{"id":118,"date":"2023-10-23T06:16:58","date_gmt":"2023-10-23T06:16:58","guid":{"rendered":"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/chapter\/a-note-on-personalisation\/"},"modified":"2024-01-31T08:11:12","modified_gmt":"2024-01-31T08:11:12","slug":"a-note-on-personalisation","status":"publish","type":"chapter","link":"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/chapter\/a-note-on-personalisation\/","title":{"raw":"A Note on Personalisation","rendered":"A Note on Personalisation"},"content":{"raw":"<h3 style=\"text-align: left\">Personalising\u00a0Learning<\/h3>\n<p class=\"no-indent\"><img class=\" wp-image-113 alignright\" src=\"http:\/\/aiopentext.itd.cnr.it\/wp-content\/uploads\/sites\/10\/2023\/10\/ch4-page-1-meaningful-education-1024x677.png\" alt=\"\" width=\"329\" height=\"218\">Every teacher personalises learning \u2013 if only by adding an additional example or giving individual attention where called for. In a sense, teaching itself is an act of personalisation, as opposed to, say, a televised lesson. Teachers change their lessons so students can make sense of what they learn. They help students to fit the new knowledge or skill with what they already know, their personal observances and social experiences. They help learners make what they can out of what they learn.<\/p>\n<p class=\"indent\">Personalised learning is about creating different learning environments and experiences for students\u2019 needs, capabilities and cultural contexts<sup>1<\/sup>. Of course, the scope and degree of personalisation vary. Experts have identified six dimensions of personalisation \u2013 the why, how, what, when, who and where learning takes place<sup>2<\/sup>.<\/p>\n\n\n[caption id=\"attachment_117\" align=\"aligncenter\" width=\"356\"]<img class=\" wp-image-114\" src=\"http:\/\/aiopentext.itd.cnr.it\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page-1-PL-dimensions.png\" alt=\"\" width=\"356\" height=\"469\"> <a href=\"http:\/\/www.penmendonca.com\">www.penmendonca.com<\/a> @MendoncaPen, Reproduced with permission from Technology-enhanced personalised learning: untangling the evidence, Stuttgart: Robert Bosch Stiftung, 2018.[\/caption]\n\n[caption id=\"attachment_117\" align=\"alignright\" width=\"347\"]<img class=\" wp-image-115\" src=\"http:\/\/aiopentext.itd.cnr.it\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page-1-Bloom.jpg\" alt=\"\" width=\"347\" height=\"222\"> Individualised Instruction Learning Gains from Essa, A., <em>A possible future for next generation adaptive learning systems<\/em>, Smart Learning Environments, 3, 16, 2016, is licenced under CC BY 4.0. Visit <a href=\"https:\/\/creativecommons.org\/licenses\/by\/4.0\/\">https:\/\/creativecommons.org\/licenses\/by\/4.0\/<\/a>[\/caption]\n<p class=\"no-indent\">One-to-one tutoring is the epitome of personalisation. In the 1960s, Benjamin Bloom showed that the average student performs better with individual tutoring. He also showed that individual attention closes the learning gap between the high and low scorers. In the real classroom, even with ten students, customising content to benefit each student can demand a lot of effort. True personalisation is practically impossible. Even where the teacher knows a student has gaps in learning they might be unable to remedy it due to time constraints. Thus, the system constantly loses students, even with the best effort of teachers.<\/p>\n<img class=\" wp-image-116 aligncenter\" src=\"http:\/\/aiopentext.itd.cnr.it\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-Stumbling-Blocks-576x1024.jpg\" alt=\"\" width=\"261\" height=\"464\">\n<p class=\"no-indent\">This is where technology can lend a hand.<\/p>\n\n<h3 style=\"text-align: left\">Technology-enhanced personalised learning<\/h3>\n<p class=\"no-indent\">Technology can be used to customise the learning process. Here, technology includes anything from mobile apps and online platforms to stand-alone learning systems<sup>2<\/sup>. This is more effective now that artificial intelligence, access to data, mining techniques, cloud computing and affordable hardware have made applications seamless and practical.<\/p>\n<p class=\"indent\">Well-designed technology can do more than just help you to overcome the stumbling blocks shown above. When integrated with traditional classes, either as homework or occasional classwork, it could help learners acquire and practice a routine skill. Such technology can increase time spent in the classroom for interaction, personal attention and problem solving. Further, you can monitor what happens during homework \u2013 watch how far students have progressed and where they are struggling<sup>3<\/sup>.