AI mapping – Resources

Name	URL	Cost	Address	Year Created	Type	Audiences	Technologies	User count	Creators	Description	Tech Description	Uses	Reasons	Pros	Limitations	Publications
Lexplore	https://www.lexplore.com/	Paid	c/o Stayaround Fleminggatan 20 5 tr 112 26 Stockholm (SE)	2016	Commercial	Primary (6-11 years old), Teachers and Learners with special needs	Visual recognition and Analytics	0	Karolinska Institutet, Mattias Nilsson Benfatto et Gustaf Öqvist Seimyr	Innovative speed reading assessment that uses eye tracking and AI. In just 3 minutes, diagnoses a student's reading level and gives recommendations for teaching. With eye tracking, Lexplore also provides data on fluency for silent reading.	Analysis of eye movement during reading (eye tracking). Observations relayed to a database in real time. The information gathered is analyzed (IA) based on thousands of recorded eye movements and a battery of other tests.	Reading assessment	N/A	Easy diagnosis	Languages assessed (english and swedish)
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.
BetterMarks	https://bettermarks.com/	Paid	bettermarks GmbH, Skalitzer Straße 85-86, 10997 Berlin (DE)	2008	Commercial	Primary (6-11 years old), Secondary (12-17 years old) and Teachers	Expert systems and Analytics	0	Bettermarks	Platform designed to improve the math skills of kids ages 10 to 16. The student does the exercises on the platform and receives feedback for incorrect answers. Platform adapts to the student's understanding of the various mathematical concepts.	System adapts to student’s level	Facilitates personalized learning.	N/A	Adaptive learning	N/A	Scharnagl, S., Evanschitzky, P., Streb, J., Spitzer, M., et Hille, K. (2014). Sixth Graders Benefit from Educational Software when Learning about Fractions: A Controlled Classroom study. Numeracy: Advancing Education dans Quantitative Literacy, 7(1).
Bingel	https://www.bingel.be	Paid	Uitgeverij VAN IN Nijverheidsstraat 92/5 2160 Wommelgem (BE)		Commercial	Primary (6-11 years old) and Teachers	Analytics	0	Van in	Platform offered in two versions: for teachers and for students. For teachers, the platform tells them which subjects are least understood by the students. Digital textbooks are available for students.		System analyze concepts that are less understood	N/A	Personalized learning	Only in Dutch	De Castro, T. S. P. D. (2017). DIGITAL LITERACY SKILLS AND PRACTICES IN THE EARLY YEARS.
Conexus	https://conexus.net/	Paid	Grønland 67, 3045 Drammen, Norway	2001	Commercial	Teachers and Other education actors	Analytics	0	Conexus	Platform gives teachers and principals an overview of the entire student learning process. Conexus collects data on student activity in the learning process, organizes the data and presents it visually. Platform offered in Norwegian.		Data analysis system for learning	N/A	Personalized learning	Platform in Norwegian
Its Learning	https://itslearning.com/fr/	Paid	Bergen, Norway	1999	Commercial	Teachers	Analytics	0	itslearning	Platform that provides all the necessary resources for teachers to teach online.		Offers teachers resources based on their situation.	N/A	Selects resources that reflect the teacher's profile.	N/A
Edlive	https://edlive.ca	Paid	6274 Christophe Colomb, suite F, H2S 2G7, Montréal, Canada.		Commercial	Secondary (12-17 years old), Post-secondary (18 years and over) and Teachers	Analytics	450,000	EdLive	EdLive supports schools, universities and businesses in the creation, deployment and continuous improvement of their online courses. Thanks to artificial intelligence, teachers personalize their educational content according to the difficulties of each student without additional efforts. EdLive allows students to be independent in their exam revisions by offering them interactive quizzes, revision guides and periods of questions.	Predictive algorithm to provide personalized learning.	Learning platform	N/A	Personalized learning, Interactive quizzes, Revision Guides, Periods of questions.	Paid
Schoolzilla	https://schoolzilla.com/	Paid	USA	2013	Commercial	Teachers	Analytics	0	Renaissance Learning, Inc.	Platform that houses all student data for a school: number of days missed, number of detentions, grades, etc. This helps teachers and principals manage the school and their students		Highlights data identified as important	N/A	Makes it easy to monitor students	N/A	Ziegenhagen, L., et Ruffalo, R. (2016). Using Data-Driven Performance Management to Achieve District Goals.
