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In the dynamic landscape of college admissions, the term "data-driven" has permeated every corner, becoming a catchphrase that echoes in the halls of higher education institutions. However, with its widespread adoption comes a challenge – the term risks losing its depth and meaning, relegated to a mere buzzword. In this exploration, we delve into the evolution of "data-driven" and argue the necessity for a nuanced and contemporary understanding among admissions leaders.
As colleges increasingly adopt data-driven practices, the term has proliferated, often losing its intended significance. It has become a ubiquitous buzzword, employed by institutions to showcase their commitment to leveraging data for decision-making. Yet, with its pervasive use, the term risks becoming superficial, lacking the depth required for meaningful transformation.
To truly harness the power of being data-driven, admissions leaders must move beyond the surface-level adoption of the term. A nuanced approach involves understanding that being data-driven is not a checkbox but a mindset. It requires a commitment to extracting meaningful insights from data, using it to inform decisions, and adapting strategies based on real-time information.
While the intent to be data-driven is commendable, some institutions find themselves stuck in outdated data practices that limit their ability to make informed decisions. Relying on legacy systems and traditional methodologies, admissions offices may miss out on the potential for innovation and optimization that modern data strategies offer.
The call to action is clear – admissions leaders must transcend the buzzword and adopt meaningful data strategies. This involves not only collecting data but also interpreting it in a way that drives positive outcomes. It requires a shift from a checkbox mentality to a mindset focused on leveraging data as a strategic asset for the institution's growth and success.
Looking to the future, the challenge for admissions leaders is to build a robust framework that aligns with both modern technology and ethical considerations. This involves continuous investment in cutting-edge analytics tools, staying informed about emerging trends in data science, and fostering a culture of data literacy within the admissions team.
In conclusion, the term "data-driven" has evolved from a meaningful concept to a potentially diluted buzzword. Admissions leaders must recognize the challenges associated with its overuse and move towards a nuanced and contemporary understanding. By embracing modern data strategies, learning from successful case studies, and navigating ethical considerations, institutions can truly redefine what it means to be data-driven in the dynamic landscape of college admissions. It's time to move beyond buzzwords and embrace data as a strategic asset for informed decision-making and positive student outcomes.

Beyond Buzzwords: Redefining Data-Driven for Admissions Leaders
January 18, 2024
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Data Management
Data Revolution
Data Science
Admissions Strategy
Artificial Intelligence
min read
In the ever-evolving landscape of college admissions, the term "data-driven" has become ubiquitous, shaping the way institutions make decisions about prospective students. Over the past decade, this concept has undergone a transformative journey, from its early years as a basic approach to a sophisticated and AI-infused strategy.
The Early Years: A Basic Understanding of Data-Driven Approaches (2000-2010)
In the early 2000s, the notion of being data-driven emerged in college admissions. However, during this period, it represented a basic understanding, with limited applications. Institutions began recognizing the importance of data but were just scratching the surface of its potential.
The Rise of Technology: Introduction of CRM Systems and Basic Analytics (2011-2015)
The shift towards technology gained momentum between 2011 and 2015. Colleges embraced Customer Relationship Management (CRM) systems and basic analytics tools to streamline their admissions processes. Data became more structured, allowing for better tracking of interactions with prospective students.
Big Data and Personalization: A Turning Point (2016-2020)
The turning point in the evolution of data-driven approaches occurred between 2016 and 2020. Colleges started leveraging big data to personalize their admissions strategies. This era witnessed a shift from generalized approaches to tailoring interactions based on individual student data, fostering more meaningful engagement.
Artificial Intelligence Takes the Stage: The Current Landscape (2021-Present)
In the current landscape, artificial intelligence has become a cornerstone of data-driven practices in college admissions. Machine learning algorithms analyze vast datasets, providing insights that shape decision-making processes. AI-driven tools not only streamline administrative tasks but also enhance the ability to predict student preferences and behaviors.
Challenges and Critiques: Is 'Data-Driven' Still Meaningful?
Despite the advancements, the term "data-driven" has faced challenges and critiques. As it became a buzzword, its meaning has been diluted, and some question its relevance. Admissions leaders are now tasked with addressing these challenges and redefining the concept to ensure it remains meaningful and effective.
Looking Ahead: Redefining Data-Driven for the Future
Looking forward, the future of data-driven practices in college admissions is marked by adaptability and cutting-edge technologies. Institutions must stay abreast of evolving trends, embracing innovations that redefine the concept. The key lies in adopting strategies that go beyond mere data collection and analysis, focusing on actionable insights that drive positive outcomes.
Redefine "Data-Driven"
In conclusion, the evolution of being "data-driven" in college admissions reflects a journey from its basic roots to a sophisticated, AI-powered strategy. As we navigate the challenges and critiques, it's clear that redefining this concept is imperative for institutions seeking to stay ahead in the dynamic admissions landscape. By embracing the latest technologies and approaches, admissions leaders can ensure that being data-driven remains not just a phrase but a powerful and meaningful strategy.
The Evolution of "Data Driven" in College Admissions
January 11, 2024