<\/p>\n<img class=\" wp-image-117 aligncenter\" src=\"http:\/\/aiopentext.itd.cnr.it\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-some-positives-576x1024.png\" alt=\"\" width=\"283\" height=\"503\">\n<div class=\"textbox textbox--sidebar textbox--exercises\"><header class=\"textbox__header\">\n<p class=\"textbox__title\">Exercise<\/p>\n\n<\/header>\n<div class=\"textbox__content\"><a href=\"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/chapter\/other-terms-related-to-personalised-learning\/\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"too-many-terms\">Click here for definitions of blended and other types of learning, often discussed alongside personalisation.<\/a><\/div>\n<\/div>\n<p class=\"no-indent\">Sometimes, for parts of a lesson, software might do a better job. Think of visualising three dimensions in maths, pronunciation practice in a language class \u2013 or an animation explaining the processes inside a human cell.<\/p>\n<p class=\"indent\">All AI solutions for education can be used to different degrees to help personalise learning. In this chapter, we discuss the use of adaptive learning systems.<\/p>\n\n\n<hr>\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>1<\/sup> Groff, J.,\u00a0<em>Personalized Learning:\u00a0The State of the Field &amp; Future Directions<\/em>, Center for Curriculum Redesign, 2017.<\/p>\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>2<\/sup> Holmes, W., Anastopoulou, S., Schaumburg, H &amp; Mavrikis, M.<em>, Technology-enhanced personalised learning: untangling the evidence,<\/em>\u00a0Stuttgart: Robert Bosch Stiftung, 2018.<\/p>\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>3<\/sup>\u00a0Feldstein, M.,\u00a0Hill, P., <em>Personalized Learning: What It Really Is and Why It Really Matters,\u00a0<\/em>Educause Review<em>,<\/em> 2016.<\/p>\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>4<\/sup>\u00a0Taylor, D., Yeung, M., Bashet, A.Z.,\u00a0<em>Personalized and Adaptive Learning<\/em>, Innovative Learning Environments in STEM Higher Education pp 17\u201334,\u00a0\u00a0Springer Briefs in Statistics, 2021.<\/p>","rendered":"<h3 style=\"text-align: left\">Personalising\u00a0Learning<\/h3>\n<p class=\"no-indent\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-113 alignright\" src=\"http:\/\/aiopentext.itd.cnr.it\/wp-content\/uploads\/sites\/10\/2023\/10\/ch4-page-1-meaningful-education-1024x677.png\" alt=\"\" width=\"329\" height=\"218\" srcset=\"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2023\/10\/ch4-page-1-meaningful-education-1024x677.png 1024w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2023\/10\/ch4-page-1-meaningful-education-300x198.png 300w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2023\/10\/ch4-page-1-meaningful-education-768x507.png 768w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2023\/10\/ch4-page-1-meaningful-education-1536x1015.png 1536w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2023\/10\/ch4-page-1-meaningful-education-65x43.png 65w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2023\/10\/ch4-page-1-meaningful-education-225x149.png 225w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2023\/10\/ch4-page-1-meaningful-education-350x231.png 350w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2023\/10\/ch4-page-1-meaningful-education.png 1869w\" sizes=\"(max-width: 329px) 100vw, 329px\" \/>Every teacher personalises learning \u2013 if only by adding an additional example or giving individual attention where called for. In a sense, teaching itself is an act of personalisation, as opposed to, say, a televised lesson. Teachers change their lessons so students can make sense of what they learn. They help students to fit the new knowledge or skill with what they already know, their personal observances and social experiences. They help learners make what they can out of what they learn.<\/p>\n<p class=\"indent\">Personalised learning is about creating different learning environments and experiences for students\u2019 needs, capabilities and cultural contexts<sup>1<\/sup>. Of course, the scope and degree of personalisation vary. Experts have identified six dimensions of personalisation \u2013 the why, how, what, when, who and where learning takes place<sup>2<\/sup>.