Vital Source	https://www.vitalsource.com/	Paid	USA	2013	Commercial	Post-secondary (18 years and over)	Planning	0	VitalSource Technologies LLC	Platform provides students with the textbooks and notebooks they need		Identifies the relevant resources for students	N/A	Facilitates personalized learning.	N/A	Rogers-Estable, M. (2018). Implementation factors and faculty perceptions of electronic textbooks on the iPad. Open Praxis, 10(1), 41-54.
Desire2Learn	https://www.d2l.com/	Paid	USA	2012	Commercial	Post-secondary (18 years and over)	Analytics	0	D2L Corporation	Platform for creating an online class, to supplement an in-person class. Users can create online quizzes, online content, etc. Teacher receives feedback on the progress of the whole class and each student.		Data analysis	N/A	Makes it easy to monitor students and personalize learning	N/A	Rucker, R. D., et Frass, L. R. (2017). Migrating learning management systems in higher education: faculty members’ perceptions of system usage and training when transitioning from blackboard vista to desire2learn. Journal of Educational Technology Systems, 46(2), 259-277.
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.
Tribal	https://www.tribalgroup.com/	Paid	UK	2014	Commercial	Post-secondary (18 years and over)	Analytics	0	Tribal	Platform offers a program of resources and solutions adapted to each school and designed to deliver an educational experience adjusted to the students’ situation.		Analyzes the school’s data to arrive at the appropriate solution	N/A	Education more reflective of the students’ profile	N/A
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.
Claned	https://claned.com/	Paid	Finlande	2017	Commercial	Post-secondary (18 years and over) and Teachers	Analytics	0	Claned	Platform that helps a teacher build a course by making it more interactive and more appearling to students.		The platform is based on a high volume of data and adapts to the teacher's situation, based on the data provided.	N/A	Facilitates course creation	N/A
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).
Ali	https://www.optania.com/ali	Paid	284, rue de l'Hôtel de Ville Saguenay, QC G7H 4W7		Commercial	Post-secondary (18 years and over)	Natural language processing and Analytics	0	Optania	Ali is a caring chatbot integrated into a mobile application, designed to support the student in his journey, give him strategies to deal with different situations and prepare him to consult a professional if necessary. If Ali has knowledge on the subject of concern, he will offer guided clinical conversataions, designed to promote reflection and empowerment.	Natural language processing to interact with the student, Machine learning to analyze data.	Supporting the student in his journey	NA	Listening to the student, giving him strategies to deal with different situations, entertaining him.	Paid
Kidaptive	https://www.kidaptive.com	Paid	Redwood city (USA)	2011	Commercial	Preschool (0-5 years) and Primary (6-11 years old)	Analytics	0	Kidaptive	Kidaptive is an adaptive learning platform with entertaining and adaptive content for young children.		Adaptive learning	N/A	Personalized learning, (entertaining) game-based learning, shares relevant knowledge about learning with parents.	N/A	Verhagen, J., Dalibert, L., Lucivero, F., Timan, T. et Co, L. (2016). Designing values in a adaptive learning platform. 6th International Learning Analytics & Knowledge Conference. Edinburgh, Scotland: ACM Digital Library.
Dreambox	https://www.dreambox.com	Paid	Bellevue (USA)	2006	Commercial	Preschool (0-5 years) and Primary (6-11 years old)	Analytics	3,000,000	Dreambox Learning	Dreambox is an online math program that supplements basic education in the classroom or at home. It dynamically adapts to the learner, delivering personalized instruction.	AI engine to provide behaviour analytics,	Learning mathematics	N/A	Personalized teaching, Teacher support with educational data analysis	Home license: $12.95 /month per learner. School license: $20 / year per learner	Lenard, M. A., & Rhea, A. (2018). Adaptive Math and Student Achievement: Evidence from a Randomized Controlled Trial of DreamBox Learning. Manuskript, Harvard Graduate School of Education, Cambridge, MA.
Reasoning Mind	https://www.reasoningmind.org	Paid	Houston (USA)	2000	Commercial	Preschool (0-5 years), Primary (6-11 years old), Secondary (12-17 years old) and Teachers	Analytics	0	Reasoning Mind	Reasoning Mind is a math program for preschoolers to junior high school students. It’s designed to be used in a classroom setting with the support of a teacher. The teacher receives real-time information on student progress.	AI to intelligently suggest seating plan arrangements	Learning mathematics	N/A	Personalized learning, The teacher receives real-time information on student progress.	License for parents: $20/student per month. License for schools: $88/student per year.

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