AI mapping – Resources

Name	URL	Cost	Address	Year Created	Type	Audiences	Technologies	User count	Creators	Description	Tech Description	Uses	Reasons	Pros	Limitations	Publications
Assistments	https://new.assistments.org/	Free	Worcester, Massachusetts (USA)	2003	Academic - School	Secondary (12-17 years old), Teachers and Learners with special needs	Expert systems and Analytics	0	ASSISTments	Assistments is a platform that helps teachers create homework, supports students with immediate feedback and advice, and provides teachers with student performance analyses, suggesting where to focus their teaching time.	AI to identify concepts that should be gone over again by the teacher.	Learning mathematics	N/A	Immediate feedback on homework, analysis of student performance. Free.	Appropriation of the tool. Connection with Google Classroom or Canvas.	Roschelle, J., Feng, M., Murphy, R. F., et Mason, C. A. (2016). Online mathematics homework increases student achievement. AERA Open, 2(4), 2332858416673968.
Completing the loop	https://le.unimelb.edu.au/news/articles/learning-analytics-with-the-loop-tool	Free	Australie	2016	Academic - School	Post-secondary (18 years and over)	Analytics	0	Université de Melbourne	Platform that takes usage data from an online platform and displays it in an easy-to-understand way to give a better of idea of student success and engagement. Also provides tools to help users measure the impact of events over the course of the term. For example, did students access the material before or after the lecture? How was the homework submitted?		Data analysis	N/A	Makes it easy to monitor students and personalize learning	N/A	Bakharia, A. et al. 2016, April. A conceptual framework linking learning design with learning analytics. Dans Proceedings of the Sixth International Conference on Learning Analytics & Knowledge (pp. 329-338).
OU Analyse	https://analyse.kmi.open.ac.uk/	Free	Royaume-Uni	2017	Academic - School	Post-secondary (18 years and over) and Learners with special needs	Analytics	0	Knowledge Media Institute	Pilot project based on machine learning for early identification of students at risk of failing. All students at risk of failing have course tutors and student support teams available to them every week for appropriate support.	Data analysis	Identify students at risk of failure.	N/A	Detects students at risk of failure.	N/A	Rienties, B., Cross, S. et Zdrahal, Z., 2017. Implementing a learning analytics intervention and evaluation framework: What works?. In Big data and learning analytics in higher education (pp. 147-166). Springer, Cham.
Kialo Edu	https://www.kialo-edu.com/	Free	USA	2017	Academic - School	Post-secondary (18 years and over)	Natural language processing and Analytics	0	Kialo	An online debate platform with an easy-to-navigate arrangement of the various arguments. Students can put a question to debate, add arguments, respond to other students, and vote on the relevance of previous responses.		Analysis of arguments, identifying trolls	N/A	Makes arguments easier to understand.	N/A	Beck, J., Neupane, B., et Carroll, J. M. (2018). Managing Conflict in Online Debate Communities: Foregrounding Moderators' Beliefs and Values on Kialo.
Khan Academy analytics	https://www.khanacademy.org/	Free	USA	2011	Academic - School	Preschool (0-5 years), Primary (6-11 years old) and Secondary (12-17 years old)	Analytics	0	David Hu	Khan Academy offers practice exercises, instructional videos, and a personalized learning dashboard that empower learners to study at their own pace in and outside of the classroom.		With Khan Academy, teachers can identify gaps in their students' understanding, tailor instruction, and meet individual student needs.	S.O.	Adaptive learning	S.O.	http://david-hu.com/2011/11/02/how-khan-academy-is-using-machine-learning-to-assess-student-mastery.html
Apereo Open Learning Analytics Platform	https://www.apereo.org/projects/learning-analytics-processor	Free	USA	2015	Academic - School	Post-secondary (18 years and over), Teachers and Researchers	Analytics	0	Apereo Foundation and Society for Learning Analytics Research (SoLAR)	Learning Analytics Processor is a project that aims to accelerate the future of predictive learning analytics by developing a flexible and highly scalable tool. A powerful big data tool, a library of open source predictive models can be shared in higher education at no cost so institutions can work together to improve these models over time.		Analyze student learning.	N/A	Better monitoring of students. Personalized learning.	N/A	Flanagan, B., & Ogata, H. (2017, November). Integration of learning analytics research and production systems while protecting privacy. In The 25th International Conference on Computers in Education, Christchurch, New Zealand (pp. 333-338).
