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Is artificial intelligence used in student retention efforts?

Guillermo Tângari
Guillermo Tângari

Published in: Jan 20, 2022

Updated on: Oct 27, 2026

Artificial Intelligence for Student Retention: How to Use It?
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For every administrator at an educational institution—or even marketing professionals—one of the biggest challenges (and headaches) is reducing or eliminating dropout rates. However, student retention can be facilitated through a few targeted actions.To achieve significant results and keep students satisfied with the institution, the first step is to stop focusing on strategies that no longer work!

If you’re here, you understand the importance of innovating and staying proactive with effective measures to achieve satisfactory results!

In this post, you’ll learn more about how Artificial Intelligence can significantly boost student retention, as well as discover the benefits of combining these strategies.

Keep reading and discover yet another innovation to implement in your administration!

What you’ll learn in this post:

  • What is Artificial Intelligence?

  • AI Features;

  • Why invest in retention?

  • Main reasons for dropout;

  • How can AI be used to improve student retention?

  • Benefits of investing in retention;

  • Don’t miss out on this innovation for your administration!

Why is it so important to focus on retention?

First: if you’re asking yourself this question, don’t worry—we’ll explain everything!

For many institutions, increasing the retention rate is one of the most difficult tasks. According to experts on the subject, it’s essential to focus most of your efforts on customer satisfaction and retention; however, the reality is that most staff are still dedicated to recruiting and increasing the number of enrolled students.

It’s common to find educational institutions that focus their efforts on attracting new students, but it’s also common for less than half of them to remain enrolled until graduation.

In the long run, this becomes a problem for the institution.

That’s why, when we talk about retention, we can’t overlook the importance of building and maintaining customer relationships. With that in mind, learn a little more about the reasons behind student attrition—and then understand the role of Artificial Intelligence in improving outcomes!

Main Reasons for Dropout

The list of reasons for dropout can be long, but we’ve identified the three most notable ones and the strategies that would best address this problem.

These issues are common at various institutions across the country and, on a broader scale, affect developed nations as well. Regardless of context or situation, the challenge of student retention can be a major source of concern for administrators worldwide.

Recent studies on dropout rates in higher education in Brazil indicate that the problem remains central to institutions, with academic, financial, and social impacts.

A study by Stark and Pinto (2025), published in the journal *Regae: Revista de Gestão e Avaliação Educacional*, indicates that dropout rates result from a combination of socioeconomic, institutional, and personal factors.

These studies indicate that dropout rates result from a combination of socioeconomic, institutional, and personal factors, and reinforce the importance of retention policies that integrate financial support, academic guidance, and student support initiatives.

STARK, J. W.; PINTO, R. S. Dropout rates in higher education: a systematic review of methodological and theoretical approaches in Brazil. Regae: Journal of Educational Management and Evaluation, vol. 14, no. 23, 2025.

Note: The article is currently unavailable for online access.

 

1. Financial Issues

Given the current economic uncertainty, it is common for the education sector to be directly affected. As a result, this negative impact is not limited to private institutions; it is also evident at public universities.

However, it is a myth to believe that this problem alone is the cause of rising dropout rates, as there are solutions that can be implemented. Thus, while the immediate issue may be financial, it is essential to better understand the underlying factors that influence this critical decision.

This is where the fundamental role of understanding students’ pain points and knowing how to address the issues they bring to the table comes into play.

2. Internal Organization of the Higher Education Institution

An educational institution is like a home. If a visitor is warmly welcomed and finds a peaceful and pleasant environment there, the chances of them wanting to return are high.

The same is true for a higher education institution. It is essential to be attentive not only to the student’s reasons but also to internal issues that may be driving the student away and straining the relationship between both parties.

Therefore, it is important to always strive to optimize internal processes, improve methodologies, and prepare the faculty so that leaving is always seen as a decision to be avoided.

3rd - Inflexible Class Schedules

According to a study by the consulting firm iDados, based on the IBGE’s 2019 Continuous National Household Sample Survey (PNAD Contínua), approximately 2.6 million Brazilian students were balancing school and work, and in the private school system, more than 58% of students were juggling both.

This scenario helps explain why so many students struggle to stay in higher education, especially when they lack flexible schedules and adequate support from their institution.

Recent research on dropout rates in distance learning higher education shows that, although flexibility helps those who need to balance work, family, and studies, dropout rates in distance learning programs remain high, particularly among low-income students and those with family responsibilities.

Studies analyzing data from the Higher Education Census between 2018 and 2022 indicate that characteristics such as age, gender, educational background, and socioeconomic context directly influence student retention, which reinforces the need for institutional actions that go beyond simply offering online classes.

With the consolidation and expansion of distance learning and hybrid models, part of this problem can be addressed, provided it is accompanied by academic support and close monitoring of students.

But beyond that, it is necessary to demonstrate a more empathetic approach, listening to students and seeking to address this challenge with strategies based on data collected through intelligent chatbot services or similar tools.

How can AI be leveraged to improve student retention?

For the issues mentioned above and many others that may arise and hinder student retention, artificial intelligence tools such as machine learning can be valuable in staying one step ahead of challenges.

Systematic reviews of artificial intelligence applications in higher education show that AI is already being used to predict dropout risk, power early-warning systems, personalize learning paths, and support automated assistance through chatbots.

These studies indicate that, when combined with well-planned human interventions, predictive models and intelligent systems can identify students in vulnerable situations before they drop out, enabling faster action in terms of support, guidance, and pedagogical adjustments.

