{"id":24411,"date":"2024-06-26T12:40:06","date_gmt":"2024-06-26T02:40:06","guid":{"rendered":"https:\/\/www.educationperfect.com\/?post_type=article&#038;p=24411"},"modified":"2024-11-20T14:57:07","modified_gmt":"2024-11-20T04:57:07","slug":"technical-realities-behind-ai-developments-in-education","status":"publish","type":"article","link":"https:\/\/www.educationperfect.com\/article\/technical-realities-behind-ai-developments-in-education\/","title":{"rendered":"A Look at the Technical Realities Behind AI Developments in Education"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">AI seems to be everywhere, and the market pressure to create AI products is possibly greater than any previous technological change. The education sector is far from immune. Generative AI, and the more familiar subset, the Large Language Model (LLM), is already finding its way into classrooms &#8211; whether welcomed or not &#8211; and quickly changing what learning might look like in the future.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Here at Education Perfect we have been developing and testing our own secure, safe and trustworthy AI-enabled features, which we\u2019re excited to have announced this week. <\/span><i><span style=\"font-weight: 400;\"><a href=\"https:\/\/www.educationperfect.com\/whitepaper\/ai-and-the-next-iteration-of-learning-tools-in-school\/\">You can learn more about our new products in this Paper<\/a>. <\/span><\/i><span style=\"font-weight: 400;\">\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The fact is, each new application of AI in education \u2013 and the subsequent successful adoption of it &#8211; requires a delicate balance between innovation and responsibility. It\u2019s essential to approach its use with caution and sensitivity to ensure that it aligns with the values and needs of all stakeholders involved. At EP, we are committed to ensuring our AI developments align with ethical standards and educational objectives, with transparency and accountability throughout. We have made sure to communicate openly about the capabilities and limitations of the AI model, and prioritised data privacy and security by embedding robust measures to protect sensitive information and ensure compliance.<\/span><\/p>\n<h3><b>Our studied and practical research methods<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Intensive research related to AI\u2019s use in education settings is underway across the globe. In the US, institutions like <\/span><a href=\"https:\/\/www.media.mit.edu\/projects\/impact-ai-k-12\/overview\/\"><span style=\"font-weight: 400;\">MIT<\/span><\/a><span style=\"font-weight: 400;\"> and <\/span><a href=\"https:\/\/hai.stanford.edu\/news\/ai-will-transform-teaching-and-learning-lets-get-it-right\"><span style=\"font-weight: 400;\">Stanford<\/span><\/a><span style=\"font-weight: 400;\"> are exploring how to integrate AI into educational settings in an ethical, equitable, and safe manner. In Australia, the <\/span><a href=\"https:\/\/www.education.gov.au\/schooling\/resources\/australian-framework-generative-artificial-intelligence-ai-schools\"><span style=\"font-weight: 400;\">Australian Framework for Generative Artificial Intelligence in Schools<\/span><\/a><span style=\"font-weight: 400;\"> has been developed to \u201c<\/span><i><span style=\"font-weight: 400;\">guide the responsible and ethical use of generative AI tools in ways that benefit students, schools, and society<\/span><\/i><span style=\"font-weight: 400;\">\u201d. Similarly, <\/span><a href=\"https:\/\/www.gov.uk\/government\/collections\/using-technology-in-education\"><span style=\"font-weight: 400;\">the UK have established guidelines and policies<\/span><\/a><span style=\"font-weight: 400;\"> that promote the ethical deployment of AI in educational settings.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Naturally, frameworks and policies such as these have deeply informed and guided our approach to AI design and development. But it isn\u2019t just academic researchers who should be informing AI\u2019s development in education, it\u2019s the people who will use it every day too. Educators, students, families, and other educational stakeholders all have a role to play in shaping AI applications that best serve the teaching and learning landscape.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Throughout the process of developing our own AI-based features, we&#8217;ve engaged in extensive discussions and research. We\u2019ve surveyed teachers and tested early prototypes with students across Australia and New Zealand. We\u2019ve had deep conversations with CIOs and Directors of Education in Canada, and have also considered and consulted emerging and evolving research and policies from around the globe.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">From all of this, we believe that when it comes to using AI tools in the classroom, it <\/span><b>must<\/b><span style=\"font-weight: 400;\">:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Support human interaction and cooperation<\/b><span style=\"font-weight: 400;\">, which is so central to the educational experience<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Empower educators<\/b><span style=\"font-weight: 400;\"> to facilitate learning<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Support learning<\/b><span style=\"font-weight: 400;\"> by offering timely and specific feedback and prompting students to think critically<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Promote student engagement<\/b><span style=\"font-weight: 400;\"> and independent learning\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Have security and data privacy <\/b><span style=\"font-weight: 400;\">at its core.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Teachers and students should come first here, supported by AI, rather than an equal partnership. <\/span><b>So, we set about developing an LLM that could bolster learning and teaching, and allow schools and teachers to do more than ever before.