Connects technology design to governance, process and organizational adoption.
Pay84
Resists AI54
Barrier to entry72
A Information Systems background connects to 3 professions on this site, ranked by pay. Each card explains why the major still matters for that job.
Where it leads
Common at business schools; leans toward enterprise software and databases, the systems that run a company's own operations rather than consumer products.
Pay80
Resists AI35
Barrier to entry55
Connects technology to governance, audit and enterprise processes.
Pay80
Resists AI63
Barrier to entry68
Where this major is taught
Stanford University
United StatesInfluential computer-science, AI and systems research ecosystem.
Carnegie Mellon University
United StatesStrong machine learning, software engineering and systems programs.
University of Toronto
CanadaMajor center for machine-learning research and engineering talent.
ETH Zurich
SwitzerlandResearch strength in machine learning, data and systems.
University of Cambridge
United KingdomLongstanding computer-science and machine-learning research.
National University of Singapore
SingaporeRegional hub for AI research and technology engineering.
KAIST
South KoreaLeading Korean engineering institute with AI and systems work.
University of Tokyo
JapanMajor Japanese research university with computer science and AI programs.
Massachusetts Institute of Technology
United StatesCSAIL and decades of foundational systems research, from Multics and early LISP work to today's AI labs.
Indian Institute of Technology Bombay
IndiaOne of several IITs that feed a huge share of global engineering hiring pipelines.
Tsinghua University
ChinaConsistently ranked among the top computer-science departments in Asia; feeds the country's largest tech firms.
Technion – Israel Institute of Technology
IsraelAnchors Israel's dense startup and cybersecurity industry around Haifa.
Credentials on this path
Google Professional Machine Learning Engineer
GlobalCloud-platform certification covering model design, deployment and operations on Google Cloud.
AWS Certified Machine Learning – Specialty
GlobalAWS certification for machine-learning workload design and operational use; availability and names can change by program.
Microsoft Azure AI Engineer Associate
GlobalVendor credential focused on designing and implementing Azure AI solutions.
Certified Kubernetes Administrator
GlobalCloud Native Computing Foundation credential relevant to container orchestration used by many ML platforms.
AWS / Azure / GCP cloud certifications
GlobalVendor certifications from the major cloud platforms are not legally required but are widely used as a resume signal for cloud and infrastructure roles; unlike a licence, they expire and must be renewed every few years.
PE Software Engineering exam (discontinued)
United StatesFrom 2013 to 2019, US states offered a Professional Engineer licence exam specifically for software; only 81 candidates ever sat it across five sittings, and NCEES retired it after April 2019 for lack of demand — the clearest evidence that formal licensing never took hold in this field.
P.Eng., software engineering
CanadaProvincial regulators such as Professional Engineers Ontario license and protect the title 'software engineer' for safety-critical and embedded work, unlike in the US; Alberta moved the other way in the 2020s and exempted the title from its Engineering Act.
Chartered IT Professional (CITP)
United Kingdom / IrelandAwarded under royal charter by BCS, The Chartered Institute for IT, to members with roughly eight to ten years of senior experience; a mark of standing rather than a requirement to work.