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Institutions can’t fix what
they can’t see in time.

SquareML gives educational leaders and students the analytics, curriculum intelligence and mentorship to close that gap — before it costs a student, a program or a semester.

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Where institutions are stuck
  • Struggling students are usually identified after a semester is already lost — not while intervention is still possible.
  • Curriculum updates lag behind industry practice, and faculty have limited visibility into which courses work.
  • Leadership reporting is manual, fragmented across departments and too slow to inform decisions.
What SquareML changes
  • Predictive models flag at-risk students while there is still time to intervene, with real-time dashboards for faculty and administrators.
  • AI-aligned curriculum tools and benchmarking keep programs current with industry standards.
  • Executive reporting consolidates institution-wide data into one decision-ready view.
The platform

What each capability
delivers.

CapabilityAudienceOutcome
Student risk predictionEducatorsEarly identification of at-risk students for targeted intervention
Performance analytics dashboardInstitutionsReal-time learning progress across cohorts
Curriculum optimization engineProgramsAI-driven recommendations for course and program improvement
Executive intelligence reportingLeadershipData-driven decisions and strategic planning
Capstone evaluation systemStudentsStandardized assessment with expert feedback
Personalized learning pathsStudentsCurriculum matched to individual goals and strengths
For institutions

Analytics for
educational leadership.

  • AI-powered curriculum aligned to industry standards
  • Faculty training for teaching effectiveness
  • Automated institutional reporting and benchmarking
  • Predictive models for student success and intervention
  • Real-time progress tracking and dashboards
  • ML and Gen AI reporting for administrators
For students

A complete path through
Data Science, AI & ML.

  • A complete path through Data Science, AI and ML — from first course to published capstone
  • AI-powered tracking across Python, R, TensorFlow and PyTorch, with personalized feedback
  • Hands-on training on real-world datasets with expert-led workshops
  • Mentorship and rigorous capstone evaluation, with support to present and publish
Proof

Deployed at institutions
across three continents.

Education

National-scale performance analytics

AI/ML student-performance analytics deployed across the national education system of the Ministry of Education, St. Vincent and the Grenadines — identifying at-risk students proactively.

At-risk students identified while there is time to act
Education

Institution-wide ML & Gen AI dashboards

Dashboards at San Jose Community College, California, for decisions on retention, course effectiveness and resources — with an industry-aligned curriculum and capstone guidance for students.

Data-driven retention and course decisions
Students in a computer lab
Why SquareML

Built to be adopted,
not just installed.

No-code platform

Deployable without extensive IT infrastructure.

Scalable

From small colleges to large university systems.

Privacy & compliance

FERPA compliant, with institutional data security built in.

Rapid deployment

Weeks to measurable value.

Global track record

Deployed at institutions across three continents.

Continuous innovation

Gen AI capabilities that evolve with your data.

Discovery call

Ready to put
AI to work?

Book a free discovery call. We’ll map your biggest opportunity and outline a clear path to value.

Book a discovery call Email sales@squareml.ai