The integration of technology into educational settings has become increasingly prevalent, often accompanied by a strong emphasis on adoption metrics. These metrics, such as the number of devices deployed, software licenses purchased, or platform logins, provide a seemingly straightforward measure of technology integration. However, a singular focus on adoption rates offers an incomplete and often misleading picture of the true impact and sustainability of educational technology (EdTech) initiatives. While the widespread use of a technology might suggest success, it fails to address the critical questions of how effectively the technology is being used, its influence on teaching and learning, and its long-term viability within the educational ecosystem 1. Consequently, there is a growing recognition of the need to move beyond simple adoption metrics and embrace more meaningful approaches to evaluating the effectiveness and sustainability of EdTech implementations. This report examines the limitations of traditional adoption metrics, explores alternative frameworks and metrics for evaluation, delves into the concept of sustainable EdTech, analyzes the relationship between impact measurement and sustainability, investigates practical measurement strategies, examines relevant case studies, considers ethical implications, and proposes an actionable framework for educators and policymakers.
The paper "Beyond Adoption Metrics: Measuring What Matters in Sustainable EdTech Implementation," published in January 2025, offers a contemporary perspective on evaluating the effectiveness of digital learning tools 3. The study centers on the impact of adaptive learning technologies, personalized feedback mechanisms, and interactive artificial intelligence (AI) tools on student engagement 3. A key argument presented in the paper is the crucial moderating role of digital literacy in determining how effectively students interact with and benefit from these technologies 3. The research employed a quantitative survey-based methodology, gathering data from 500 undergraduate and graduate students across various academic disciplines 3. The survey instrument utilized a 5-point Likert scale to measure constructs such as the use of adaptive learning technologies, the receipt of personalized feedback, interaction with AI tools, the level of digital literacy, and the degree of student engagement 3. Statistical analyses, including confirmatory factor analysis (CFA), SPSS, and SmartPLS, were used to evaluate the validity and reliability of the constructs and to test the proposed hypotheses 3. The study's findings revealed positive correlations between adaptive learning technologies, digital literacy, and personalized feedback with student engagement 3. Notably, a negative relationship was observed between interactive AI tools and student engagement, suggesting potential shortcomings in their current design and implementation 3. Furthermore, the research indicated interaction effects between digital literacy and both interactive AI tools and personalized feedback on student engagement levels 3. The paper concludes by highlighting the potential of digital tools to foster sustainable education by enhancing student engagement and promoting more inclusive educational systems 3. While acknowledging limitations such as the use of convenience sampling and self-reported data, the study suggests future research should investigate the long-term impacts of these technologies and explore other factors that might influence their effectiveness 3. Although the paper does not explicitly focus on the limitations of adoption metrics, its findings implicitly underscore the importance of looking beyond mere usage. The study's emphasis on student engagement and the influence of digital literacy suggests that the quality of interaction with technology, rather than just its adoption, is a more pertinent indicator of success. Based on the paper, potential metrics for evaluating sustainable implementation could include the level of digital literacy among students, the effectiveness of teachers' strategies for integrating these tools, the degree of personalization and adaptability offered, the consistency and quality of feedback provided, and the extent to which the tools address diverse learning needs and promote equitable access 3.