<\/p>\n<figure id=\"attachment_117\" aria-describedby=\"caption-attachment-117\" style=\"width: 356px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-114\" src=\"http:\/\/aiopentext.itd.cnr.it\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page-1-PL-dimensions.png\" alt=\"\" width=\"356\" height=\"469\" srcset=\"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page-1-PL-dimensions.png 712w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page-1-PL-dimensions-228x300.png 228w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page-1-PL-dimensions-65x86.png 65w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page-1-PL-dimensions-225x296.png 225w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page-1-PL-dimensions-350x461.png 350w\" sizes=\"(max-width: 356px) 100vw, 356px\" \/><figcaption id=\"caption-attachment-117\" class=\"wp-caption-text\"><a href=\"http:\/\/www.penmendonca.com\">www.penmendonca.com<\/a> @MendoncaPen, Reproduced with permission from Technology-enhanced personalised learning: untangling the evidence, Stuttgart: Robert Bosch Stiftung, 2018.<\/figcaption><\/figure>\n<figure id=\"attachment_117\" aria-describedby=\"caption-attachment-117\" style=\"width: 347px\" class=\"wp-caption alignright\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-115\" src=\"http:\/\/aiopentext.itd.cnr.it\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page-1-Bloom.jpg\" alt=\"\" width=\"347\" height=\"222\" srcset=\"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page-1-Bloom.jpg 866w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page-1-Bloom-300x192.jpg 300w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page-1-Bloom-768x491.jpg 768w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page-1-Bloom-65x42.jpg 65w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page-1-Bloom-225x144.jpg 225w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page-1-Bloom-350x224.jpg 350w\" sizes=\"(max-width: 347px) 100vw, 347px\" \/><figcaption id=\"caption-attachment-117\" class=\"wp-caption-text\">Individualised Instruction Learning Gains from Essa, A., <em>A possible future for next generation adaptive learning systems<\/em>, Smart Learning Environments, 3, 16, 2016, is licenced under CC BY 4.0. Visit <a href=\"https:\/\/creativecommons.org\/licenses\/by\/4.0\/\">https:\/\/creativecommons.org\/licenses\/by\/4.0\/<\/a><\/figcaption><\/figure>\n<p class=\"no-indent\">One-to-one tutoring is the epitome of personalisation. In the 1960s, Benjamin Bloom showed that the average student performs better with individual tutoring. He also showed that individual attention closes the learning gap between the high and low scorers. In the real classroom, even with ten students, customising content to benefit each student can demand a lot of effort. True personalisation is practically impossible. Even where the teacher knows a student has gaps in learning they might be unable to remedy it due to time constraints. Thus, the system constantly loses students, even with the best effort of teachers.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-116 aligncenter\" src=\"http:\/\/aiopentext.itd.cnr.it\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-Stumbling-Blocks-576x1024.jpg\" alt=\"\" width=\"261\" height=\"464\" srcset=\"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-Stumbling-Blocks-576x1024.jpg 576w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-Stumbling-Blocks-169x300.jpg 169w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-Stumbling-Blocks-768x1365.jpg 768w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-Stumbling-Blocks-864x1536.jpg 864w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-Stumbling-Blocks-65x116.jpg 65w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-Stumbling-Blocks-225x400.jpg 225w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-Stumbling-Blocks-350x622.jpg 350w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-Stumbling-Blocks.jpg 1080w\" sizes=\"(max-width: 261px) 100vw, 261px\" \/><\/p>\n<p class=\"no-indent\">This is where technology can lend a hand.<\/p>\n<h3 style=\"text-align: left\">Technology-enhanced personalised learning<\/h3>\n<p class=\"no-indent\">Technology can be used to customise the learning process. Here, technology includes anything from mobile apps and online platforms to stand-alone learning systems<sup>2<\/sup>. This is more effective now that artificial intelligence, access to data, mining techniques, cloud computing and affordable hardware have made applications seamless and practical.