Skip to main content

Table 1 Comparison of Conventional and Learning Analytics (LA) based Teaching-Learning Methodologies (LeCun et al., 2015; Warburton, 2003; Luna Scott, 2015; Gul et al., 2017; Chotitham et al., 2014; Nouby & Alkhazali, 2017; Rodriguez, 2009; VanderArk & Schneider, 2012)

From: Learning analytics for IoE based educational model using deep learning techniques: architecture, challenges and applications

Parameters

Teaching-Learning Methodology

Conventional Method

Proposed Learning Analytics (LA) based method

Learning Time

Fixed

Increased Learning Time with 24X7 availability of teaching learning resources

Attention span

Very short

Fairly Large as it involves the learner throughout the process

Understanding ability

Limited

Learners are able to understand much better

Interaction

Limited interaction (limited only in classroom)

Enhanced and expanded interaction among peers and with instructors

Evaluation and Feedback

Prefixed evaluation system and Limited or No Feedback provision

Continuous evaluation with Formative and Elaborative Assessment and comprehensive Feedback mechanism

Motivation

Depends on Instructor

Learners are Self Motivated

Retention Capabilities

Lower

Higher as the learners are learning the concepts and applying in real life scenarios

Attainment Capabilities

Lower

Higher

Cognitive Ability

Limited

Enhanced Cognitive Abilities

Mode of Delivery

Teacher Centric

Learner Centric

Academic Independence

Learners are confined to classroom teaching and learning only

Learners are encouraged to use varied learning tools and techniques, think out of the box, and use unconventional ways of analyzing and solving problems. Focus on real life problems

Study type

In general, do not promote collaborative/group study

Promote collaborative/group study