamiliar systems. Architecture and security decisions need your expertise.

Ready-to-use prompt

I work as a database architect. Part of my job is to 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.

Context: We use Microsoft Azure software and Apache Kafka; the work draws on engineering and technology, design and computers and electronics.
What to store: [appraisals, records, inventory]
How it's used: [searches, reports]

Design tables and fields, and give setup steps for a spreadsheet or database tool, plus example queries.

10-minute exercise: Build a simple database

Step 1Pick a real example: the next time you design database applications (this week).
Step 2Fill in [What to store] and [How it's used] with the real details, then run the prompt.
Step 3Run the tests yourself and read every line before you'd use it.

Don't paste secrets, passwords or proprietary code into tools your employer hasn't approved.

Importance 4.1/5 · core task · O*NET work activity: Create databases to store electronic data.. Also involves: Develop database parameters or specifications..

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

Weekly

AI does the arithmetic and suggests what to look at; the conclusions are yours.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 52% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a database architect. Part of my job is to develop data models for applications, metadata tables, views or related database structures.

Context: We use Tableau and Microsoft Power BI; the work draws on engineering and technology, design and computers and electronics.
System: [network, communications]
Requirements: [users, traffic, reliability]

Draft conceptual and logical designs with capacity calculations. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Network or system model

Step 1Pick a real example: the next time you develop data models (this week).
Step 2Fill in [System] and [Requirements] with the real details, then run the prompt.
Step 3Check the capacity math yourself before ordering hardware.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 4.1/5 · core task · O*NET work activity: Develop models of information or communications systems.. Also involves: Design computer modeling or simulation programs..

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

Weekly

AI does the arithmetic and suggests what to look at; the conclusions are yours.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 20% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a database architect. Part of my job is to develop data model describing data elements and their use, following procedures and using pen, template or computer software.

Context: We use Tableau and Microsoft Power BI; the work draws on engineering and technology, design and computers and electronics.
System: [network, communications]
Requirements: [users, traffic, reliability]

Draft conceptual and logical designs with capacity calculations. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Network or system model

Step 1Pick a real example: the next time you develop data model describing data elements and their use (this week).
Step 2Fill in [System] and [Requirements] with the real details, then run the prompt.
Step 3Check the capacity math yourself before ordering hardware.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 4.0/5 · core task · O*NET work activity: Develop models of information or communications systems..

Document and communicate database schemas, using accepted notations.

Monthly

AI drafts clear messages and talking points.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 63% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can draft updates, emails and talking points so your message is clear and complete. Relationships and real-time calls are yours.

Ready-to-use prompt

I work as a database architect. Part of my job is to document and communicate database schemas, using accepted notations.

Context: We use Microsoft SharePoint and Teradata Database.
Project: [describe]
Audience: [staff, customers, engineers]

Draft a summary or presentation outline. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

10-minute exercise: Project communication

Step 1Pick a real example: the next time you document and communicate database schemas.
Step 2Fill in [Project] and [Audience] with the real details, then run the prompt.
Step 3Edit it until it sounds like you, then send it yourself.

Never let AI send messages for you. Read every word, because tone mistakes cost trust.

Importance 4.0/5 · core task · O*NET work activity: Communicate project information to others.. Also involves: Document design or development procedures..

Create and enforce database development standards.

Monthly

AI drafts the structure and wording; the specifics and sign-off are yours.

Show prompt & steps

AI can draft the structure and standard wording. The specifics, the judgment calls and the sign-off are yours.

Ready-to-use prompt

I work as a database architect. Part of my job is to create and enforce database development standards.

Context: We use Microsoft SharePoint and Microsoft Word.
Area: [web, systems]
Goals: [describe]

Draft KPIs with definitions and targets. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: IT performance metrics

Step 1Pick a real example: the next time you create and enforce database development standards.
Step 2Fill in [Area] and [Goals] with the real details, then run the prompt.
Step 3Check every fact, name and number against your source before it goes anywhere.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 4.0/5 · core task · O*NET work activity: Develop performance metrics or standards related to information technology.. Also involves: Develop procedures for data management..