UTIFEN	https://www.utifen.org	Free	Niamey (Niger)	2016	Academic - School	Teachers	Analytics	24,000	Chaire de recherche du Canada sur les technologies de l'information et de la communication (TIC)	UTIFEN is a smart, adaptive online training platform. It adapts learning materials and sends personalized text messages based on each participant’s progress.		Personalized teacher training (using computer, tablet or phone), collaboration between participants.	N/A	Adaptive learning. Adapts learning materials. Personalized text messages.	N/A	Karsenti, T. et al. Le projet UTIFEN, pour la formation des enseignants du Niger. Bulletin de liaison RIFEFF (2018)
Alta	https://www.knewton.com/what-is-alta/	Paid	New York (USA)	2018	Commercial	Post-secondary (18 years and over)	Analytics	15,000,000	Knewton, Inc.	Alta is an adaptive learning courseware, built on Knewton, that offers text-based and video instruction, interative content, asignments and reviews materials. It can identify and dynamically boost knowledge gaps while while a student completes assignments.		Adaptive learning to identify knowledge gaps and dynamically fill those gaps.	N/A	Personalized learning experience	39,95$/student
Rubi	https://rubi.ucsd.edu	Free	San Diego (USA)	2004	Academic - School	Preschool (0-5 years)	Visual recognition and Robotics	0	University of California	The goal of the Rubi project is to explore the potential of sociable robots as an educational and enrichment tool for toddlers in early childhood education environments. Students can play with the robot; the robot can ask questions and smile, its cameras can identify each child's face and tell when they’re feeling happy, sad, angry or frustrated.		Recognizes facial expressions, Identifies each child’s face, identifies their emotions (joy, sadness, anger, frustration), Predicts children's preferences for different activities.	N/A	Plays with children, Identifies children's emotions, Predicts children's preferences.	N/A	https://rubi.ucsd.edu/publications
Acrobatiq	http://acrobatiq.com	Free	701 Sutter Street, 6th Floor San Francisco, CA 94109 (USA)	2013	Academic - School	Post-secondary (18 years and over) and Teachers	Analytics	0	Carnegie Mellon University	Acrobatiq is a learning and data analytics platform that enables institutions to deliver a more personalized learning experience to students, and real-time actionable insights about who needs help and where to faculty, course mentors and others involved in the learning process.		Adaptive learning, Giving instructors real-time insight into how their students are performing.	N/A	Personalized, adaptive learning for every student, Real-time actionable insights about who needs help and where.	N/A	Joo, J. et Spies R. R. (2019). Aligning Many Campuses and Instructors around a Common Adaptive Learning Courseware in Introductory Statistics Lessons from a Multi-Year Pilot in Maryland. ITHAKA SR
Matrix LMS	https://www.matrixlms.com/	Paid	4 Embarcadero Center, Suite 1400, San Francisco, CA 94111		Commercial	Other education actors	Analytics	0	Cypher Learning	Matrix is a learning management system that enables businesses to create and manage training activities, sell online courses, and track employee performance. It also personalizes the courses for each learner.	Adaptive learning to personalize courses	Learning management system	N/A	Personalized learning, Quiz management and plagiarism detection, Learning data analysis	The price ranges from S249 to $3,299 per month depending on the number of active users and the billing period.