Enrollment Management
Data Science
Enrollment Growth
Artificial Intelligence
College Presidents
min read
College campuses are intricate environments, and achieving optimal enrollment success extends beyond the efforts of the admissions team alone. It’s a multifaceted, collaborative endeavor that necessitates the alignment of various stakeholders across campus.
This includes a crucial figure who often serves as the orchestrator of institutional goals: the College President.
Breaking down silos and fostering collaboration among stakeholders is one of the most important things a College President can do to enhance admissions results. At enroll ml, we’ve seen it directly: when efforts are united across campus, with admissions directors, faculty, student affairs, coaches, CFOs, and College Presidents work together cohesively, goals are more readily achieved.
We are years away from a time when admissions functioned as an isolated entity. The modern approach to admissions is one of inclusivity, where the leadership and influence of College Presidents play a pivotal role. Presidents bring a broader institutional perspective, which is vital in shaping enrollment strategies that align with the institution’s overall mission.
With the aid of artificial intelligence and data-science-driven insights, a common language emerges that allows these diverse stakeholders to understand the enrollment landscape comprehensively. It empowers everyone, including College Presidents, to make informed decisions, navigate the complexities of the current market, and ensure the institution’s long-term success.
Through collaboration led by the President, your institution will be better equipped to address the contemporary enrollment challenges facing us all.
Breaking Silos: Aligning Stakeholders for Admissions Success
December 7, 2023

Artificial Intelligence
College Presidents
Data Science
Enrollment Management
Change Management
min read
The fast-paced rate of change in higher education the last few years has been dizzying.
We feel that way, in part, because we operate in an environment where change often happens gradually. It has been easy for us to become complacent with established practices.
For too long, admissions directors and college presidents alike (and everyone in between!) have been able to deliberate for a long time about whether the tried-and-true methods are still sufficient from one year to the next, with inertia strongly pressing towards: “sure.”
However, the reality is that the world around us has changed at a much quicker pace, and so have the expectations of our students. To meet these evolving demands, it is essential for institutions to recognize that the traditional approach to admissions is no longer the most effective one.
It may not even turn out to be an effective approach.
It’s time for a transformation.
Over the next few weeks, we’ll explore why admissions needs a revolution. At enroll ml, we’ve thought a lot about the need to challenge the status quo and guide your institution through a dynamic, data-driven approach to enrollment management.
The days of manual, time-consuming admissions process are over. Today’s students expect streamlined, personalized interactions while colleges continue to bloat the applicant pool of each counselor. If your institution is like most, it needs to not only keep pace, but take the opportunity to lead the way in providing an efficient and truly student-centric experience.
Stay with us throughout this series as we delve into the specific strategies and tools that can help your admissions team achieve this transformation. It’s not just a change; it’s a revolution that will ensure your institution remains competitive and meets the enrollment challenges facing us in the coming years.
We’ll help you uncover the secrets to success in this era of enrollment management by embracing change and transformation. This is how you can be poised for a brighter, more successful future.
The Admissions Revolution: It’s Time For A Transformation
December 5, 2023

