AI mapping – Resources

Name	URL	Cost	Address	Year Created	Type	Audiences	Technologies	User count	Creators	Description	Tech Description	Uses	Reasons	Pros	Limitations	Publications
CampusNexus Engage	https://www.campusmanagement.com/products/crm-for-higher-education	Paid	5201 Congress Ave. Boca Raton FL 33487, USA		Commercial	Post-secondary (18 years and over)	Analytics	0	Campus Management Corp.	CampusNexus Engage combines Campus Management’s deep CRM (customer relationship management) solutions expertise with Microsoft’s application and cloud infrastructure to deliver a system of intelligence for higher education. Built using Microsoft Dynamics, Azure, and Power BI, the solution integrates higher education workflow processes and best practices with the latest innovations in artificial intelligence, machine learning, and business analytics to improve engagement and drive student and institutional success.		Artificial intelligence and machine learning to improve engagement and drive student and institutional success	N/A	Institutions acquire an overview of the student life cycle, Dynamically respond to each student's unique experience and needs.	N/A
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.
Scootpad	https://www.scootpad.com/	Free	5655 Silver Creek Valley Rd, Suite 933 San José, CA 95138, USA	2012	Commercial	Preschool (0-5 years), Primary (6-11 years old), Secondary (12-17 years old) and Learners with special needs	Analytics	0	ScootPad Corporation	ScootPad is a personalized mastery platform built on learners data to deliver continuously adaptive enrichment and automatic remediation for every student.		Mathematics and language learning	N/A	Lessons and Adaptive Practices, Free	N/A
Dave	https://dynamicly.com/discovery	Paid	Boston et Montréal		Commercial	Post-secondary (18 years and over)	Natural language processing and Analytics	0	Dynamicly	Teaching assistant, chatbot that guides users during online lessons, making them appealing and interactive. With a simple statement, the virtual assistant immediately serves up what users are looking for. It also gives a reminder when there is a project to hand in or a lesson to follow.		Chatbot, processing of user requests, offers insight into how users access content	N/A	Makes online courses interesting, Personalized information on demand, Offers insight into how users access content	Service must be purchased
PhotoMath	https://www.photomath.net/fr	Free features	20 E 3rd Ave., San Mateo, CA 94401, USA	2014	Commercial	Secondary (12-17 years old), Teachers and Learners with special needs	Visual recognition and Analytics	1,000,000	Photomath, Inc.	Students who have trouble with a math problem take a picture of it using their mobile device, then send it to the application. PhotoMath reads and solves the problem using a step-by-step approach.	AI for reading and solving math problems	Learning mathematics	N/A	Scan a math problem for instant help, Obtain detailed guidance (specific steps)	The paid version offers improved features	Hamadneh, I. M., & Al-Masaeed, A. (2015). Math teachers' attitudes towards photo math application in solving mathematical problem using mobile camera. Educational Research and Reviews, 10(14), 1930.
Microsoft cortana	https://www.microsoft.com/en-us/cortana	Paid	USA	2014	Commercial	General public, Secondary (12-17 years old), Post-secondary (18 years and over), Teachers and Learners with special needs	Natural language processing and Speech Recognition	0	Microsoft	Cortana is a virtual assistant.	Speech recognition	Virtual assistant	N/A	Quick access to information	N/A	Kepuska, V., & Bohouta, G. (2018, January). Next-generation of virtual personal assistants (microsoft cortana, apple siri, amazon alexa and google home). In 2018 IEEE 8th Annual Computing and Communication Workshop and Conference (CCWC) (pp. 99-103). IEEE.
Metacog	https://metacog.com	Paid	USA	2018	Commercial	Post-secondary (18 years and over), Teachers and Researchers	Analytics	0	Metacog Technologies, LLC	Metacog is a learning analytics, human-computer interface and EDM rooted startup - uniquely leveraging streaming big-data technology to measure an individual’s ability to demonstrate in-demand skills.		Metacog is a learning analytics, human-computer interface and EDM rooted startup - uniquely leveraging streaming big-data technology to measure an individual’s ability to demonstrate in-demand skills. The Metacog API data platform supports delivery, analysis, and reporting of authentic, performance-based assessment. Metacog’s trainable machine learning models and real-time data analytics observe the user (learner, candidate, employee) as they work through a digital task, capturing not just their final answers, but also their behavior, process, and problem-solving approaches.	N/A	Metacog evaluates HOW people think, and their DEMONSTRATED competencies - not just what they have memorized. Hard to assess skills such as complex problem solving, knowledge synthesis and collaboration are now measurable.	N/A
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.
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
Duolingo	https://fr.duolingo.com	Free features	Pittsburgh (Etats-Unis)	2012	Commercial	General public	Natural language processing, Speech Recognition and Analytics	500,000,000	Duolingo	Duolingo is an American platform that includes a language-learning website and mobile app, as well as a digital language-proficiency assessment exam.		Language learning	N/A	Adaptive learning	N/A	Settles, B., T. LaFlair, G., & Hagiwara, M. (2020). Machine Learning–Driven Language Assessment. Transactions of the Association for Computational Linguistics, 8, 247‑263. https://doi.org/10.1162/tacl_a_00310
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.
ETS Criterion	https://www.ets.org/criterion	Paid	Princeton (USA)	1999	Commercial	Primary (6-11 years old), Secondary (12-17 years old), Post-secondary (18 years and over) and Teachers	Natural language processing	0	ETS	ETS Criterion is an instructor-led writing tool that helps learners plan, write and revise their essays. It gives them immediate diagnostic feedback, real-time scores and more opportunities to practice writing at their own pace.	Natural language processing to evaluate essays	Learning English (writing)	N/A	Gives immediate feedback and scores, Helps improve learners' writing, Frees up time during evaluation.	N/A	Chen, J., Zhang, M., & Bejar, I. I. (2017). An Investigation of the e‐rater® Automated Scoring Engine's Grammar, Usage, Mechanics, and Style Microfeatures and Their Aggregation Model. ETS Research Report Series, 2017(1), 1-14.
ALEKS	https://www.aleks.com	Paid	Irvine (USA)	1996	Commercial	Primary (6-11 years old), Secondary (12-17 years old) and Post-secondary (18 years and over)	Analytics	0	ALEKS Corporation, McGraw-Hill Education (Parent organization)	ALEKS is an intelligent, web-based assessment and learning system. It uses adaptive questions to determine what a learner knows and doesn't know in a course. ALEKS then informs the learner about the topics they’re most ready to learn and periodically reassesses the learner to ensure that the topics learned are also retained.		AI to map the details of each student's knowledge and to evaluate each learner individually and continuously.	N/A	Evaluates the learner's current knowledge in a course, Recommends topics the learner is ready to learn, Periodically reassesses and adapts to learners' knowledge	ALEKS requires a subscription of $19.95 per month, $99.95 every six months, or $179.95 per year.	Falmagne, J.C. , Doignon, J.P., Cosyn, E. et Thiéry, N. (2016).The Assessment of Knowledge, in Theory and in Practice. Dans Missaoui, R., Schmidt, J. (dir.), Formal Concept Analysis (p.70-87). Berlin, Allemagne: Springer.

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