MACHINE LEARNING SOLUTIONS
Predict Outcomes.
Act Earlier.
Drive Results.
MCG builds predictive machine learning models that connect data from any industry to one intelligent core. Turning raw inputs into forward-looking intelligence your teams can act on.
Our predictive models transform institutional data into early warnings and actionable forecasts — advisors, administrators, and operations leaders can intervene before outcomes fall short.
Detect Risk Early
Identify academic momentum signals, transfer shock risks, and operational flags before they become costly failures or withdrawals.
Predict Enrollment and Demand
Forecast seat demand, course uptake, and student-level matriculation paths with AI-powered ensemble simulations.
Optimize Operations
Apply predictive intelligence to manufacturing, logistics, finance, and more — extending ML value across your entire enterprise.
See Past, Current, and Predicted KPIs
A unified dashboard framework gives leaders real-time status across historical, current, and predicted performance for any monitored process.
OUR MODEL LIBRARY
AI Models Built Around Your Data and Decisions
Whether you operate in education, manufacturing, finance, or beyond, our models are designed to align with your data and support your most critical decisions.
Retention
Identifies students likely to leave after their first year, flagging early risk factors to improve retention rates.
Persistence
Predicts whether students will continue beyond their second year using long-term engagement patterns to inform advising.
Course Seat Enrollment
Forecasts demand to support master schedule planning and reduce scheduling gaps using enrollment trends.
Enrollment Prediction
Forecasts student enrollment using AI-powered simulations incorporating census, permit, and geographic data.
Post-Secondary Readiness
Predicts which students are prepared for college-level work to expand dual enrollment access.
Transfer Readiness
Shows how well aligned students are with their target programs by analyzing course pathways and predicting program fit.
Relevant Courses
Recommends high-impact courses aligned to a student’s intended major to increase college success.
Transfer Shock
Flags students at risk of early disruption post-transfer by monitoring critical first-term signals before outcomes decline.
Product Optimization
Optimizes labor allocation and batching schedules to improve production efficiency across facilities.
Warehouse Storage Optimization
Improves storage layout and retrieval speed post-production using spatial machine learning models.
Loan Fraud Detection
Flags potentially falsified income or documents early in the underwriting process to reduce exposure.
Loan Risk Assessment
Predicts borrowers likely to become high-risk, enabling earlier and more informed credit decisions.
Adaptive Marketing Models
Tailors advertising to customer profiles for higher engagement using behavioral pattern recognition.
Logistics Optimization
Re-routes fleets dynamically to meet shifting or urgent demand, reducing delays across supply chains.
THE PROCESS
From Raw Data to Predictions that Automate Actions
A proven five-step methodology that turns your institutional or operational data into continuously improving outcomes and productivity.
Data
Foundation
Securely integrate your data sources: transcripts, course history, census, permits, and operational records into a structured Azure or Fabric data estate.
Multi-Level Modeling
Ensemble machine learning models run simulations to detect patterns, surface momentum signals, and project outcomes across key milestones before they occur.
Validation and Training
Your team reviews outputs and provides local context to refine model accuracy, ensuring results align with your goals, culture, and operating environment.
Predictive Dashboards
Power BI dashboards deliver enterprise planning views and detailed individual-process level analytics on a continous basis.
Agentic
AI
AI agents extend the workflow by monitoring results, surfacing context, assisting teams, and gradually automating repeatable decisions.
COURSE INTELLIGENCE
Smarter Course Sequencing Starts with AI
Our models do not just flag risks, they help students build better academic paths forward by analyzing transcript patterns across your institution’s own historical outcomes
Synergistic Pairs
Course combinations that statistically improve performance when taken together. Identified from your institution’s own data, not generic benchmarks.
Reinforcing Sequences
The right order to take courses for mastery and GPA improvement, powered by real outcome data from students who share similar starting points.
Toxic Combinations
Course pairings that frequently lead to lower GPAs or retakes. Surfaced automatically so advisors can steer students away before enrollment decisions are made.
See What's Next Long Before It Happens
Bring predictive intelligence into your workflows with models built around your data.