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An appraisal of students' attitudes toward adaptive learning platforms in Kebbi Central LGA, Kebbi State

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  • NGN 5000

Background of the Study

Adaptive learning platforms are transforming the educational landscape by personalizing the learning experience based on individual student needs. In Kebbi Central LGA, Kebbi State, the deployment of such platforms has generated substantial interest as educators seek to address the diverse learning paces and styles of their students. These platforms employ algorithms to analyze students’ interactions, thereby tailoring content and feedback in real time. This personalized approach not only increases student engagement but also helps bridge gaps in understanding, particularly in areas where traditional one-size-fits-all teaching methods fall short (Aminu, 2023). The integration of adaptive learning platforms in Kebbi Central is viewed as a critical strategy to enhance educational outcomes in a region where disparities in academic performance are prevalent (Musa, 2024).

The theoretical framework underpinning adaptive learning posits that individualized instruction can lead to improved learning efficiency and greater academic success. By constantly monitoring student progress and adjusting instructional materials accordingly, adaptive systems can offer targeted interventions that improve comprehension and retention (Adamu, 2025). In Kebbi Central LGA, where classrooms are often large and teacher-to-student ratios are high, the role of technology in providing personalized learning experiences becomes even more crucial. These platforms also empower students by allowing them to control the pace of their learning, thereby boosting self-confidence and promoting a more active role in their education.

Despite the promise of adaptive learning, its implementation in Kebbi Central has encountered challenges. Concerns have been raised regarding the digital divide, with disparities in access to requisite technology potentially limiting the benefits of these platforms (Aminu, 2023). Additionally, resistance from educators accustomed to conventional teaching methods and a lack of comprehensive training on adaptive systems have further complicated the transition. The cultural context and prevailing attitudes toward technology in education also influence how these platforms are received. Consequently, there is a pressing need to critically appraise student attitudes toward adaptive learning platforms to understand their perceived benefits and limitations. This appraisal will help in refining the implementation strategies, ensuring that adaptive learning can serve as an effective tool to promote academic excellence and equitable access to education in Kebbi Central LGA (Aminu, 2023; Musa, 2024; Adamu, 2025).

Statement of the Problem

Although adaptive learning platforms offer a personalized approach to education, their acceptance among students in Kebbi Central LGA remains uncertain. Many students have shown ambivalence toward the new digital formats, citing difficulties in navigating the systems and skepticism about the platforms’ ability to meet their unique learning needs (Aminu, 2023). The transition from traditional classroom instruction to a technology-driven, personalized model has not been seamless, with students experiencing a steep learning curve. This has raised concerns about the overall impact of adaptive learning on student motivation and academic performance (Musa, 2024). In some cases, students report feeling overwhelmed by the continuous data-driven adjustments, which may lead to anxiety and reduced confidence in their learning abilities. Furthermore, the infrastructural limitations, such as inadequate internet connectivity and limited access to personal devices, exacerbate these issues, leading to unequal participation across different socio-economic groups (Adamu, 2025).

Another significant problem is the lack of direct feedback mechanisms that allow students to express their concerns and suggestions regarding the adaptive systems. While the technology collects data on performance, it does not necessarily capture the emotional and cognitive responses of the learners. This gap limits educators’ ability to fully understand the students’ attitudes and make informed adjustments to the platforms. The current situation calls for a comprehensive evaluation of student attitudes to determine whether the adaptive learning platforms are achieving their intended outcomes. There is an urgent need to identify the factors that influence acceptance and resistance among students so that interventions can be designed to enhance user experience and ultimately improve academic performance. This study seeks to address these gaps by systematically appraising student attitudes toward adaptive learning platforms in Kebbi Central LGA, thereby providing a basis for evidence-based improvements (Aminu, 2023; Musa, 2024; Adamu, 2025).

Objectives of the Study:

1. To evaluate student attitudes toward adaptive learning platforms.

2. To identify factors influencing the acceptance and resistance of these platforms.

3. To propose strategies for enhancing the effectiveness of adaptive learning in Kebbi Central LGA.

Research Questions:

1. What are students’ perceptions of adaptive learning platforms?

2. Which factors significantly influence students’ attitudes towards these platforms?

3. How can adaptive learning be improved to better meet student needs?

Research Hypotheses:

1. Positive student attitudes toward adaptive learning platforms correlate with higher academic achievement.

2. Lack of adequate training and infrastructural support negatively affects students’ perceptions of adaptive systems.

3. Tailored improvements in platform design lead to more favorable student attitudes.

Significance of the Study

This study is significant as it investigates the perceptions of students regarding adaptive learning platforms in Kebbi Central LGA, offering insights into the factors that enhance or impede effective digital education. The findings will be invaluable for educators and policymakers aiming to integrate technology into learning environments in a manner that is both equitable and impactful. By addressing the concerns and preferences of students, the study contributes to a more refined and adaptive educational framework that is responsive to diverse learning needs (Aminu, 2023; Musa, 2024).

Scope and Limitations of the Study:

The study is confined to assessing student attitudes toward adaptive learning platforms in Kebbi Central LGA and does not extend to other educational technologies or geographic regions.

Definitions of Terms:

1. Adaptive Learning Platform: A digital system that personalizes educational content based on individual learner performance.

2. Student Attitude: The disposition or mindset of students toward a particular learning method or technology.

3. Digital Literacy: The ability to effectively navigate and use digital tools and technologies.

 





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