Behind the Systematic Literature Review of STEM Students’ Learning Privileges

During the past several years,, I found myself repeatedly asking a question that rarely appears in our discussions: What makes learning easier for some STEM students than others? Rather: What are the “learning privileges” that quietly shape a student’s academic journey?

Published in Social Sciences and Education

Behind the Systematic Literature Review of STEM Students’ Learning Privileges
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A systematic literature review of learning privileges experienced by STEM students across pre-pandemic, pandemic, and post-pandemic learning periods - Discover Education

This study aims to explore the specific aspects of STEM students’ learning privileges observed throughout their academic journey. A systematic descriptive review of literature following the PRISMA statement was utilized to explore three specific periods: Pre-Pandemic (2016 to early 2020), Pandemic (late 2020 to early 2023), and Post-Pandemic (mid-2023 onwards). Data was analyzed through thematic analysis which revealed nine (9) aspects of learning privileges: three (3) overarching aspects consisting of availability, accessibility, and perceived utility; and six (6) primary aspects consisting of learning resources, social support, teaching competencies, individual capacity, technological considerations, and institutional support. A conceptual model was constructed wherein the overarching aspects apply to all primary aspects, depicting how learning privileges is not a sum of individual/student advantages but emerges from the dynamic interplay among different factors. This interconnectedness suggests that STEM students experience varying degrees of learning privileges depending on how favorably the primary aspects align within their specific environments. Consequently, interventions addressing such disparities must be comprehensive rather than separately, driven by the overarching aspects. With educators as potential allies, engaging students to look deeper into what’s right in front of them, be aware of their realities, and go beyond what’s right in front of others, then students, researchers, educators, and stakeholders have the opportunity to take a step in bridging the gap in the Philippine educational setting.

A Moment of Discomfort as the Starting Point

This question, simple as it sounds, became the seed of my research. And like most research journeys, the story behind it is far less straightforward than the polished abstract that eventually gets published.

The idea first emerged not from theory per se, but from a personal discomfort.

While working with STEM learners, primarily during the height of the COVID-19pandemic, I noticed something subtle but troubling. Some students thrived even with minimal effort, while others struggled despite being equally capable. Some barely get by with the available resources that they have, while there are students who need to exert extra effort just to make it through the school day. I argued that the difference wasn’t intelligence, discipline, or interest in their respective field. It was something harder to define—something embedded in their environment.

I began asking students casual questions: “Where do you usually study?”, “What do you do when you’re stuck on a problem?”, “Who helps you when things get difficult?”

Their answers revealed subtle advantages such as reliable Wi-Fi, a supportive peer group, a teacher who regularly checks in, a school that provides free digital materials, or even simply a quiet desk at home. None of these is dramatic or newsworthy on its own, but taken together, they form a myriad of opportunities that many Filipino students lack.

Those subtle advantages became the foundation of my inquiry into learning privileges.

A Meticulous and Tedious Review Process

To explore this idea, I decided to take a step back and examine what the existing literature said—not just about challenges and inequalities, but about the factors that support learning.

This meant reviewing studies across three time periods, each affected by major shifts in STEM education, specifically among Filipino Senior High School (SHS) students:

  • Pre-pandemic (2016–early 2020)
  • Pandemic (late 2020–early 2023)
  • Post-pandemic (mid-2023 onward)

As this was my first opportunity with this method, using the PRISMA method required a lot of meticulous effort to ensure that the necessary articles were included and attributed. I sifted through hundreds of articles, removed duplicates, traced citations, and categorized studies. Only after this long and most of the time, tedious process did a pattern begin to emerge.

Across all periods, the same sets of advantages kept appearing, sometimes explicitly named, often hidden in the background of the researchers’ narratives.

Interconnectedness of the Aspects of Learning Privileges

The thematic analysis revealed nine aspects that influence STEM students’ learning privileges. To make sense of them, I grouped them into:

Three overarching aspects:

  1. Availability – Are resources and opportunities actually present?
  2. Accessibility – Can students use them easily and consistently?
  3. Perceived utility – Do students believe these resources are meaningful or helpful?

These may sound abstract, but they frame everything else. Even the best device or tutoring session loses its power if students feel it’s not useful—or if it’s technically available but not truly accessible.

Six primary aspects:

  1. Learning resources
  2. Social support
  3. Teaching competencies
  4. Individual capacity
  5. Technological considerations
  6. Institutional support

The highlight here was not individuality, but their interconnectedness. Each aspect influences the others in ways that were often overlooked in policy discussions. Later down the data analysis process, it became clear that learning privilege is not a single advantage, but rather systemic, a combination of factors that reinforce each other.

A student with a strong support system but weak teacher competence will experience learning differently from a student who has excellent teachers but limited technology access. Privilege arises not from one factor alone, but from how these factors align as they go through their learning experiences.

Seeing the Bigger Picture

Once the themes formed, I constructed a model that brought them together. It was like finally seeing a shape in a blurry image.

In this model, the three overarching aspects (availability, accessibility, perceived utility) act as forces that shape how each primary aspect operates. While the six primary aspects interact constantly, creating either a reinforcing cycle of advantages or a compounding cycle of disadvantages.

This means that learning privilege cannot be tackled by isolated solutions.

Providing students with tablets is not enough if connectivity is unstable. Teacher development programs fall short if students don’t perceive them as helpful. Institutional support means little when students lack the individual capacity to maximize what’s offered.

Privilege isn’t just a list of separate advantages; it emerges from how these advantages interact and support one another.

Why This Matters?

The Philippine education landscape is full of resourcefulness and resilience, but it is also full of disparities. While reviewing the literature, I often thought of my own students and the everyday realities they face.

  • A Wi-Fi signal that fluctuates after 6 PM.
  • A school laboratory shared by 700 students.
  • Parents who want to help their child but they themselves cannot read the lessons.
  • A teacher who buys their own classroom materials because the budget fell short again.

These small realities are not captured in national statistics, yet they shape learning privilege in powerful ways. The assumption is that they shape students’ confidence, identity, and future choices.

More importantly, one unexpected finding was that students themselves often struggle to recognize their own advantages. When everything feels “normal,” it becomes invisible.

But making privilege visible is essential for two reasons:

  1. It helps students practice empathy. When they understand what they have, and what others may lack, they become more compassionate peers and more socially responsible scientists.
  2. It helps educators design better interventions. If we know which factors align to create privilege, then we can intentionally align factors for students who need support the most.

So Where Do We Go From Here?

This research does not claim to solve educational inequality. Instead, it offers a lens—a way of seeing learning privilege as an interconnected system rather than a checklist.

It invites educators, researchers, and policymakers to ask new questions:

  • How can we further understand the intricate effect of these aspects as interconnected components?
  • How do we create environments where advantages multiply rather than cancel each other out?
  • How can teachers become allies in helping students understand their own realities and those of others?

At its core, this paper reminds us that privilege is not about who “deserves” more. It is about recognizing the conditions that allow someone to learn with confidence, ease, and dignity. And once we see these conditions more clearly, we have the opportunity and “responsibility” to build them for more students.

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