Four Little Trees	https://www.4littletrees.com/	Paid	Unit 02-03, 39/F, Singga Commercial Centre, 144-151 Connaught Road West, Sai Ying Pun, Hong Kong, Chine	2017	Commercial	Teachers and Other education actors	Visual recognition and Analytics	0	Find Solution Ai Limited	Four Little Trees is an Adaptive Learning System which modifies the presentation of material in response to the performance of students. It uses artificial intelligence technologies (face & eye detection and emotion recognition) to capture user response, analyzed it, provide insights of the users and therefore provide suggestions and predictions of academic results.	Adaptive learning to modify the presentation of material in response to the performance of student; AI technologies (face & eye detection and emotion recognition) to capture user response, to provide insights of the users and therefore provide suggestions and predictions of academic results.	Adaptive learning	N/A	Adaptive and personalized learning experience, Improve student engagement, Detect emotions and report back to teachers and parents	N/A
Kaspar	http://www.herts.ac.uk/kaspar	Free	University of Hertfordshire, Hatfield, Hertfordshire, AL10 9AB, UK	2005	Academic - School	Preschool (0-5 years), Primary (6-11 years old) and Learners with special needs	Robotics	0	University of Hertfordshire	Kaspar is a humanoid robot that acts as a social companion to improve the lives of children with autism and other communication difficulties. By interacting and behaving in a child-like way, Kaspar helps teachers and parents support children with autism to overcome the challenges they face in socialising and communicating with others.		Helping autistic children	N/A	Improve communication, interpersonal skills and emotional well-being. Teach children with autism about physical interactions. Facilitate collaborative play between autistic children. Help teachers and parents support children with autism.	N/A	Huijnen, C. A., Lexis, M. A., & de Witte, L. P. (2016). Matching robot KASPAR to autism spectrum disorder (ASD) therapy and educational goals. International Journal of Social Robotics, 8(4), 445-455.
Jenyai	https://jenyai.com/	Paid	169 11th St, San Francisco, CA 94103, USA	2018	Commercial	Primary (6-11 years old), Secondary (12-17 years old) and Learners with special needs	Natural language processing and Analytics	0	Snipfeed Inc.	Jenyai is an intelligent and personalized private tutor. Driven by AI, it is students' assistant and friend. Jenyai answers their questions and provide them with the right personalized content at the right moment (videos, cards, exercises...).	AI tutor to answer students questions, to provide them with the right personalized content at the right moment.	Answering pupils questions	N/A	Personalized content, Immediate answers to student questions	Subscription fee: $ 9.97 per month
NAO	https://www.softbankrobotics.com/emea/en/nao	Paid	1-9-2 Higashi-shimbashi,Minato-ku,Tokyo, Japan	2006	Commercial	Teachers, Researchers and Learners with special needs	Visual recognition, Speech Recognition and Robotics	0	SoftBank Robotics	NAO is a humanoid robot that can give lessons and encouragement and evaluate activities; a perfect assistant for educators. It can also be programmed using the Python and C ++ programming languages, which makes it useful for teaching coding to elementary, high school and university students.	Voice recognition to communicate with students	Humanoid robot that serves as an assistant for educators	N/A	Programmable with Python and C ++, Creates an empathetic bond with children, Engages in dialogue and enriched interactions, Promotes education with an individualized education program for disabled students, Recognition of objects and people, Programming tool	NAO costs $16,000 in North America	Tapus, A., Peca, A., Aly, A., Pop, C., Jisa, L., Pintea, S., ... & David, D. O. (2012). Children with autism social engagement in interaction with Nao, an imitative robot: A series of single case experiments. Interaction studies, 13(3), 315-347.