The landscape of EdTech evaluation is characterized by a multitude of frameworks that seek to provide a more comprehensive understanding of technology's impact in education than simple adoption rates. A 2023 report identified as many as 75 different evaluation frameworks specifically for EdTech in K-12 settings, indicating a widespread recognition of the need for systematic assessment 4. Among these, the 5Es Framework (Efficacy, Effectiveness, Ethics, Equity, Environment) stands out as a comprehensive model that examines the multifaceted impact of EdTech on learners 4. This framework encourages evaluation across five critical domains: whether the technology works under controlled conditions (efficacy), its real-world applicability and cost-effectiveness in classrooms (effectiveness), the ethical implications of its use, particularly concerning data privacy (ethics), its accessibility and impact on all learners, including marginalized groups (equity), and the environmental sustainability of the technology and its provider (environment) 4. The International Society for Technology in Education (ISTE) has also developed standards and the Teacher Ready Framework, which provide criteria for evaluating the usability of EdTech products, their alignment with learning sciences, and their user experience design 5. Other notable frameworks include SAMR (Substitution, Augmentation, Modification, Redefinition) and TPACK (Technological Pedagogical Content Knowledge), which focus on the depth and nature of technology integration in teaching practices 6. Tools like RAIT (Rapid Assessment of Educational Technologies) offer more immediate evaluation capabilities 6, while the CWiC Framework is specifically designed to assist decision-makers in higher education in selecting courseware solutions that improve student outcomes 6. The Jacobs' Foundation Evidence Framework emphasizes effectiveness, implementation fidelity, and the potential for scaling up successful interventions 7. Furthermore, the UNICEF EdTech4Good Curation Framework, similar to the 5Es, examines various dimensions of impact to promote the use of beneficial educational technologies 4. The Every Student Succeeds Act (ESSA) in the United States provides a tiered system for evaluating the quality of research evidence supporting educational interventions, with Tier 1 representing the most rigorous methodologies like randomized controlled trials (RCTs) 2. This highlights the importance of scientifically sound research in determining the true impact of EdTech. The credibility of research is further enhanced when it is published in peer-reviewed journals, as this process ensures that the study has undergone scrutiny by experts in the field regarding its methodology, data analysis, and conclusions 8. Recognizing the need for standardized quality assurance in the EdTech sector, various international certification efforts are emerging. Initiatives such as the collaboration among seven U.S. certification providers to create a joint platform and the development of a research-driven evaluation system by Eduevidence.org aim to consolidate and clarify the standards for EdTech quality, often employing tiered certification levels to indicate the strength of the evidence supporting different tools 4.
Sustainable EdTech implementation extends beyond simply adopting technology or focusing solely on its environmental impact, although the latter is a significant consideration 10. A truly sustainable approach encompasses multiple dimensions that contribute to the long-term success and positive influence of technology in education. Pedagogical impact lies at the heart of sustainable EdTech, focusing on how technology can enhance student engagement and motivation, facilitate personalized learning experiences tailored to individual needs, promote collaboration and the development of critical thinking skills, and align with the curriculum and overall learning objectives 13. Furthermore, sustainable EdTech must address the diverse learning needs of all students and strive for equitable access and outcomes 3. Cost-effectiveness is another crucial dimension, requiring institutions to consider the total cost of ownership, including not only the initial purchase but also maintenance, teacher training, and ongoing support 19. Demonstrating a positive return on investment, both in financial terms and in terms of improved student outcomes and increased efficiency, is essential for the long-term viability of EdTech initiatives 1. This also involves optimizing resource allocation and minimizing waste in technology usage 10. Teacher professional development plays a pivotal role in ensuring sustainable EdTech. Educators need adequate training and continuous support to effectively integrate technology into their teaching practices, building their confidence and efficacy in utilizing these tools 13. Professional development should focus on the pedagogical applications of technology rather than just its technical functionalities 28. Alignment with broader educational goals is also paramount. Sustainable EdTech should support the institution's and national educational objectives, ultimately improving learning outcomes and preparing students for a future increasingly shaped by technology by developing their digital literacy skills 3. A robust technical infrastructure and reliable support are foundational for sustainable implementation, ensuring consistent network connectivity, functional devices, and readily available technical assistance for both teachers and students 24. Interoperability with existing educational systems is another important aspect to consider 4. Ethical considerations are integral to sustainable EdTech, particularly concerning data privacy and security 19. This includes ensuring the responsible use of data, avoiding algorithmic bias, and promoting inclusivity and accessibility for all learners 33. Finally, environmental responsibility is an increasingly important dimension of sustainable EdTech, encompassing efforts to reduce paper consumption through digital resources, choose energy-efficient devices and promote their responsible disposal, and optimize the energy usage of online learning platforms and data centers 10.
A fundamental shift from merely tracking adoption to measuring meaningful impact is essential for achieving sustainable EdTech implementation. Focusing on impact provides valuable evidence of what works effectively and what does not, enabling educators and policymakers to make more informed decisions about technology investments 21. This data-driven approach helps to avoid the pitfalls of investing in technologies based on superficial appeal or popularity without demonstrable benefits to teaching and learning 49. Measuring meaningful outcomes also fosters accountability among EdTech providers and educational institutions, as the emphasis shifts to achieving tangible results in student learning and other key areas 50. This focus on impact can drive more effective implementation strategies and a greater alignment of technology use with student needs. Furthermore, the analysis of impact data provides crucial insights for continuous improvement, allowing for the identification of areas where both the technology and its implementation can be refined to better serve the needs of learners and educators 14. This iterative process ensures that EdTech initiatives remain relevant, effective, and adaptable over time. Ultimately, demonstrating a positive impact on learning outcomes, teacher efficacy, and other critical factors contributes to the long-term sustainability of EdTech investments, as it provides the necessary justification for continued funding and support 53. In contrast, relying solely on adoption metrics, without evidence of actual impact, can lead to disillusionment when the anticipated benefits fail to materialize, potentially resulting in the abandonment of EdTech initiatives. Therefore, a commitment to measuring what truly matters is crucial for ensuring the lasting success and sustainability of technology integration in education.
