¿Cuáles son algunas herramientas o plataformas que apoyan el aprendizaje adaptativo en el aprendizaje en línea?

Century LMS leverages adaptive analytics to create personalized learning pathways to adapt to individual student needs. Alef Education offers a platform that empowers innovative teaching practices and provides a digital core curriculum with adaptive learning features. Google Classroom's and Google Practice Sets incorporate adaptive learning technology, giving students feedback and support, thus personalizing the learning experience. While not as focused on adaptive learning, Blackboard Learn, Canvas, and Moodle offer features and conditional content release that support customized learning experiences to a certain degree, allowing educators to create a more tailored educational journey for their students.

Learning analytics is the process of collecting, analyzing, and interpreting data about learners and their interactions with educational content and environments. The goal of learning analytics is to gain insights into the learning process, improve educational outcomes, and provide personalized learning experiences. It plays a crucial role in both traditional and online education by enabling educators, administrators, and learners to make informed decisions based on data.

Watershed is probably the most powerful LRS and analytics tools I've encountered and suitable for an enterprise deployments. It can draw together multiple data points from various systems and turn them into meaningful and easy to visuals data sets.

Several tools and platforms support adaptive learning in online education settings. One notable platform is Knewton, which uses adaptive learning algorithms to personalize learning paths based on student performance. Another is Smart Sparrow, offering adaptive tutorials and simulations that adjust content based on learner interactions. Additionally, McGraw-Hill Education's ALEKS (Assessment and Learning in Knowledge Spaces) platform uses adaptive questioning to assess and instruct students in various subjects. These tools harness data analytics to tailor learning experiences, making online education more effective and personalized.

As plataformas adaptativas desempenham um papel crucial na personalização da aprendizagem online, permitindo que os alunos avancem de acordo com suas necessidades individuais. A Smart Sparrow: Uma startup australiana que permite que qualquer pessoa crie cursos interativos e adaptativos. Ela é usada no ensino médio e superior e tem parcerias com várias universidades australianas. DreamBox Learning: Essa plataforma adaptativa de matemática para o ensino básico e fundamental 1 utiliza a lógica da gamificação para personalizar o ensino com base nas decisões, resoluções, cliques e dúvidas de cada aluno. É amplamente utilizado nos 50 estados dos Estados Unidos e demonstrou resultados positivos em testes padronizados.

Adaptive content in online education is greatly enhanced by tools and platforms that utilize AI, particularly through LLMS and SLMs. Beyond SLMs, 360Learning offers AI-assisted authoring that allows for rapid course creation. TalentLMS features TalentCraft, an AI generator that creates engaging, media-rich courses quickly and intuitively. iSpring Learn provides an AI assistant within its robust LMS, facilitating the creation of outstanding eLearning courses. Khanmigo was made known during Microsoft Build 2024 Keynote as partnering with Khan Academy. These platforms exemplify AI in LMS, where the adaptive content is generated to meet specific learning needs, thereby providing a personalized and multimodal learning content.

The most adaptive content is game/simulation based where the learner is free to explore as they wish. However the time and cost to create realistic and explorative environment can be prohibitive. So multi-branching role play for more simplistic solutions can be used. An alternative is to take existing content/courses and adapt these to the learner so they only take the elements needed. Whilst not quite the experience of game...its a much more achievable aim for most.

Adaptive content changes to suit each learner's level, preferences, and goals, ensuring the right content is delivered at the right time. Tools like Smart Sparrow, Knewton, and DreamBox create, organize, and deliver responsive content based on learner inputs, actions, and feedback. These platforms can offer various media, activities, and questions tailored to learning styles and abilities. Standards like SCORM and xAPI ensure interoperability and data tracking. This approach personalizes learning experiences, making education more effective and engaging for each individual learner.

Tools and platforms that support adaptive learning are increasingly leveraging standards for QTIs and SCORMs to facilitate assessments and auto-grading. Certain AI-powered learning apps are recognized for their comprehensive suite that includes an authoring tool, eLearning templates, and an analytics suite, all of which align with adaptive learning principles. Platforms like Educake and Lexia Reading Skills Software offer award-winning online assessment and revision platforms that are designed to reduce teacher workload and improve student attainment through adaptive learning technologies. Assessments are tailored to the learner’s pace and level of understanding, are automatically graded, and providing immediate feedback.

Adaptive assessment tools and platforms personalize assessments based on each learner's performance and progress. They measure knowledge, skills, and competencies, offering timely feedback. Tools like Knewton, Smart Sparrow, and Questionmark enable creation, administration, and scoring of adaptive assessments. Standards like IMS QTI ensure interoperability. These tools adjust question difficulty, length, and type based on learner responses, providing immediate, personalized feedback. This tailored approach enhances engagement and facilitates more effective learning outcomes.

Adaptive pathways tools and platforms empower learners by tailoring their online learning journey based on individual choices and outcomes. They offer flexibility, autonomy, and agency, aligning pathways with learners' interests and achievements. Tools like Smart Sparrow and Knewton provide adaptive courseware creation and management. Platforms such as Coursera and Khan Academy incorporate adaptive learning features. Standards like IMS Global's Learning Tools Interoperability (LTI) ensure compatibility and seamless integration. These tools offer varied content, activities, and assessments based on learner preferences, performance, and feedback, enhancing engagement and personalized learning experiences.

Realizeit is one of the most powerful workplace learning solutions to create truly adaptive pathways and curriculums. Not only does it adapt initially based on the person and knowledge assessment it continually adapts based on the performance of learner in both learning and transfer back into workplace.

Within the realm of adaptive learning, platforms such as Smart Sparrow, Knewton, ALEKS, Cerego, and Coursera excel in delivering personalized recommendations. Leveraging sophisticated algorithms, they tailor learning experiences to each learner's specific needs and goals. Adherence to industry standards like xAPI and IMS Global Learning Consortium's LTI ensures seamless integration with diverse learning systems, enhancing their efficacy and adaptability across educational contexts.