Software Developer / Software Engineer (Entry-Level)

• Designs, builds, and tests software applications or systems.
• Works with programming languages to solve problems and create user-friendly technology.

Web Developer

• Builds and maintains websites, focusing on functionality, performance, and design.
• May work on front-end (user interface), back-end (server/database), or both.

Application Developer

• Creates software applications for mobile devices, desktops, or enterprise systems.
• Tests and updates applications to improve performance and user experience.

Data Analyst

• Collects, cleans, and analyzes data to identify trends and answer business questions.
• Creates reports and visualizations to help organizations make informed decisions.

Business Intelligence (BI) Analyst

• Transforms data into dashboards and visual tools for decision-makers.
• Helps organizations track performance and identify opportunities for growth.

Data Technician / Data Coordinator

• Manages and organizes datasets, ensuring accuracy and accessibility.
• Supports teams by maintaining databases and preparing data for analysis.

IT Support Specialist / Help Desk Technician

• Assists users with technical issues related to hardware, software, or networks.
• Troubleshoots problems and helps maintain smooth day-to-day operations.

Systems Administrator (Junior)

• Maintains computer systems, servers, and networks within an organization.
• Ensures systems run efficiently and securely, often troubleshooting issues as they arise.

Network Analyst (Entry-Level)

• Monitors and supports network systems to ensure reliable connectivity.
• Helps identify and resolve performance or security issues.

Cybersecurity Analyst (Entry-Level)

• Monitors systems for security threats and helps protect data from breaches.
• Conducts basic risk assessments and supports implementation of security measures.

Product Analyst / Product Coordinator

• Supports the development of technology products by gathering user feedback and data.
• Works with teams to improve product features and user experience.

Quality Assurance (QA) Analyst / Tester

• Tests software to identify bugs or issues before products are released.
• Ensures applications meet quality standards and function as intended.

AI / Machine Learning Assistant (Entry-Level)

• Supports teams working on artificial intelligence projects by preparing data and testing models.
• Assists in improving algorithms and evaluating performance outcomes.

Software Engineering & Software Development

• Internships: Many large technology companies begin recruiting in late summer and fall for the following summer.
• Full-time jobs: Recruiting often occurs during fall and early spring, with many employers using internships as a pipeline for full-time hiring.

Data & Analytics

• Internships: Commonly posted from late summer through winter, depending on the organization.
• Full-time jobs: Frequently recruit during fall and spring, with opportunities available across industries including finance, healthcare, consulting, research, and technology.

IT Systems, Technical Support & Infrastructure

• Internships: Often recruit during fall and spring semesters, with some positions posted closer to start dates.
• Full-time jobs: Many organizations hire throughout the year, though campus recruiting and early-career programs are often concentrated in fall recruiting cycles.

Emerging Technology (AI, Machine Learning, Cloud, Cybersecurity, XR, Robotics)

• Internships: Recruiting timelines often mirror software engineering, with applications opening in late summer through fall.
• Full-time jobs: Hiring occurs throughout the year, though larger employers frequently recruit in fall and winter for future openings.

Recruiting timeline information adapted from Princeton University’s Center for Career Development Recruiting Timelines guide.