Measuring the impact and sustainability of EdTech initiatives requires a comprehensive approach that utilizes both quantitative and qualitative data to provide a holistic understanding of the outcomes 8. Quantitative data, which involves numerical measurements, can include standardized test scores and assessments to gauge academic achievement, interim assessment data to track progress over time, usage analytics from EdTech platforms to understand engagement levels, attendance and graduation rates as indicators of student success, financial ROI metrics to evaluate cost-effectiveness, and intervention and support metrics to assess the impact on students needing additional assistance 1. Qualitative data, on the other hand, provides rich, descriptive information about experiences and perceptions. This can be gathered through surveys and questionnaires for students, teachers, and parents to capture feedback, interviews and focus groups to gain in-depth insights, classroom observations to understand technology integration in practice, case studies to provide contextualized examples of impact, student work samples and portfolios to demonstrate learning, and teacher reflections to understand their perspectives 13.
To effectively measure EdTech impact, educators and institutions can employ several practical strategies and tools. Defining clear goals and metrics that go beyond adoption numbers is a critical first step 22. Learning management systems (LMS) can be valuable tools for collecting and analyzing data on student engagement and performance 15. Establishing regular data review cycles allows for the timely analysis of information and the implementation of necessary adjustments 22. Utilizing established evaluation frameworks, such as the 5Es or ISTE standards, can provide a structured approach to assessment 4. Specific evaluation tools, like the ISTE Teacher Ready Evaluation Tool and the EdTech Index, can aid in the process of selecting and evaluating technologies 5. Conducting pilot programs with new EdTech tools on a smaller scale before full implementation can provide valuable data and feedback 18. Focusing on leading measures, such as initial engagement and usage patterns, can offer early indicators of potential success 21. Assessing teacher efficacy and satisfaction with the technology is also important, as teacher confidence is linked to effective implementation 13. Evaluating the accessibility and equity of EdTech tools ensures that they meet the needs of all learners 13. Tracking time savings for staff can help demonstrate the efficiency gains from technology 21, and analyzing intervention and support metrics can show if technology is aiding in identifying and assisting struggling students 21. Finally, considering digital equity by measuring access to technology and connectivity for all students is crucial for sustainable and impactful EdTech initiatives 1.
Several case studies illustrate the successful shift from focusing on adoption to measuring deeper learning outcomes and long-term impact in EdTech implementation. The LEO Academy Trust in the UK, for instance, provided every student and staff member with a Chromebook and focused on creating blended, autonomous learning environments 60. A comprehensive 12-month study revealed that this approach supported positive outcomes, including student attainment significantly outperforming national norms, a substantial increase in the proportion of children achieving greater depth in national assessments, a 23% increase in classroom efficiency, a reduction in the number of students requiring expensive special education interventions, and significant cost savings through reduced printing 60. This case demonstrates that a well-planned and supported EdTech initiative, with a focus on pedagogical transformation, can lead to measurable improvements across various key educational indicators, going well beyond simple usage. In rural India, mobile learning platforms like EduBridge have successfully bridged the educational divide by offering culturally relevant interactive content on basic mobile phones 61. These platforms have led to increased student engagement and attendance, as well as improved performance on standardized tests, highlighting the potential of EdTech to address equity issues by focusing on accessibility and relevant content rather than just technology availability 61. In rural America, the implementation of Virtual Reality (VR) classrooms has shown promise in enhancing student engagement and preliminary academic performance in resource-limited environments, indicating how innovative technologies can create engaging learning opportunities that lead to improved outcomes 61. A water conservation project in higher education utilized AI to empower agricultural students to develop smart IoT systems for monitoring water usage and pump functionality 63. The success of this project was measured by the high accuracy rates of the AI models (over 96% and 98.91%), demonstrating how EdTech can foster innovation, develop practical skills, and address real-world sustainability challenges. Finally, Bamboo Learning partnered with LearnPlatform to validate the efficacy of their products in accordance with the Every Student Succeeds Act (ESSA), emphasizing the importance of research and evidence-based impact on student learning outcomes 64. These case studies collectively demonstrate that successful EdTech implementation hinges on a clear focus on specific learning goals and a commitment to measuring progress towards those goals, rather than simply tracking the extent of technology adoption.
