Learning and privacy with incomplete data and weak supervision


Montreal, Canada on December 12th @ NIPS'15


Speakers: Wendy Cho, Kamalika Chaudhuri, Nando de Freitas, Max Ott
- with a special issue on the Journal of Privacy and Confidentiality -

Best Student Information Systems in Higher Education: 6 Picks for Universities in 2026, From Ellucian Banner and Colleague to Workday Student and Oracle Student Management

On Monday, the executive education team sells a two-day leadership programme to a corporate client. By Wednesday, a group of its managers has registered and paid. On Friday, the registry still cannot find them in the student record, because the system was built for students who arrive in September and leave three years later. That gap between how universities now sell learning and how their systems record it is where this shortlist starts.

Pick

Best for

Full Fabric

Business schools, executive education and lifelong learning

Ellucian

Large North American institutions

Jenzabar One

US private colleges

Classter

Mixed school and college groups

What a Student Information System Actually Does

Strip away the vendor language and a student information system does three jobs. It records who is studying what, it tracks how they are progressing, and it proves what they achieved. Enrolment, grades, transcripts and certificates all live there, and so does much of the money: fees, payment plans and the invoices sent to sponsors.

For decades, those jobs fitted a tidy pattern. A student applied once, enrolled once and graduated once. Today, a single learner might take a short course, return for a certificate and later stack both into a master's degree. Some vendors have extended the SIS into HR and finance, building a full institutional ERP. Others have extended it backwards into recruitment and admissions, so the record begins at first contact.

Neither direction is wrong. The question is which gap hurts more at your institution: the one between students and payroll, or the one between a prospect and a registered learner.

The Shortlist, in Order

#1 Full Fabric

Degree programmes run on a calendar. Executive education does not. Full Fabric was designed to handle both, and its commerce layer reads more like an online store than a registry: a product catalogue, an application hub, company group registrations and stacked curriculum design.

The SIS carries that logic through. Stacked learner management and a learner hub follow a student from a short course to a certificate and on to a degree, while course and calendar management, grades, transcripts and diplomas handle the traditional side. Deposits and payment plans sit in admissions, with payments running through Flywire, Stripe or PayPal.

Crucially, all of it runs on one data model alongside the CRM. The corporate client from Monday, its managers and their later qualifications stay connected. In 2025, Gartner named it a Representative Vendor in the Market Guide for Higher Education Recruitment and Admissions Platforms.

Pricing starts with a €12,000 annual platform fee charged to every institution alike, with the SIS billed per registered student. The trade-off is scope: finance and HR sit outside the platform.

Pros

  • Built for nonlinear learner journeys and stackable credentials
  • Group registrations for corporate clients
  • One data model from first enquiry to alumni

Cons

  • Finance and HR stay in other systems
  • US financial aid is not listed

#2 Ellucian

Ellucian's pitch is completeness. Student, HCM and finance systems run on one platform from a company that sells only to higher education, and the Ellucian Student brand stretches from recruiting to advancement.

Its lifelong learning features are real, too: flexible scheduling and skills-based pathways sit within the student portfolio. So do student aid processing, an AI curriculum rule builder and a virtual student advisor.

The portfolio is also crowded. Banner and Colleague have long been Ellucian's SIS lines, and Anthology Student joined them when the Anthology deal closed at the end of 2025. Ellucian says it serves 74% of HBCUs, a strong signal of its North American reach.

On the technical side, Banner SaaS updates automatically and offers REST APIs, with the Ethos Data Model underneath, and the company reports a user community of more than 45,000. For a large institution, that community is a practical asset in its own right.

Pros

  • Student, staff and finance software from a single vendor
  • Lifelong learning tools within the student suite
  • Deep student aid capabilities

Cons

  • Three SIS lines, no published convergence plan
  • No public pricing

#3 Jenzabar One

Jenzabar builds only for higher education and sells mainly to US colleges. Jenzabar One is a cloud ERP and SIS on a single system of record, covering Jenzabar Student, Financial Aid, Finance and HCM.

The product leans towards nontraditional learners. Finance supports flexible and recurring payment plans, and omnichannel messaging keeps adult and part-time students in contact. A Campus Marketplace adds a commerce element.