<\/p>\n<p class=\"indent\">Well-designed technology can do more than just help you to overcome the stumbling blocks shown above. When integrated with traditional classes, either as homework or occasional classwork, it could help learners acquire and practice a routine skill. Such technology can increase time spent in the classroom for interaction, personal attention and problem solving. Further, you can monitor what happens during homework \u2013 watch how far students have progressed and where they are struggling<sup>3<\/sup>.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-117 aligncenter\" src=\"http:\/\/aiopentext.itd.cnr.it\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-some-positives-576x1024.png\" alt=\"\" width=\"283\" height=\"503\" srcset=\"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-some-positives-576x1024.png 576w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-some-positives-169x300.png 169w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-some-positives-768x1365.png 768w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-some-positives-864x1536.png 864w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-some-positives-65x116.png 65w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-some-positives-225x400.png 225w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-some-positives-350x622.png 350w, https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-content\/uploads\/sites\/10\/2024\/01\/ch4-page1-some-positives.png 1080w\" sizes=\"(max-width: 283px) 100vw, 283px\" \/><\/p>\n<div class=\"textbox textbox--sidebar textbox--exercises\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">Exercise<\/p>\n<\/header>\n<div class=\"textbox__content\"><a href=\"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/chapter\/other-terms-related-to-personalised-learning\/\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"too-many-terms\">Click here for definitions of blended and other types of learning, often discussed alongside personalisation.<\/a><\/div>\n<\/div>\n<p class=\"no-indent\">Sometimes, for parts of a lesson, software might do a better job. Think of visualising three dimensions in maths, pronunciation practice in a language class \u2013 or an animation explaining the processes inside a human cell.<\/p>\n<p class=\"indent\">All AI solutions for education can be used to different degrees to help personalise learning. In this chapter, we discuss the use of adaptive learning systems.<\/p>\n<hr \/>\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>1<\/sup> Groff, J.,\u00a0<em>Personalized Learning:\u00a0The State of the Field &amp; Future Directions<\/em>, Center for Curriculum Redesign, 2017.<\/p>\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>2<\/sup> Holmes, W., Anastopoulou, S., Schaumburg, H &amp; Mavrikis, M.<em>, Technology-enhanced personalised learning: untangling the evidence,<\/em>\u00a0Stuttgart: Robert Bosch Stiftung, 2018.<\/p>\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>3<\/sup>\u00a0Feldstein, M.,\u00a0Hill, P., <em>Personalized Learning: What It Really Is and Why It Really Matters,\u00a0<\/em>Educause Review<em>,<\/em> 2016.<\/p>\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>4<\/sup>\u00a0Taylor, D., Yeung, M., Bashet, A.Z.,\u00a0<em>Personalized and Adaptive Learning<\/em>, Innovative Learning Environments in STEM Higher Education pp 17\u201334,\u00a0\u00a0Springer Briefs in Statistics, 2021.<\/p>\n","protected":false},"author":1,"menu_order":1,"template":"","meta":{"pb_show_title":"","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[],"contributor":[],"license":[],"part":112,"_links":{"self":[{"href":"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-json\/pressbooks\/v2\/chapters\/118"}],"collection":[{"href":"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":1,"href":"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-json\/pressbooks\/v2\/chapters\/118\/revisions"}],"predecessor-version":[{"id":119,"href":"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-json\/pressbooks\/v2\/chapters\/118\/revisions\/119"}],"part":[{"href":"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-json\/pressbooks\/v2\/parts\/112"}],"metadata":[{"href":"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-json\/pressbooks\/v2\/chapters\/118\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-json\/wp\/v2\/media?parent=118"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-json\/pressbooks\/v2\/chapter-type?post=118"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-json\/wp\/v2\/contributor?post=118"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/aiforteacher\/wp-json\/wp\/v2\/license?post=118"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}