The collection and analysis of data in EdTech impact measurement carry significant ethical implications that must be carefully considered to protect the rights and well-being of students 33. Student data, which includes personal information, academic records, and behavioral observations, is highly sensitive and requires stringent data privacy and security measures 34. Transparency about what data is collected, how it is used, and for how long it is retained is paramount, and obtaining informed consent from parents or guardians is a fundamental ethical requirement 34. Robust security measures, including data encryption and secure storage practices, are essential to prevent data breaches and unauthorized access to sensitive information 19. Compliance with relevant data protection laws, such as the Family Educational Rights and Privacy Act (FERPA) in the United States and the General Data Protection Regulation (GDPR) in the European Union, is also crucial 34. The algorithms used in many EdTech tools can inadvertently perpetuate biases present in the data they are trained on, potentially leading to unfair outcomes for certain student groups. Therefore, ensuring algorithmic fairness and transparency is a critical ethical consideration 34. The issue of data ownership and control also raises ethical questions, as it is important to clarify whether the data generated by students belongs to the student, the educational institution, or the EdTech provider, and to provide students with control over their own data 34. Sustainable EdTech practices must prioritize inclusivity and accessibility, ensuring that technology tools are usable by all students regardless of their abilities or backgrounds 34. The responsible utilization of student data is paramount, meaning it should be used ethically and solely for educational purposes, avoiding its exploitation for targeted advertising or other non-educational gains 34. Collecting only the minimum amount of data necessary for educational purposes is another key ethical principle 36. Finally, transparency about data practices and holding EdTech companies and institutions accountable for their data handling are essential for building trust and ensuring ethical conduct 34. Establishing clear policies and guidelines regarding data privacy and usage, developed collaboratively with students, families, educators, and administrators, is crucial for navigating these ethical challenges 39. Furthermore, providing adequate training to teachers on data privacy and security is essential for fostering a culture of responsible data handling within educational institutions 35.
To guide educators and policymakers in moving beyond adoption metrics, a comprehensive framework for sustainable EdTech impact measurement is proposed, drawing upon the insights from the reviewed paper and broader research. This framework emphasizes a systematic and multi-dimensional approach to evaluating the true value of technology in education.
Framework for Sustainable EdTech Impact Measurement
Recommendations for Educators: Educators should prioritize how EdTech tools enhance their pedagogical approaches and improve student learning outcomes, rather than simply focusing on the adoption of the latest technologies. Collaboration with IT staff and administrators is essential to ensure that the necessary infrastructure and technical support are in place. Active participation in professional development opportunities focused on effective technology integration is crucial for building confidence and competence. Regularly seeking feedback from students about their experiences with EdTech tools can provide valuable insights for improvement. Finally, educators should utilize data on student performance and engagement to inform their instructional practices and identify areas where technology can be used more effectively.
Recommendations for Policymakers: Policymakers should promote and provide funding for rigorous research on the impact and sustainability of EdTech initiatives. Developing national guidelines and standards for EdTech evaluation that extend beyond adoption metrics is essential for ensuring accountability and effectiveness. Supporting initiatives for high-quality teacher professional development focused on the pedagogical integration of technology should be a priority. Furthermore, policymakers must prioritize ethical considerations and data privacy in all EdTech-related policies and regulations. Encouraging the adoption of comprehensive evaluation frameworks, such as the 5Es framework, can help ensure a holistic assessment of EdTech's impact.
In conclusion, the reliance on traditional adoption metrics provides an insufficient measure of the true value and long-term viability of EdTech implementations. A more meaningful approach necessitates a shift towards evaluating the actual impact on learning outcomes, student engagement, teacher efficacy, and other critical educational goals. The insights from current research and the examination of successful case studies underscore the importance of a multi-dimensional perspective that encompasses pedagogical, financial, technical, ethical, and environmental considerations. By embracing comprehensive evaluation frameworks, utilizing a mix of quantitative and qualitative data, and prioritizing ethical data handling, educators and policymakers can move beyond the illusion of adoption and chart a course towards a future where educational technology is not only widely used but also demonstrably effective and truly sustainable. A collaborative effort across the field is essential to ensure that the focus remains on measuring what truly matters in order to realize the transformative potential of EdTech for all learners.
