Learn2Mine: Data Science Practice and Education through Gameful Experiences

Abstract

We introduce Learn2Mine, an education and analysis platform that integrates state-of-the-art data mining tools with effective feedback and training mechanisms in order to lower the barrier for domain experts and computer scientists to learn data science. Data science is the combination of statistical and computer science techniques in order to extract meaningful information from domain-specific datasets. Learn2Mine is a platform where students learn and practice techniques commonly used by data scientists. The Learn2Mine platform is a novel environment for teaching data science without requiring prerequisite knowledge, and with the idea that all knowledge bases can be enhanced by data science. It applies the principles of gamification, making the learning process more engaging and rewarding. Learn2Mine has been piloted by undergraduates, which, through the ability to retry lessons and receive instant feedback, has allowed them to engage in more sophisticated data science concepts than previous semesters. The next step for Learn2Mine, which will be continuously extended with new algorithms and lessons and completely open to the public beginning January 2014 (http://learn2mine.appspot.com), is the completion of an extension framework giving international institutions and organizations of higher learning the ability to create their own lessons for students to perform.

A systematic evaluation of game elements effects on students’ motivation

“…According to Deci et al (2001), this will tend to be experienced as controlling, and as a result, they will tend to decrease intrinsic motivation. Another factor that could influence their effect is using them as a social element (Consolvo et al, 2006;De-Marcos et al, 2014;Turner et al, 2014). Deterding (2011) suggests that using a gamified system that offers virtual rewards or public social comparison is not necessarily voluntary or free of consequence, two essential characteristics to increase intrinsic motivation according to the self-determination theory (Ryan & Deci, 2000b).…”

An extensible online environment for teaching data science concepts through gamification

“…Learn2Mine [9] is an interactive, integrative learning environment developed to introduce students to the constituent data science areas of data mining, computer programming, and statistics. The development of Learn2Mine was influenced by research results in the effectiveness of gamification of educational tools.…”