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Enterprise AI Analysis: Mathematics teachers' awareness, perceptions, and challenges in using ChatGPT

Enterprise AI Analysis

Mathematics Teachers' Awareness, Perceptions, and Challenges in Using ChatGPT

Authored by Emmanuel Atuahene & Francis Ohene Boateng

Executive Impact: Unlocking AI Potential in Education

This study reveals the critical interplay between teacher readiness and systemic limitations in adopting AI for mathematics education. While Ghanaian teachers show remarkable openness to ChatGPT, infrastructural and policy gaps present significant hurdles for transformative integration.

This exploratory study reveals that mathematics teachers in Ghana demonstrate significant awareness of ChatGPT and hold generally favorable perceptions regarding its potential in mathematics instruction. However, this positive disposition is significantly constrained by systemic barriers inherent in resource-constrained educational settings.

The findings indicate that while teachers are open to integrating AI tools, practical implementation is hindered by a range of challenges. These include inadequate training, poor internet connectivity, limited access to digital devices, insufficient institutional support, and pressing time constraints. These structural issues prevent teachers from advancing beyond basic substitution or augmentation levels of technology integration.

To enable sustainable AI adoption in mathematics education, targeted interventions are crucial. These must encompass comprehensive professional development tailored to AI pedagogy, substantial infrastructure investments to bridge the digital divide, and the formulation of clear, supportive policies from educational authorities. Addressing these foundational barriers is essential for realizing the transformative potential of AI in Ghanaian classrooms.

3.86 Average Awareness Score (out of 5)
3.97 Average Perception Score (out of 5)
3.88 Average Challenge Score (out of 5)
100% Response Rate

Deep Analysis & Enterprise Applications

Select a topic to dive deeper, then explore the specific findings from the research, rebuilt as interactive, enterprise-focused modules.

Awareness Levels
Perceptions & Utility
Challenges in Integration
Methodology & Frameworks

Mathematics teachers in the Ghanaian context exhibit a considerable understanding of ChatGPT's existence and potential applications. This awareness extends beyond mere familiarity to include practical insights into its use for lesson planning, content generation, and creating exercises. While general awareness is high, variability exists, suggesting diverse levels of personal engagement and digital literacy among educators.

3.86 Overall Awareness Score (out of 5)

This average reflects a high level of awareness among mathematics teachers regarding ChatGPT and its applications in education, indicating a readiness to engage with AI tools.

72-80% Teachers Aware or Very Aware

The strong majority of respondents expressed awareness or high awareness across various aspects of ChatGPT's utility and functionality.

Teachers hold largely favorable perceptions of ChatGPT, recognizing its potential usefulness and ease of use in enhancing mathematics instruction. They view it as a valuable tool for streamlining lesson planning, saving preparation time, and boosting student engagement. However, underlying concerns about content accuracy and real-time classroom application suggest a nuanced appreciation of AI's current capabilities.

3.97 Overall Perception Score (out of 5)

This high average score demonstrates a generally positive outlook among teachers regarding ChatGPT's potential benefits for mathematics education.

4.08 Perceived Usefulness Score (out of 5)

Teachers strongly agree that ChatGPT is a useful tool for enhancing mathematics instruction, reflecting a clear recognition of its instructional value.

SAMR Framework Integration Potential

SAMR Level Teacher Perception Alignment Current Integration Reality
Substitution Direct replacement for traditional tools (e.g., generating practice problems) Teachers recognize ChatGPT's ability to replace resource generation.
Augmentation Enhances existing practices with functional improvements (e.g., efficiency in lesson planning) Perceived as time-saving and capable of streamlining preparation.
Modification Significant redesign of learning activities Potential recognized, but structural barriers limit progression.
Redefinition Enables entirely new pedagogical possibilities Currently aspirational, hindered by systemic issues despite teacher motivation.

Despite high awareness and positive perceptions, mathematics teachers face substantial systemic and practical challenges in integrating ChatGPT into their classrooms. These barriers primarily stem from a lack of adequate training, poor technological infrastructure, and insufficient institutional support, collectively limiting effective AI adoption.

3.88 Overall Challenge Score (out of 5)

This indicates a significant agreement among teachers regarding the presence of substantial obstacles to effectively integrate ChatGPT.

3.96 Inadequate Training Score (out of 5)

A top-ranked challenge, highlighting the critical need for structured professional development in AI literacy and pedagogical integration strategies.

3.98 Lack of Institutional Support Score (out of 5)

Underscores the absence of clear policy guidance, resources, and leadership encouragement for AI adoption in schools.

Ghanaian vs. International Contexts

Aspect Ghanaian Experience Technologically Advanced Countries
Awareness Higher than some sub-Saharan African contexts, but acquired informally. Generally high, supported by formal training.
Infrastructure Poor internet connectivity, limited device access, digital divide. Robust internet, adequate devices, institutional support structures.
Training Inadequate, sporadic, lack of AI-specific professional development. Comprehensive training programs, AI literacy initiatives.
Policy/Support Policy vacuum, minimal institutional support. Explicit policy frameworks, clear guidelines for AI use.

This study employed a quantitative survey approach guided by a positivist philosophy, ensuring objective measurement of teachers' experiences. The theoretical foundation integrates the SAMR model for technology integration stages and Self-Determination Theory (SDT) to understand motivational dynamics, offering a robust lens for interpreting findings within the Ghanaian context.

Study Methodology Flow

Survey Research Method
Positivist Epistemological Stance
Census Sampling (50 Teachers)
Structured Questionnaire Design
Content & Face Validity Checks
Reliability Assessment (Cronbach's Alpha)
In-person Data Collection
Descriptive Statistical Analysis (SPSS)

Dual Theoretical Lens: SAMR and SDT

The study utilized a combined theoretical framework to provide a nuanced understanding of AI integration. The Substitution, Augmentation, Modification, and Redefinition (SAMR) model helped map the stages of technology integration, revealing that teachers are mostly at the substitution and augmentation levels due to systemic barriers. Complementing this, Self-Determination Theory (SDT) elucidated the motivational factors (competence, autonomy, relatedness) influencing teachers' willingness and confidence to adopt ChatGPT, explaining how external constraints can limit progression even with intrinsic motivation.

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Strategic Implementation Roadmap

A phased approach to integrate AI effectively into your educational environment, building on the insights from this analysis.

Phase 1: Foundational Infrastructure & Policy

Address critical gaps in internet connectivity, device access, and develop explicit AI integration policies and ethical guidelines. Establish district-level ICT hubs to provide shared resources and technical support.

Phase 2: Targeted Professional Development

Implement context-specific training programs focusing on pedagogical strategies for integrating AI tools into mathematics instruction. Build teachers' AI literacy and confidence, moving beyond basic awareness to practical application.

Phase 3: Curriculum Alignment & Resource Creation

Explore how AI literacy can be integrated into teacher education curricula. Support teachers in critically evaluating AI-generated content and aligning it with existing mathematics curricula. Foster communities of practice for sharing best practices.

Phase 4: Pilot & Scale Transformative Practices

Initiate pilot programs in selected schools to test and refine AI integration strategies. Evaluate impact on student learning and teacher efficacy, then scale successful models across the district and potentially nationally, with ongoing support and adaptation.

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