Works cited
Measuring EdTech Impact on Learning Outcomes - Filewave, accessed March 28, 2025, https://www.filewave.com/blog/edtech-and-learning-what-can-you-measure/
EdTech Evidence: What Every School Needs to Know - Instructure, accessed March 28, 2025, https://www.instructure.com/resources/blog/edtech-evidence-what-every-school-needs-know
The Impact of Adaptive Learning Technologies, Personalized ... - MDPI, accessed March 28, 2025, https://www.mdpi.com/2071-1050/17/3/1133
Opinion: Governments Need to Come Together on Ed-Tech Evaluation - GovTech, accessed March 28, 2025, https://www.govtech.com/voices/opinion-governments-need-to-come-together-on-ed-tech-evaluation
Advancing Edtech Evaluation and Selection - ISTE, accessed March 28, 2025, https://iste.org/edtech-product-selection
Models for Evaluating Education Technology - EdTech Factotum, accessed March 28, 2025, https://edtechfactotum.com/models-for-evaluating-education-technology/
Towards holistic impact measures in EdTech - Alliance magazine, accessed March 28, 2025, https://www.alliancemagazine.org/blog/towards-holistic-impact-measures-in-edtech/
High-Quality Edtech Research: What Is It & Why It Matters - Frax, accessed March 28, 2025, https://frax.explorelearning.com/resources/insights/rigorous-high-quality-research
This is a pre-print to safeguard intellectual property and comply with the open access policy of ICEIE. It has been intentionall, accessed March 28, 2025, https://eduevidence.org/wp-content/uploads/2024/09/Pre-Print-version-of-Main-file_Multiple-EdTech-Impact-Index.pdf
EdTech: A Path Toward Sustainable Learning | Green City Times, accessed March 28, 2025, https://www.greencitytimes.com/edtech-a-path-toward-sustainable-learning/
Sustainable Strategies for Learning Technologists: Reducing Environmental Impact in Educational Technology - Sussex Blogs, accessed March 28, 2025, https://blogs.sussex.ac.uk/tel/2024/04/05/sustainable-strategies-for-learning-technologists-reducing-environmental-impact-in-educational-technology/
How can schools be more sustainable using EdTech? - Novatia, accessed March 28, 2025, https://www.novatia.com/blog/how-can-schools-be-more-sustainable-using-edtech
Evaluating Your EdTech to Improve Student Outcomes - Bluum, accessed March 28, 2025, https://www.bluum.com/resources/unlock-power-of-edtech
How to Build a Successful and Sustainable EdTech Startup - EdisonOS, accessed March 28, 2025, https://www.edisonos.com/learning-management-system/build-successful-edtech-startup
Understanding educational technology and its impact on the learning landscape - Turnitin, accessed March 28, 2025, https://www.turnitin.com/blog/understanding-educational-technology-and-its-impact-on-the-learning-landscape
How Ed Tech Will Impact the Future of Curriculum and Instruction Design, accessed March 28, 2025, https://online.siue.edu/degrees/education/ed-specialist-teacher-leader/ed-tech-curriculum-instruction-design/
Aligning EdTech with Curriculum: Boosting Teacher and Student Success - zSpace Blog, accessed March 28, 2025, https://blog.zspace.com/the-crucial-link-aligning-edtech-supplements-with-your-curriculum-for-teacher-and-student-success
How to Implement EdTech Innovations for Maximum Impact in Schools[+Examples & Tips], accessed March 28, 2025, https://www.pageon.ai/blog/edtech-innovations
5 Disadvantages of Technology in Education | ManagedMethods, accessed March 28, 2025, https://managedmethods.com/blog/disadvantages-of-technology-in-education/
Why Schools and Districts Should Consider True Cost—Not Just Price—When Shopping for EdTech - WestEd, accessed March 28, 2025, https://www.wested.org/blog/schools-and-districts-consider-true-cost-edtech/
3 Key Factors for Measuring the Effectiveness of Edtech - PowerSchool, accessed March 28, 2025, https://www.powerschool.com/blog/measuring-effectiveness-edtech/
Impactful Edtech: Investing in Long-Term Student Success - Gizmos, accessed March 28, 2025, https://gizmos.explorelearning.com/resources/insights/priceless-impact-of-edtech
Education technology must be sustainable, here's what that looks like – EnvironmentJournal, accessed March 28, 2025, https://environmentjournal.online/headlines/sustainable-education-technology/
Barriers to Educational Technology Adoption: Navigating Challenges in Integration - Qlantic Journal of Social Sciences, accessed March 28, 2025, https://qjss.com.pk/index.php/qjss/article/download/162/148/318
The 7 Greatest Challenges Facing Education Technology Today - WPG Consulting, accessed March 28, 2025, https://wpgc.io/blog/the-7-greatest-challenges-facing-education-technology-today/
www.explorelearning.com, accessed March 28, 2025, https://www.explorelearning.com/resources/insights/edtech-teacher-professional-development#:~:text=Professional%20Development%20Ideas&text=Training%20sessions%20should%20explain%20the,degrees%20of%20use%20and%20knowledge.