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

Weekly

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a database architect. Part of my job is to test programs or databases, correct errors, and make necessary modifications.

Context: We use SAS and The MathWorks MATLAB; the work draws on engineering and technology, design and computers and electronics.
Database: [type, size]
Symptoms: [slow queries, errors]

List checks, likely causes and fixes, with example queries to diagnose. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Database performance review

Step 1Pick a real example: the next time you test programs or databases (this week).
Step 2Fill in [Database] and [Symptoms] with the real details, then run the prompt.
Step 3Run one diagnostic query in a test environment.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 3.6/5 · core task · O*NET work activity: Assess database performance.. Also involves: Modify software programs to improve performance..

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

Monthly

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a database architect. Part of my job is to identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management.

Context: We use Tableau and Microsoft Power BI; the work draws on engineering and technology, design and computers and electronics.
Data: [paste table]
Question: [what relationships matter]

Analyze correlations and trends with code or formulas. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Find trends and relationships

Step 1Pick a real example: the next time you identify and evaluate industry trends.
Step 2Fill in [Data] and [Question] with the real details, then run the prompt.
Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 3.9/5 · core task · O*NET work activity: Analyze data to identify trends or relationships among variables.. Also involves: Analyze market or customer related data..

Provide technical support to junior staff or clients.

Weekly

AI helps you prepare clearer wording and likely questions.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 56% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Use AI to prepare: simpler wording, analogies, likely questions and a one-page handout. The conversation itself is yours.

Ready-to-use prompt

I work as a database architect. Part of my job is to provide technical support to junior staff or clients.

Context: The work draws on engineering and technology, design and computers and electronics.
Software: [describe]
Common problems: [list]

Write clear fixes and when to escalate. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Software support answers

Step 1Pick a real example: the next time you provide technical support (this week). Leave out names and identifying details.
Step 2Fill in [Software] and [Common problems] with the real details, then run the prompt.
Step 3Check every answer is right for your workplace before you share it.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 3.2/5 · core task · O*NET work activity: Provide technical support for software maintenance or use..

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

Monthly

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a database architect. Part of my job is to demonstrate database technical functionality, such as performance, security and reliability.

Context: We use SAS and The MathWorks MATLAB; the work draws on engineering and technology, design and computers and electronics.
Database: [type, size]
Symptoms: [slow queries, errors]

List checks, likely causes and fixes, with example queries to diagnose. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Database performance review

Step 1Pick a real example: the next time you demonstrate database technical functionality.
Step 2Fill in [Database] and [Symptoms] with the real details, then run the prompt.
Step 3Run one diagnostic query in a test environment.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 3.8/5 · core task · O*NET work activity: Assess database performance..

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

Monthly

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a database architect. Part of my job is to review project requests describing database user needs to estimate time and cost required to accomplish project.

Context: We use Tableau and Microsoft Power BI; the work draws on engineering and technology, design and computers and electronics.
Project: [describe]
Inputs: [tasks, rates, materials]

Build an estimate table with assumptions and formulas. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Time and cost estimate

Step 1Pick a real example: the next time you review project requests describing database user needs.
Step 2Fill in [Project] and [Inputs] with the real details, then run the prompt.
Step 3Recompute the most important number yourself before you trust the rest. Recompute every total yourself.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Double-check every number. AI can make arithmetic and rounding mistakes.

Importance 3.5/5 · core task · O*NET work activity: Estimate time or monetary resources needed to complete projects..

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

Monthly

AI drafts scripts and configs; design and security are yours.

Show prompt & steps

AI can draft configurations, scripts and test cases and explain unfamiliar systems. Architecture and security decisions need your expertise.

Ready-to-use prompt

I work as a database architect. Part of my job is to develop load-balancing processes to eliminate down time for backup processes.

