On Tuesday, Jordan uses SQL to pull last quarter's sales, creates charts by region, and explains the results to the marketing team. Which role does Jordan have?

Mina schedules database backups, assigns access permissions, and investigates why a database query has become slow. Which role fits this work?

A school has weak Wi-Fi in one wing, so Devon checks access points, switches, and network traffic. What is Devon's role?

Riley creates user accounts on company servers, applies operating-system updates, and monitors whether server services are running. Which role is this?

After receiving an alert, Casey examines firewall logs and unusual login attempts to decide whether an account was compromised. Which role does Casey have?

Teachers submit tickets because their laptops cannot connect to printers and they need password resets. Who usually handles these requests?

A team member writes code for a new calendar feature, reviews teammates' code, and fixes bugs found during testing. Which role best matches this day?

Before an app is built, Avery interviews students, sketches screen layouts, and watches people try a prototype. What is Avery's role?

Sam follows written test cases, records the exact steps that cause an app to fail, and files bug reports for developers. Which role is this?

Lee programs player movement and scoring, then works with artists to put those features into a playable level. Which role best fits Lee?

Morgan writes the HTML, CSS, and browser-side JavaScript that make an online store's navigation and product cards appear correctly. What is Morgan's role?

A website needs code on its server to check inventory, create orders, and send responses to the browser. Which role does that work?

An entry-level help desk posting asks for a certification covering computer hardware, operating systems, printers, and troubleshooting. Which certification is it requesting?

A security operations job posting asks for certification in security fundamentals, threats, access control, and incident response. Which qualification best matches?

A network technician posting says applicants should configure routers and switches and understand IP networking. Which certification best matches this requirement?

A junior front-end posting asks applicants to show responsive pages they built with HTML, CSS, and JavaScript. What would most directly demonstrate this pathway?

A UX internship asks candidates to show wireframes, prototypes, and evidence that they collected user feedback. What should an applicant provide?

A data internship asks for experience using spreadsheets or SQL to examine data and create clear visualizations. Which preparation best matches the posting?

A junior software developer posting asks candidates to share programs they built and explain how they tested and improved them. What is the most relevant application material?

In one building wing, staff cannot reach shared printers or a shared drive, while other building wings work normally. Whose desk should receive this problem first?

An automated database backup failed overnight, and the company needs to verify that its customer records can be restored. Who should handle it?

A new employee's laptop will not start, and the employee also needs help connecting a monitor and resetting a password. Whose desk is the best first stop?

A server that hosts the school portal needs operating-system patches and a new account for a staff service. Which role should take this task?

An employee receives repeated login prompts from unfamiliar locations, and security logs show failed attempts against many accounts. Who should investigate first?

After a deployment, the server endpoint that processes checkout requests returns errors even though the page layout looks normal. Whose desk should receive the issue?

A released app's Save button sometimes creates duplicate records. Before a developer changes the code, who should reproduce the problem and document exact steps?

A developer has finished a change and wants a teammate to review it before it joins the main codebase. What tool feature should the developer open?

A database administrator needs to learn why one SQL query is taking much longer than usual. Which tool or feature is most useful?

A network administrator wants to see the sequence of network hops between a computer and a remote server. Which tool is appropriate?

A systems administrator must apply the same server settings to many machines without configuring each one by hand. What tool type is most useful?

A UX designer wants students to click through a proposed app screen flow before engineers build it. What tool should the designer use?

A cybersecurity analyst needs to combine alerts and logs from many systems to look for a pattern of attacks. Which tool is designed for this?

For an online store, one person builds the buttons and layouts shoppers see in a browser. Another writes server code that checks stock and creates orders. What are the roles, in order?

On a mobile-app project, one person observes users trying a prototype and revises the screen flow. Another runs test cases on the finished build and files defect reports. What are the roles, in order?

For a school scheduling service, one person writes the new appointment feature. Another patches the server and monitors whether the service remains available. What are the roles, in order?

A company has two data-focused workers. One manages database indexes, backups, and user permissions. The other queries sales records and makes charts for managers. What are the roles, in order?

During a security review, one worker investigates suspicious login patterns. Another adjusts routing and replaces a failing network switch. What are the roles, in order?

A data analyst receives a large table of attendance records and must identify unusual changes and explain trends to school leaders. Which skill is most directly needed?

A UX designer is asked to improve an app used by students with different needs and experiences. Which skill is most directly useful?

A QA tester must compare actual results with expected results, repeat the same steps, and write a precise bug report. Which skill does this work require most?