Training Teachers to Use Edtech: Set Teache... | ExploreLearning, accessed March 28, 2025, https://www.explorelearning.com/resources/insights/edtech-teacher-professional-development
Full Year PD - EdTechTeacher, accessed March 28, 2025, https://edtechteacher.org/fullyearpd/
Just-in-Time Professional Development for Edtech Tools - Edutopia, accessed March 28, 2025, https://www.edutopia.org/article/just-time-professional-development-edtech-tools/
Aligning Educational Goals with Governance Using Meeting Management Platforms, accessed March 28, 2025, https://adam.ai/blog/aligning-educational-goals
25. Aligning EdTech Solutions with National Educational Policies and Curricula - Toolkit, accessed March 28, 2025, https://toolkit.proximatechange.com/edtech-roadmap/viii-government-partnership/25-aligning-edtech-solutions-with-national-educational-policies-and-curricula/
Evaluating Edtech Tools | Blended & Personalized Learning Practices At Work, accessed March 28, 2025, https://practices.learningaccelerator.org/strategies/evaluating-edtech-tools
30 Pros & Cons of EdTech [2025] - DigitalDefynd, accessed March 28, 2025, https://digitaldefynd.com/IQ/edtech-pros-cons/
7 Important Roles Of Ethical Considerations In Edtech - Future Education Magazine, accessed March 28, 2025, https://futureeducationmagazine.com/ethical-considerations-in-edtech/
10 Ethical Considerations and Data Privacy Laws to Consider in EdTech Industry, accessed March 28, 2025, https://www.hurix.com/blogs/ethical-considerations-and-data-privacy-laws-to-consider-in-edtech-industry/
Ethical Dilemmas In Student Data Privacy: Navigating EdTech Safeguards, accessed March 28, 2025, https://elearningindustry.com/ethical-dilemmas-in-student-data-privacy-navigating-edtech-safeguards
reflex.explorelearning.com, accessed March 28, 2025, https://reflex.explorelearning.com/resources/insights/edtech-data-security-challenges#:~:text=Data%20privacy%20in%20education%20refers,feel%20safe%20about%20data%20privacy.
