Predictive models
We transform your students’ data to unlock its predictive and prescriptive power, while we offer opportunities to improve students’ engagement with your institution.
Stay one step ahead
Predictive modeling is a set of statistic tools, automatic learning, and data mining that help identify patterns in the data history stored in your platforms (SIS, LMS, CRM, ERP, etc.). When applied to education, it helps predict students’ possible outcomes.
Types, applications, and benefits of predictive models
Model
Student Attrition Predictive Model
Add demographic, academic, and behavioral data to identify student attrition risk and contributing factors.
Applications
Develop retention action plans that are customized based on student attrition risk, causes, and specific characteristics.
Benefits
• Customize students’ experience and support.
• Prioritize support and management over those students who need it most.
• Design efficient students support plans.
Student Retention Predictive Model
Estimate how likely it is that students who have dropped out will enroll again. Also, find out whether graduates would choose to continue their education at your institution.
Applications
Develop action plans by prioritizing those students with a greater possibility of re-enrollment.
Benefits
• Increase student enrollment .
• Increase your institution’s annual budget.
• Improve the productivity of your team.
Model
Uplift Predictive Model
Assess the effect of your student support management on the likelihood of your institution retaining that student.
Applications
Develop retention action plans that are customized based on student attrition risk, the causes of that risk, and specific characteristics.
Benefits
- Design retention action plans that are customized.
- Increase your institution’s annual budget.
- Improve the productivity of your team.
Lead students to a timely graduation
A machine learning model that uses advanced analytics to predict which students will have problems graduating on time.
Applications
Develop customized action plans by prioritizing those students with a lower chance of graduating on time, examining the causes of the delays, and identifying specific characteristics.
Benefits
• Customize students’ experience and support.
• Prioritize support and management over those students who need it most.
• Design efficient students support plans.
Increase enrollment
A machine learning model that uses advanced analytics to predict which candidates will have more chances of enrolling in your institution.
Applications
Segment high potential candidates into archetypes with different expected conversion levels by analyzing their interests to deliver the correct message during the enrollment period.
Benefits
• Prioritize resources.
• Custom student recruitment.
• Flexibility to focus on increasing enrollment and determining priorities for managing student enrollment.
• Increase enrollment.
Academic success
A machine learning model that uses advanced analytics to predict which students will have more chances of failing courses in your institution.
Applications
Develop action plans with suggestions for placement programs to help your students learn, improve, and bridge their knowledge gaps by focusing on the training they need.
Benefits
• Make efficient use of your resources to support students.
• Prioritize support and management over those students who need it most.
• Design efficient student support plans.
• Retain students.
We support you all along the process
We collaborate with your team in understanding their processes. In this way, we ensure system adjustment and, more importantly, we increase student success together.
Strategy formulation
We help you improve the efficiency of your student management.
Process automation
We advise you on how to design process automation to retain students.
Training and support
Throughout change management process, we will be with you every step of the way.
Technical support
We are a click away to help you.
How can you leverage your retention strategy with Nimbi?
Request a demo with the Sales team and we will contact you asap.