Context: We use Microsoft Azure software and Apache Kafka; the work draws on engineering and technology, design and computers and electronics.
Systems and data: [describe]
Requirements: [frequency, retention]

Design a backup and restore procedure with scripts. Propose the approach first, then the code with comments and tests, and point out security risks.

10-minute exercise: Backup plan

Step 1Pick a real example: the next time you develop load-balancing processes.
Step 2Fill in [Systems and data] and [Requirements] with the real details, then run the prompt.
Step 3Do a test restore. A backup you haven't restored isn't a backup.

Don't paste secrets, passwords or proprietary code into tools your employer hasn't approved.

Importance 3.7/5 · core task · O*NET work activity: Create electronic data backup to prevent loss of information..

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

Monthly

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a database architect. Part of my job is to identify, evaluate and recommend hardware or software technologies to achieve desired database performance.

Context: We use SAS and The MathWorks MATLAB; the work draws on engineering and technology, design and computers and electronics.
Need: [what we want to do]
Candidates: [tools]

Compare features, cost, integration and risks in a table, and suggest a trial plan. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Software or tool evaluation

Step 1Pick a real example: the next time you identify, evaluate and recommend hardware or software technologies.
Step 2Fill in [Need] and [Candidates] with the real details, then run the prompt.
Step 3Check pricing and features on vendor sites.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 3.7/5 · core task · O*NET work activity: Evaluate utility of software or hardware technologies.. Also involves: Provide recommendations to others about computer hardware..

Set up database clusters, backup, or recovery processes.

A few times a year

AI drafts scripts and configs; design and security are yours.

Show prompt & steps

AI can draft configurations, scripts and test cases and explain unfamiliar systems. Architecture and security decisions need your expertise.

Ready-to-use prompt

I work as a database architect. Part of my job is to set up database clusters, backup, or recovery processes.

Context: We use Microsoft Azure software and Apache Kafka; the work draws on engineering and technology, design and computers and electronics.
Database: [purpose, platform]
Needs: [data definitions, clustering, backup, recovery]

Draft specifications, data dictionary entries, and backup and recovery procedures with scripts. Propose the approach first, then the code with comments and tests, and point out security risks.

10-minute exercise: Database specification

Step 1Pick a real example: the next time you set up database clusters, backup and recovery processes.
Step 2Fill in [Database] and [Needs] with the real details, then run the prompt.
Step 3Run the tests yourself and read every line before you'd use it.

Don't paste secrets, passwords or proprietary code into tools your employer hasn't approved.

Importance 3.9/5 · core task · O*NET work activity: Develop database parameters or specifications..

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

Monthly

AI drafts scripts and configs; design and security are yours.

Show prompt & steps

AI can draft configurations, scripts and test cases and explain unfamiliar systems. Architecture and security decisions need your expertise.

Ready-to-use prompt

I work as a database architect. Part of my job is to plan and install upgrades of database management system software to enhance database performance.

Context: [Microsoft Azure software or Apache Kafka; what exists already]
Goal: [what it should do, i.e. enhance database performance]
Constraints: [security, performance, style rules]

Propose an approach first, in 5 bullets max. Then write the code with comments, plus tests that prove it works. Point out any security risks.

10-minute exercise: Pair-program: upgrades of database management system software

Step 1Pick one small, real piece of work where you plan and install upgrades of database management system software.
Step 2Fill in [Context], [Goal] and [Constraints], ask for the approach first, and push back on anything you disagree with.
Step 3Run the tests yourself and read every line before you'd use it.

Don't paste secrets, passwords or proprietary code into tools your employer hasn't approved.

Importance 3.7/5 · core task · O*NET work activity: Install computer software.. Also involves: Create databases to store electronic data..

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

Monthly

AI drafts scripts and configs; design and security are yours.

Show prompt & steps

AI can draft configurations, scripts and test cases and explain unfamiliar systems. Architecture and security decisions need your expertise.

Ready-to-use prompt

I work as a database architect. Part of my job is to establish and calculate optimum values for database parameters, using manuals and calculators.