Safeguarding Student Data: Data Privacy in Education - Reflex, accessed March 28, 2025, https://reflex.explorelearning.com/resources/insights/edtech-data-security-challenges
Empowering Student Agency in the Digital Age: The Role of Privacy in EdTech, accessed March 28, 2025, https://www.newamerica.org/education-policy/briefs/empowering-student-agency-in-the-digital-age-the-role-of-privacy-in-edtech/
Driving EdTech Systems: Student Data Privacy - The Learning Accelerator, accessed March 28, 2025, https://practices.learningaccelerator.org/strategies/driving-edtech-systems-student-data-privacy
Privacy and Education Technology, accessed March 28, 2025, https://studentprivacy.ed.gov/privacy-and-education-technology
EdTech and Privacy: Navigating a Shifting Regulatory Landscape - McDermott Will & Emery, accessed March 28, 2025, https://www.mwe.com/insights/edtech-and-privacy-navigating-a-shifting-regulatory-landscape/
The Ethics of Educational Technology: Privacy and Safety Concerns, accessed March 28, 2025, https://bhushandandawatestemscholarship.com/the-ethics-of-educational-technology-privacy-and-safety-concerns/
The Ethical Use of Data in Education: Promoting Responsible Policies and Practices, accessed March 28, 2025, https://www.wested.org/resource/ethical-use-of-data-in-education/
Understanding Data Management in EdTech | 8allocate, accessed March 28, 2025, https://8allocate.com/blog/understanding-data-management-in-edtech/
A Handy Framework for Choosing Edtech - Edutopia, accessed March 28, 2025, https://www.edutopia.org/article/handy-framework-choosing-edtech
Sustainability in Schools through Ed-Tech - Education Horizons, accessed March 28, 2025, https://www.educationhorizons.com/blog/sustainability-education-in-schools
Measuring Impact: Navigating High-Quality Research for Educators - Reflex, accessed March 28, 2025, https://reflex.explorelearning.com/resources/insights/high-quality-edtech-research
What Is Educational Technology (Ed Tech), and Why Should Schools Invest in It?, accessed March 28, 2025, https://edtechmagazine.com/k12/article/2024/03/what-educational-technology-ed-tech-and-why-should-schools-invest-it-perfcon
How impact financing can deliver better edtech products to children, accessed March 28, 2025, https://impactalpha.com/how-impact-financing-is-delivering-better-edtech-products-to-children/
EdTech for Improved Learning Outcomes for Primary and Secondary Students in Kenya - Squarespace, accessed March 28, 2025, https://static1.squarespace.com/static/593d2e8ad1758ea7078001e6/t/6246cbc9f42e9d07e4bc19ca/1648806865719/Ed-tech+for+Improved+Learning+Outcomes+for+primary+and+secondary+students+in+Kenya.pdf
Evaluating The Impact Of Edtech Programs - Frax, accessed March 28, 2025, https://frax.explorelearning.com/resources/insights/determine-edtech-program-impact
Impact - Educapital, accessed March 28, 2025, https://www.educapitalvc.com/impact
These are the 5 key trends shaping the EdTech ecosystem | World Economic Forum, accessed March 28, 2025, https://www.weforum.org/stories/2024/02/these-are-the-4-key-trends-that-will-shape-the-edtech-market-into-2030/
gizmos.explorelearning.com, accessed March 28, 2025, https://gizmos.explorelearning.com/resources/insights/determine-edtech-program-impact#:~:text=Measuring%20reach%20and%20engagement%20with%20quantitative%20data&text=Qualitative%20research%20can%20be%20great,quality%20and%20rigorous%20statistical%20analyses.
Quantitative vs qualitative assessment in educational review - Award Force, accessed March 28, 2025, https://awardforce.com/blog/articles/quantitative-vs-qualitative-assessment-in-educational-review/
Evaluating The Impact Of Edtech Programs - Gizmos, accessed March 28, 2025, https://gizmos.explorelearning.com/resources/insights/determine-edtech-program-impact
Qualitative vs. Quantitative Data Analysis in Education, accessed March 28, 2025, https://learningsciences.smu.edu/blog/qualitative-vs-quantitative-data-analysis
Process evaluation case study: CSF EdTech - IDinsight's Impact Measurement Guide, accessed March 28, 2025, https://guide.idinsight.org/process-evaluation-case-study-csf-edtech/
A case study of edtech implementation and impact - Headteacher Update, accessed March 28, 2025, https://www.headteacher-update.com/content/best-practice/a-case-study-of-edtech-implementation-and-impact/
How is EdTech being used for Rural Education? - 5 Case Studies [2025] - DigitalDefynd, accessed March 28, 2025, https://digitaldefynd.com/IQ/edtech-used-for-rural-education-case-studies/
How Can EdTech Drive Social Impact in Underserved Communities [5 Case Studies][2025], accessed March 28, 2025, https://digitaldefynd.com/IQ/edtech-drive-social-impact/
Using AI to promote Education for Sustainable Development (ESD) and widen access to digital skills, accessed March 28, 2025, https://www.qaa.ac.uk/docs/qaa/members/list-of-case-studies-using-ai-to-promote-education-for-sustainable-development-esd-and-widen-access-to-digital-skills.pdf?sfvrsn=74f7bc81_6
Measuring the impact of Edtech - AXD Agency, accessed March 28, 2025, https://www.axd.agency/post/measuring-the-impact-of-edtech
The Development of AI and Protecting Student Data Privacy | ArentFox Schiff, accessed March 28, 2025, https://www.afslaw.com/perspectives/ai-law-blog/the-development-ai-and-protecting-student-data-privacy