Admissions Counselors
Counselor Satisfaction
Enrollment Management
min read
Enrollment success is the collective achievement of an institution, and the morale of your admissions counselors plays a vital role in this success.
Counselor Morale: A Hidden Catalyst for Success
Admissions counselors are at the forefront of your institution’s student recruitment efforts. They are the bridge between your institution and prospective students, providing guidance, answering questions, and fostering connections. Their morale directly influences the quality of these interactions and, subsequently, the enrollment numbers.
High morale among counselors leads to increased motivation, job satisfaction, and a more positive outlook on their responsibilities and the institution. It results in a more enthusiastic and effective team that approaches their tasks with self-renewing vigor. When counselors feel valued and supported, they are better equipped to engage with students and effectively convey the unique qualities of your institution.
On the other hand, low morale can lead to burnout, decreased performance, and attrition. Counselors who feel overwhelmed, undervalued, or disconnected from the institution’s mission are less likely to provide the level of commitment and personalized support that prospective students need.
The Role of Data-Science-Driven Insights
enroll ml recognizes that boosting counselor morale is a multifaceted task that requires a strategic approach. Ordering pizza during a calling night isn’t going to cut it.
Data-science-driven insights can provide valuable information about counselor performance, workloads, and student interactions. These insights enable admissions leaders to identify areas for improvement, recognize exceptional efforts, and offer targeted support.
With data science at your disposal, you can make informed decisions to create a supportive and empowering work environment for your admissions counselors. This can involve adjustments to workload, recognition of achievements, and personalized professional development opportunities. When counselors feel that their contributions are recognized and supported, their morale improves, which directly benefits enrollment success.
Strategies to Boost Counselor Morale
Boosting counselor morale isn’t just about recognizing the importance of their role; it’s also about implementing strategies that lead to real change. Here are some approaches to consider:
1. Recognition and Reward
Implement a system for recognizing and rewarding exceptional counselor performance. This can be linked to specific enrollment goals or exceptional interactions with students. Look for opportunities small and large – a concept that enroll ml users recognize in the “Counselor High Fives” section of the app.
2. Professional Development
Provide opportunities for ongoing professional development and skill enhancement. When counselors feel that they are growing in their role, their morale improves.
3. Data-Science-Driven Targeting
Lean on emerging data science technology like enroll ml to pinpoint students who need personalized support, directing counselors’ efforts to the most important and most rewarding conversations with prospective students.
4. Transparent Communication
Ensure open and transparent communication between counselors and leaders. Encourage feedback loops and involve counselors in decisions that affect their work.
5. Feedback Loop
Implement a feedback loop using data science insights to inform counselors about their impact on students, helping them adjust their strategies to create more meaningful interactions.
Counselor Morale Matters
In the competitive landscape of higher education admissions, the morale of your admissions counselors is a hidden catalyst for enrollment success. By recognizing the significance of their role, using data-driven insights, and implementing morale-boosting strategies, your institution can foster a motivated and effective team. The result is a more engaging and student-centric admissions approach, which directly impacts enrollment outcomes.
Boosting Counselor Morale: A Critical Element for Enrollment Success
November 29, 2023

Admissions Team
Data Science
Enrollment Management
Applicant Behavior Patterns
min read
In our world, there is constant pressure to enroll top-performing students. This drive often centers the work of counselors. While the pursuit of those shining stars or “perfect fit” students is indeed crucial, it is equally important to recognize that every student sends signals of interest, and respecting those cues can have a profound impact on an institution’s enrollment success.
College admissions is replete with challenges. Admissions leaders often grapple with stringent targets and ever-increasing competition from other institutions. The quest for high-achieving students can sometimes overshadow the signals sent by applicants.
Every application, every interaction, and every signal carries valuable information. For most colleges, they are tracking, at best, four or five variables in their applicant pool. (Visit, FAFSA, Admit Date, Scholarship Award…)
But there is an astonishing amount of usable data available. At enroll ml, we not only understand the significance every signal carries, we measure it, and make it usable for admissions counselors.
Unearthing the true meaning behind these signals involves more than adopting a data-driven mindset. But it’s necessary to providing a student-centric experience that is inclusive, empathetic, and responsive. With the aid of AI and data science services, your admissions team can decipher cues that would have otherwise gone unnoticed, gaining a comprehensive understanding of each applicant’s unique enrollment journey.
By genuinely respecting these signals, your institution can make every prospective student feel valued, understood, and engaged.
Even if that means you identify students whose signals are telling you they aren’t interested. By respecting their disinterest, you are serving them well.
Making this shift not only increases the likelihood of enrollment growth but also nurtures a positive reputation that strengthens your recruitment position from year to year.
Finding the strategies and tools that help you understand and respect signals from all students is a transformative approach that enriches the enrollment experience for applicants, counselors, enrollment leaders, and institutions.
With this approach, no student is left behind on their journey to higher education.
Respecting Signals, Not Leaving Students Behind
November 22, 2023

Admissions Counselors
Admissions Team
Artificial Intelligence
Change Management
Data Science
min read
The unsung heroes in the world of college admissions are clearly admissions counselors.
They spend their days driven by the opportunity to guide students through the application journey, working for an institution that they love.
However, even the most dedicated counselors can experience “drift” in their focus and effectiveness. The answer to combating this phenomenon lies in the power of AI precision.
It’s one of the reasons we are so proud of the solutions we’ve created at enroll ml. We recognize the pivotal role counselors play in the admissions process, and it is crucial to empower them with the tools they need to maintain their effectiveness.
Counselor drift can occur when counselors lose focus or get caught up in administrative tasks, ultimately diverting their attention from critical student interactions. With AI precision, counselors are equipped with data-driven insights that prioritize their efforts, ensuring they are always engaging with the right students at the right time.
It’s not just a data-driven approach, it’s a data-science-driven approach that enhances the quality of interactions, personalizing the experience for students and improving enrollment outcomes. It’s a win-win for both counselors and prospective students, making the admissions journey smoother and more impactful.
With AI precision as their guide, counselors can maximize their impact, leading to improved student outcomes and a stronger admissions process.
Navigating Counselor Drift: The Power of AI Precision
November 15, 2023