Little Sophia	https://www.hansonrobotics.com/little-sophia-2/	Paid	G02A-2, G/F Photonics Centre, Phase One, Hong Kong Science Park, Pak Shek Kok, New Territories, Hong Kong, Chine	2020	Commercial	Primary (6-11 years old), Secondary (12-17 years old) and Learners with special needs	Natural language processing, Visual recognition and Speech Recognition	0	Hanson Robotics Ltd	Little Sophia is the little sister of Sophia and the newest member of the Hanson Robotics family. She is 14” tall and your robot friend that makes learning STEM (Science, Technology, Engineering and Mathematics), coding and AI a fun and rewarding adventure for kids 8+ years old. Sophia can walk, talk, sing, play games and even tell jokes.	AI robot, Facial recognition, voice recognition, holding natural language conversations.	Learning STEM, coding and AI	N/A	Inspire kids to learn coding (programming), AI, and STEM. Motivate students to spend time learning, Programmable and educational companion.	Little Sophia cost 205 $ CAD
Navigator	https://gooru.org/about	Free	350 Twin Dolphin Dr, Suite 115, Redwood City, CA 94065, USA		Academic - School	Post-secondary (18 years and over) and Teachers	Analytics	0	Gooru Learning	With Navigator, learners experience a GPS-like journey for learning, instructors monitor their learners and engage them with classroom practices, administrators track performance and scale success, and content providers develop a greater audience. Navigator uses AI techniques to individualize the learning experience and make individual learning at scale possible by understanding each learner through computing their preferences, context, and performance.		Adaptive learning, Real-time Feedback	N/A	Adaptive learning, Real-time Feedback	N/A	Songer, N. B., Newstadt, M. R., Lucchesi, K., & Ram, P. (2020). Navigated learning: An approach for differentiated classroom instruction built on learning science and data science foundations. Human Behavior and Emerging Technologies, 2(1), 93-105.
Realizeit	http://realizeitlearning.com/	Paid	Dublin (Ireland)	2007	Commercial	Post-secondary (18 years and over) and Teachers	Analytics	1,000,000	David Collery, Frank Claffey, John Keane, John Keane	Realizeit is an intelligent and adaptive web based learning system that allows instructors to create custom, personalized learning experinces that improve student engagement and performance.		Adaptive learning, personalized comments for each learner	N/A	Courses customized for instructors, Personalized learning for students, Real-time insights into the progress of individual students, Auto-graded assignments and immediate, personalized feedback provided for every student.	N/A	Dziuban, C. D., Moskal, P. D., Cassisi, J., & Fawcett, A. (2016). Adaptive Learning in Psychology: Wayfinding in the Digital Age. Online Learning, 20(3), 74-96.
First Class	https://beyond.psu.edu/firstclass/	Free	801, États-Unis		Academic - School	Teachers	Natural language processing, Visual recognition and Analytics	0	Pennsylvania State University	First Class is an immersive experience platform that brings the power of augmented reality to teacher education. First Class features a virtual K–12 class with six AI students, allowing aspiring teachers to use movement, voice, and gestures to interact with and react to the “virtual students” as the latter engage in a variety of behaviors.		Immersive experience platform for aspiring teachers	s.o.	Practice authentically, Virtual students, Valuable feedback to users during and after their experience	N/A
Summit Learning	https://www.summitlearning.org/	Free	755 Rockwell Ave, Fort Atkinson, Wisconsin, 53538, United States.		Academic - School	Primary (6-11 years old) and Teachers	Analytics	160,000	Summit Learning	Summit Learning platform helps schools create a culture where all students are invested in their own learning. Students work with their teachers to set goals and track progress, and they are are given the time, support, and resources they need to master new material and apply what they've learned before moving on. Teachers see the day-to-day progress of each student.		Adaptive learning	N/A	Individualized teaching, Autonomous learning, increase student engagement, Strong relationships between teachers and students, Free.	N/A
AutoTutor	https://www.memphis.edu/iis/projects/autotutor.php	Free	Institute of Intelligent Systems, University of Memphis, 365 Innovation Dr, Memphis, TN 38152, USA		Academic - School	Post-secondary (18 years and over)	Natural language processing, Visual recognition, Speech Recognition and Analytics	0	The University of Memphis	AutoTutor is a computer tutor that helps students learn by holding a conversation in natural language. It simulates a tutorial dialogue between human tutors and students as they work step-by-step through online tasks. AutoTutor tracks the cognition and emotions of the student and responds in a manner that adapts to the student. Emotions are recognized by the dialogue patterns, facial expressions, and body posture of the student.		Learning physics and computer skills	N/A	Conversations in natural language (written or spoken). Conversational Agent adapts to the student, encouraging students to develop detailed responses and deep understanding	N/A	Graesser, A. C., Li, H., & Forsyth, C. (2014). Learning by communicating in natural language with conversational agents. Current Directions in Psychological Science, 23(5), 374-380.

Download the list of resources

Quick menu

Learn more