Context: We use Microsoft Azure software and Apache Kafka; the work draws on engineering and technology, design and computers and electronics.
Database: [purpose, platform]
Needs: [data definitions, clustering, backup, recovery]

Draft specifications, data dictionary entries, and backup and recovery procedures with scripts. Propose the approach first, then the code with comments and tests, and point out security risks.

10-minute exercise: Database specification

Step 1Pick a real example: the next time you establish and calculate optimum values.
Step 2Fill in [Database] and [Needs] with the real details, then run the prompt.
Step 3Run the tests yourself and read every line before you'd use it.

Don't paste secrets, passwords or proprietary code into tools your employer hasn't approved.

Importance 3.1/5 · core task · O*NET work activity: Develop database parameters or specifications..

Train users and answer questions.

Monthly

AI preps the materials; reading the room is you.

Show prompt & steps

AI preps the materials: lesson outlines, quizzes, examples, practice scenarios. Reading the room and coaching people is still you.

Ready-to-use prompt

I work as a database architect. Part of my job is to train users and answer questions.

Context: We use Microsoft PowerPoint and Structured query language SQL; the work draws on engineering and technology, design and computers and electronics.
System: [describe]
Users: [describe]

Plan training with hands-on tasks and a cheat sheet. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Software training

Step 1Pick a real example: the next time you train users.
Step 2Fill in [System] and [Users] with the real details, then run the prompt.
Step 3Check users can complete a real task.

Check that every procedure in the material matches your workplace's actual standards.

Importance 2.5/5 · O*NET work activity: Train others in computer interface or software use..

These stay human 1

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

📏 Measured in this job (O*NET work context): Face-to-face discussions: once a week or more but not every day · Contact with others: contact with others most of the time · Impact of decisions: important results

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

Weekly

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a database architect. Part of my job is to work as part of a project team to coordinate database development and determine project scope and limitations.

Context: The work draws on engineering and technology, design and computers and electronics.
Project: [describe]
Teams: [describe]

Plan coordination and decisions needed. Give me the key message in 2 sentences, how people might react, and how to respond to each.

10-minute exercise: Cross-team project coordination

Step 1Pick a real example: the next time you coordinate database development (this week).
Step 2Fill in [Project] and [Teams] with the real details, then run the prompt.
Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 3.9/5 · core task · O*NET work activity: Coordinate project activities with other personnel or departments..

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Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

Stays human Deepen these

They power the human-led work, which is the part of the job AI can't take over.

  • Active Learningimportance 3.2/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Time Managementimportance 3.0/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Learning Strategiesimportance 2.9/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Persuasionimportance 2.9/5
    Used in: Guiding, Directing, and Motivating Subordinates

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

  • Reading Comprehensionimportance 3.9/5
    Used in: Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
  • Critical Thinkingimportance 3.9/5
    Used in: Thinking Creatively
  • Writingimportance 3.1/5
    Used in: Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
  • Instructingimportance 2.9/5
    Used in: Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

  • Software Developers13% human-led · Same preparation · $135,980/yr · usually bachelor's degreeSkills to build: Technology Design
  • Blockchain Engineers0% human-led · Same preparation · $116,580/yr · usually bachelor's degreeYour skills already line up
  • Computer and Information Systems Managers30% human-led · Same preparation · $175,140/yr · usually bachelor's degreeSkills to build: Management of Financial Resources, Management of Personnel Resources, Coordination

Getting into this job

Bachelor's degree is most common (76% of workers)

  • Certificate or some college 5%
  • Bachelor's 81%
  • Graduate degree 14%
  • On-the-job training: 3–6 months
  • Related experience: 4–6 years

What workers in this job report, from O*NET surveys (typical values).

Software in this job

In-demand tools from O*NET. Many now have AI built in, so check what yours can do before adding a new tool.

Adobe AcrobatAJAXAmazon DynamoDBAmazon Elastic Compute Cloud EC2Amazon RedshiftAmazon Web Services AWS CloudFormationAmazon Web Services AWS softwareAnsible softwareApache AirflowApache CassandraApache HadoopApache Hive