Now, check out 4 excellent reasons not to waste any more time and to invest in this type of technology!

Audience Segmentation

Just as important as knowing what to say is understanding who to talk to. A basic premise of relationship management, audience segmentation is a way to tailor your communication strategy by understanding where the dialogue needs to be strengthened.

This segmentation can be carried out based on data collected from chatbots, analysis of reports and surveys, or even by cross-referencing internal data.

This way, the team can send the right message to the ideal audience—for example, when offering student loan services to those who are in default.

Anticipation

The best way to maintain a good retention rate is by anticipating dropout trends. With AI, it’s possible to continually improve customer service so that students never even get to the point of submitting a request to take a leave of absence.

The technology used provides a broader and more accurate view of student behavior leading up to this decision, enabling the institution to always anticipate these decisions and retain its enrollment.

Strengthening the Relationship Between Students and the Institution

One of the pillars of a solid relationship is communication. If a student feels neglected or believes they aren’t being heard, they become an increasingly dissatisfied customer.

But how can AI solve this? Simple: with the right technology, it’s possible to create more effective communication channels capable of addressing the concerns and questions raised.

Instead of relying on manual call center work, chatbots on the website or even messaging apps like WhatsApp can be a simple way to create a faster customer service center, adding reliability and efficiency to the service.

Cost Reduction

Tasks that were once performed manually are now automated through Artificial Intelligence. As a result, all services are centralized in a system capable of learning and improving based on the information it gathers.

What was once the responsibility of different teams can now be handled by technology, allowing these employees to be reassigned to other roles where their skills can be put to good use.

In addition, further optimizations can be made so that the services provided become increasingly complex and comprehensive.

Pessoa utilizando interface digital com símbolo de IA, simbolizando o uso da inteligência artificial para melhorar o atendimento e retenção de alunos.

Image: Artificial Intelligence in Student Support and Retention: How to Use AI in Education

Don’t miss out on this innovation for your institution!

The reasons why Artificial Intelligence is so beneficial for student retention are undeniably compelling. Its implementation can be a game-changer for institutions seeking to reduce their dropout rates and improve their reputation among students.

The technology is already a reality, and its integration into various systems is a gradual and inevitable process. Its benefits make this process increasingly indispensable for schools and higher education institutions that aim to improve overall outcomes, optimize processes, and ensure even higher quality for their students and staff.

At the same time, recent literature highlights that the adoption of Artificial Intelligence in education must be accompanied by an explicit concern for the ethical challenges involved. Systematic reviews on generative artificial intelligence and its ethical challenges in higher education point to issues related to algorithmic bias, model opacity, intellectual property, authorship, and governance of the tools.

Institutions that establish clear policies, invest in ongoing ethics training, and adopt an inclusive design for these solutions tend to build relationships of greater trust with students and faculty, which also promotes retention.

Key Lessons on Artificial Intelligence and Student Retention

Retention depends on prioritizing satisfaction and relationships, not just recruitment; common causes of dropout include financial issues, internal or procedural failures, and limited academic flexibility.

AI/ML increase retention through predictive risk models, behavioral segmentation, early warnings, chatbots, and a multichannel approach.

Integrate CRM, LMS, and analytics under governance and LGPD compliance to trigger offers (financial aid, flexible tracks and schedules, 24/7 support).

Automation reduces costs and frees up teams to handle critical cases.

Measure churn, LTV, and NPS, and adopt ethical AI policies to build trust and ensure sustained impact.

See how staying on top of innovations is essential for any business? With that in mind, be sure to read the post “4 New Trends in Educational Marketing Strategies” and stay up to date on the latest innovations in marketing for educational institutions.

Check it out now!

4 new trends in Educational Marketing strategies

FAQ – Artificial Intelligence in Student Retention

What Is Artificial Intelligence?

Artificial Intelligence is a set of technologies that simulate human reasoning, learn from data, identify patterns, and assist in strategic decision-making at higher education institutions.

What are the main functions of AI?

AI enables segmentation, dropout prediction, customer service automation, behavioral analysis, and optimization of internal processes.

Why invest in student retention?

Retention ensures financial sustainability, improves institutional outcomes, and reduces losses throughout the course cycle.

What are the main reasons for dropout?

The main factors include financial issues, internal shortcomings in customer service or processes, and limited academic flexibility.

How can AI help with retention?

It predicts the risk of dropout, automates outreach, enhances customer service, anticipates needs, and improves the student experience.

Why is audience segmentation important?

Segmentation tailors messages, offers, and actions to each profile, increasing engagement and reducing the risk of dropout.

How does AI help anticipate dropout rates?

Predictive models identify risky behavior before the student makes a final decision, enabling rapid interventions.

How does AI strengthen the relationship between students and the institution?

Intelligent assistants make customer service more responsive, empathetic, and continuous, fostering a welcoming environment and building trust.

Does AI reduce operational costs?

Yes. Automation replaces manual processes, organizes workloads, and frees up staff for strategic tasks.

Why is this innovation essential for educational management?

Because it improves outcomes, increases retention, optimizes internal workflows, and prepares the institution to compete in today’s digital ecosystem.

4 new trends in Educational Marketing strategies

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Technologies we use

The world changes all the time and technology is no different! Here at Mkt4Edu, technology is in our DNA, we work with many different softwares to make the whole process of automation and artificial intelligence work more efficiently and achieve more results.

Here, new softwares are tested all the time. Modern tools and new functionalities are tested all the time, there were already more than 200 tests so you can have the best result in your institution.


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