Hybrid Student Success Framework

Ethical, Evidence-Based, Personalized Support

An innovative approach that combines universal wellbeing support with personalized interventions to optimize every student's potential while systematically addressing achievement gaps through ethical, evidence-based practice.

Framework Overview

This presentation was developed from our EMS faculty analysis, but the core principles and framework apply across all faculties.

The Implementation Challenge

Our research identified both universal factors that benefit all students and demographic-specific patterns suggesting different groups may need targeted support. How do we apply these findings in a way that helps everyone while avoiding stigmatization or stereotyping?

Research Findings

Universal factors like sleep quality, physical health, willpower, and nutrition predict success across all demographic groups, yet different groups show different patterns of wellbeing-success relationships.

Achievement Gaps

Significant achievement gaps persist across our faculties, with traditional one-size-fits-all approaches missing individual needs and failing to address these disparities effectively.

Ethical Concerns

Targeted approaches based on demographics risk making students feel stereotyped or surveilled, while generic support fails to maximize individual potential.

Our Solution

A hybrid framework providing universal support that benefits everyone while offering personalized optimization opportunities based on individual rather than group characteristics.

Two-Pillar Framework

Our hybrid framework operates on two complementary pillars that work together to maximize student success while maintaining ethical standards and respecting individual dignity.

1

Universal Core

Embedded Curriculum for All Students

An embedded curriculum that ensures every student receives evidence-based training in the factors our research identified as universally beneficial:

  • Sleep hygiene education
  • Nutrition and physical wellness guidance
  • Stress management skills
  • Study optimization techniques
  • Mindset development approaches

This foundation ensures all students gain essential wellbeing knowledge while creating a shared vocabulary and reducing stigmatization.

2

Personalized Support

Profile-Based Enhancement System

A profile-based enhancement that uses early warning algorithms to identify individual students who could benefit from additional support:

  • Individual academic pattern analysis
  • Engagement level monitoring
  • Wellbeing indicator tracking
  • Tailored intervention matching
  • Voluntary participation with full student control

This system offers specialized support based on each student's unique profile rather than demographic assumptions.

Ethical Principles

Our framework is built on foundational ethical principles that ensure student dignity, autonomy, and privacy while maximizing support effectiveness.

Student Agency

Full transparency about data collection and usage, complete opt-in/opt-out control, and clear explanation of recommendation logic to maintain student autonomy.

Individual Focus

Support recommendations based on individual academic patterns and personal indicators rather than demographic group membership or stereotypes.

Strength-Based

All communication emphasizes potential optimization rather than deficit remediation, presenting support as academic excellence enhancement.

Privacy Protection

Robust data security measures, minimal data collection principles, and strict controls on who can access student information.

Phased Implementation Strategy

A three-phase implementation strategy that builds the framework systematically and allows for continuous refinement based on evidence.

1

Universal Foundation

Year One

  • Launch embedded curriculum modules
  • Train faculty in wellbeing-integrated teaching
  • Establish baseline metrics across student populations
  • Build data collection infrastructure
  • Create ethical oversight protocols
2

Early Warning Pilot

Year Two

  • Deploy algorithm with select student cohorts
  • Implement human oversight protocols
  • Test participation optimization strategies
  • Validate ethical safeguards through practice
  • Refine personalized intervention matching
3

Full Integration

Year Three

  • Scale personalized support system faculty-wide
  • Establish continuous improvement cycles
  • Achieve full faculty adoption of integrated approach
  • Conduct comprehensive outcome evaluation
  • Document best practices for broader implementation

The Path Forward

We have a unique opportunity to transform student success through ethical, evidence-based, personalized support that optimizes every student's potential while systematically addressing achievement gaps. The research foundation provides the scientific basis - now we implement the practice.

Curriculum Development

Begin universal curriculum development and faculty training preparation for evidence-based wellbeing integration.

Infrastructure Building

Establish data collection systems and ethical oversight committees to guide implementation.

Stakeholder Engagement

Involve students, faculty, and support services in both design and implementation processes.

Pilot Preparation

Select initial cohorts for early warning system testing and personalized support validation.

Framework Commitment

This hybrid framework represents our commitment to evidence-based, ethical, and effective student success support. It honors the complexity of our research findings while maintaining the dignity and agency of every student we serve.