\u00a0<\/b><\/p>\n<p><span style=\"font-weight: 400;\">For our first AI-based feature, we have taken a more integrated approach providing focused, personalised feedback on the student&#8217;s long-answer responses. Behind the scenes, the AI algorithms analyse vast amounts of language data, generate contextually relevant responses, and provide personalised and interactive learning opportunities for students.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">We have very deliberately picked out styles of interaction that reinforce positive learning behaviours and minimise opportunities for distraction or inappropriate use from students. Our system encourages students to try harder and look for deeper answers in the material they\u2019re learning, and then rewards them when they do. This has required a nuanced understanding of pedagogical principles, and a commitment to empowering educators and students rather than replacing them. We\u2019re extremely grateful for all the input we\u2019ve received from teachers and students over the last 6 months, which has guided us as we\u2019ve developed this.\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><\/p>\n<h3><b>Our iterative AI development lifecycle<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">The inherent variability in AI outputs can sometimes make working with them more like riding a horse than driving a car. Our development teams have had to constantly adapt, anticipate and respond to the unexpected. Given that our model required continuous iterations and tinkering, our development approach was less linear and resembled more of an adaptive cycle, where feedback from educators, developers and other stakeholders guided each iteration of the design process &#8211; ensuring that we were adaptive and responsive to the unique needs of the educational landscape. This approach allowed us to address the challenges inherent in AI and refine the AI model based on real-world usage and feedback.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">We also actively sought out new research and insights in the field of AI in education, integrating emerging best practices into our development process.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Today, our product, <a href=\"https:\/\/www.educationperfect.com\/ai\/\"><b data-stringify-type=\"bold\">EP&#8217;s new AI Powered Feedback Tool<\/b><\/a>, has been thoroughly field tested and refined and we believe it\u2019s at a point where it can effectively support teaching and learning objectives while upholding ethical standards and promoting student success.<\/span><\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone wp-image-29601 size-full\" src=\"https:\/\/www.educationperfect.com\/wp-content\/uploads\/2024\/11\/ANZ_AI-1080x1080px.gif\" alt=\"\" width=\"1080\" height=\"1080\" \/><\/p>\n<h3><b>Addressing the cost challenges<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Delivering these features at an affordable price point for teachers and students has been challenging. \u00a0 \u00a0 LLMs are resource-intensive to run, requiring substantial computational power and infrastructure. As a result, finding a viable commercial model that works for schools, while keeping costs manageable, has been a primary focus.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It&#8217;s important to emphasise to schools the significant difference in running costs between LLMs of varying sizes and capabilities. While it may be appealing to opt for a freely available model, we have spent considerable time and resources ensuring the education-specific capabilities of our AI learning companion bring valuable enhancements &#8211; and support beyond what more generalised models can provide.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">We&#8217;ve been working to develop a pricing structure that balances affordability with capability. However, achieving this requires<\/span><span style=\"font-weight: 400;\">\u00a0careful optimisation of our LLM to ensure it can be cost-effective without compromising performance. We are dedicated to making our LLM-based solutions accessible to schools while bringing realised value to the learning environment.<\/span><\/p>\n<h3><b>The future of AI with Education Perfect<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Students of today will be working in a future where AI is the reality. We\u2019re excited to be at the forefront of this change, responsibly guiding that journey &#8211; not only by exposing students to this transformative technology, but also by developing a safe and effective AI tool that significantly contributes to improving their learning outcomes.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This is just the beginning of Education Perfect and AI\u2019s journey too. We look forward to building upon our own learnings and AI foundations to continually improve, refine, perfect and grow the AI-enabled tools on our leading platform. <a href=\"https:\/\/www.educationperfect.com\/ai\/\"><b data-stringify-type=\"bold\">For more information on EP&#8217;s new AI Powered Feedback Tool, please click here.<\/b><\/a><\/span><\/p>\n","protected":false},"featured_media":24410,"template":"","categories":[],"ep-category":[108],"ep-content-type":[36],"ep-featured-post":[],"ep-focus-area":[],"ep-privacy-type":[70],"ep-region":[44,34,43],"class_list":["post-24411","article","type-article","status-publish","has-post-thumbnail","hentry","ep-category-ai","ep-content-type-articles"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.0 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>A Look at the Technical Realities Behind AI Developments in Education | Education Perfect<\/title>\n<meta name=\"description\" content=\"Read our article: A Look at the Technical Realities Behind AI Developments in Education by Education Perfect. 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