Admissions Counselors
Admissions Directors
Admissions Team
Enrollment Management
Yield Management
min read
One-on-one meetings between admissions counselors and admissions directors are crucial for ensuring the efficiency and effectiveness of admissions operations.
Yet, despite all of the helpful tools available to admissions offices, very little work has gone into updating these for 2024.
In the ever-evolving landscape of higher education, these meetings should be revolutionized with the help of AI-backed insights.
That’s right, we’re bringing AI into 1:1s.
At enroll ml, we’ve seen how a well trained machine learning engine built on top of high level data science can provide invaluable information about each counselor’s territory, offering a comprehensive view of their opportunities for enrollment growth.
These AI insights go beyond traditional metrics of FAFSA/Visit/Admit – and instead delve into the nuances of student behavior, communication patterns, and interest level. With this data at their fingertips, both counselor and director alike can guide the next week’s work with unparalleled precision. This ensures that every 1:1 meeting addresses the specific needs of the applicant pool and fosters growth and development for the counselor.
We’ve long since left the days where subjective evaluations and vague feedback will move the needle forward. AI-backed insights empower admissions directors to provide data-driven guidance, enhancing the quality and impact of these critical meetings. The result is a more collaborative and productive partnership between counselors and directors, ultimately driving improved enrollment outcomes.
Not to mention, admissions counselors who are more satisfied with their job.
With AI as your ally, you can have the tools needed to grow your team and enrollment results at the same time.
Revolutionize 1:1 Meetings: Elevating Counselor-Director Interactions with AI Insights
November 9, 2023
Case studies

Illinois College saved counselors 500 hours annually and achieved double-digit growth in enrollment over three years with enroll ml, which was instrumental in optimizing admissions processes, reducing biases, and driving more strategic student engagement.

Edgewood College achieved a 25% increase in enrollment and a 30% boost in counselor productivity over two years with enroll ml, which was instrumental in optimizing middle-of-the-funnel efforts and enabling more strategic, personalized student engagement.
Enroll ml saves me an immense amount of time - and directs the team’s focus with more precision than I ever could have with the contemporary tools and techniques.
Vice President of Admissions
Within 3 weeks of using enroll ml, the admissions team’s morale rose to the highest I’ve ever seen it.
Director of Recruiting
On day 3 of using enroll ml it identified 3 highly engaged students who were completely off of our radar - and we promptly reached out to them and enrolled all three.
Director of Recruiting
I kept my eye on enroll ml for over a year - and when I moved into my new position and began an enrollment team transformation, I brought enroll ml right in.
Vice President Admissions
I asked my Director if we really needed to renew enroll ml, and his response was “Are you kidding me?! We’re big fans.
Vice President of Marketing and Admissions
Enroll ml was so impactful so quickly for our adult / online population that we immediately deployed a 2nd engine for our traditional undergrad.
Vice President, Admissions
Enroll ml seemed too good to be true - but it was everything that they said, and more.
Vice President for Enrollment Management
We challenged enroll ml to help us reduce our melt rate - and it delivered.
Executive Director of Undergraduate Admissions
Enroll ml was the foundation that guided our team to beat our enrollment objectives for the first time in 3 years.
Director of Recruiting
Enroll ml saves me an immense amount of time - and directs the team’s focus with more precision than I ever could have with the contemporary tools and techniques.
Vice President of Admissions
Within 3 weeks of using enroll ml, the admissions team’s morale rose to the highest I’ve ever seen it.
Director of Recruiting
On day 3 of using enroll ml it identified 3 highly engaged students who were completely off of our radar - and we promptly reached out to them and enrolled all three.
Director of Recruiting
I kept my eye on enroll ml for over a year - and when I moved into my new position and began an enrollment team transformation, I brought enroll ml right in.
Vice President Admissions
I asked my Director if we really needed to renew enroll ml, and his response was “Are you kidding me?! We’re big fans.
Vice President of Marketing and Admissions
Enroll ml was so impactful so quickly for our adult / online population that we immediately deployed a 2nd engine for our traditional undergrad.
Vice President, Admissions
Enroll ml seemed too good to be true - but it was everything that they said, and more.
Vice President for Enrollment Management
We challenged enroll ml to help us reduce our melt rate - and it delivered.
Executive Director of Undergraduate Admissions
Enroll ml was the foundation that guided our team to beat our enrollment objectives for the first time in 3 years.
Director of Recruiting