Recognition includes a 2024 American Business Awards Gold and an EdTech Cool Tool Award in 2023. The company cites more than 40 years of experience.

For a small or mid-sized private college, the appeal is simple: finance, HR, financial aid and the student record from one vendor focused on US higher education.

Pros

  • ERP and SIS together for smaller US institutions
  • Payment plans and messaging suited to adult learners
  • Cloud deployment

Cons

  • No UK or European statutory reporting mentioned
  • Pricing not published

#4 Classter

Classter is the generalist here. It serves K12 schools, higher education, training centres and corporate learning, which makes it a natural fit for groups running a school and a college under one roof. One testimonial cites deployment in 12 countries.

The module list is long: Core, Academic CRM, Admissions, Academics and LMS, modules for colleges, internships and theses, a library and e-signatures. Integrations reach Zoom, Webex, Brightspace and Canvas, with an open API.

Pricing is per active student and set by module, and Classter carries a Capterra Best Value badge for 2025. Its higher education reporting is the gap: HESA and IPEDS are not mentioned.

Support runs through a Freshdesk portal, a knowledge base and a public changelog, and Classter sells audits, migration, hosting and training as services.

Pros

  • Serves several education levels in one platform
  • Per-student pricing, published by example
  • More than 40 integrations

Cons

  • Broad K12 focus alongside higher education
  • No national higher education reporting listed

#5 Workday Student

Workday designs Student around the student's phone. Self-service is mobile first, notifications are personalised, and advisors work from AI-powered academic planning with at-risk insights.

The bigger story is the platform. Student shares data with Workday's HR, finance and planning applications, so embedded analytics cut across students, staff and money. Carthage College and Stevens Institute of Technology are among the named users.

Named users span the US and Australia, while no UK or European customer appears on its overview pages. One more note of caution comes from Workday itself: its Canada page cautions that features not yet released might never ship.

Pros

  • Mobile-first student experience
  • Unified data with Workday HR and finance
  • App development through Workday Extend

Cons

  • Pricing not published
  • National reporting frameworks not mentioned on the overview pages

#6 Oracle Student and PeopleSoft Campus Solutions

For many universities, the Oracle question starts with PeopleSoft. Campus Solutions 9.2 remains in service in local and hosted deployments, and a cloud blueprint from Oracle describes integration with the cloud Student Financial Planning app and a migration path to Oracle Student.

Oracle Student Management itself handles admissions, academics, advising and student financials in one cloud application. Student Central offers self-service, and delegate access lets proxies help students while the system keeps FERPA compliance in view.

Billing on enrolment, bundled learning packages and sponsorship agreements give continuing education units a practical toolkit. Oracle says the product draws on 30 years of higher education expertise. For institutions outside the US, the FERPA framing is a reminder of where its documentation points.

Pros

  • Clear route from PeopleSoft to the cloud
  • Pay-to-enrol billing for continuing education
  • Pairs naturally with Oracle's ERP and HCM clouds

Cons

  • US-centred documentation
  • No public pricing

How the Shortlist Compares

Platform

Best for

Lifelong learning support

Public pricing

Platform scope

Full Fabric

Business schools, executive education

Stacked learner management, group registrations

€12,000 per year platform fee

CRM, admissions, commerce, SIS

Ellucian

Large North American institutions

Flexible scheduling, skills-based pathways

Not listed

SIS, HCM, finance

Jenzabar One

US private colleges

Focus on nontraditional students

Not listed

SIS, financial aid, finance, HCM

Classter

Mixed school and college groups

Not listed

Per active student, by module

SIS, LMS, CRM, ERP modules

Workday Student

Workday HCM customers

Skills intelligence

Not listed

SIS with HCM and finance

Oracle Student and PeopleSoft

Oracle ERP customers

Pay-to-enrol continuing education billing

Not listed

SIS with ERP and HCM

Final Verdict

Full Fabric takes the top spot because it solves the problem most universities now have and few systems were built for: learners who arrive through a short course, a corporate contract or a certificate, and stay. One record, one data model and a published platform fee make it the overall pick for business schools and specialist institutions.

Large North American institutions with heavy student aid needs, or a mandate to replace HR and finance at the same time, should look at Ellucian instead.