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Is Adaptive Learning Effective? A Review of the Research

TLDR
The Effect Size tool is adopted as a standard way to compare the results of one pedagogical experiment to another and ES is used to analyse the effectiveness of the systems previously described, in order to demonstrate that adaptive learning can provide significant improvements in the learning process of students.
Abstract
This study examines the evidence for the effectiveness of adaptive learning. It first analyses the different classifications of adaptive learning systems existing in the literature, to focus later on Intelligent Tutoring System (ITS) and Adaptive Hypermedia Systems (AHS) describing some examples of both types of systems. Next, the Effect Size (ES) tool is adopted as a standard way to compare the results of one pedagogical experiment to another. ES is used to analyse the effectiveness of the systems previously described, in order to demonstrate that adaptive learning can provide significant improvements in the learning process of students. Finally, a number of conclusions and future trends are discussed.

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Citations
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Automated scenario generation: toward tailored and optimized military training in virtual environments

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Systematic review of adaptive learning research designs, context, strategies, and technologies from 2009 to 2018

TL;DR: This systematic review of research on adaptive learning used a strategic search process to synthesize research based on publication trends, instructional context, research methodology components, research focus, adaptive strategies, and technologies and has implications for adaptive learning designers and future researchers regarding the gaps in adaptive learning research.
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A synthesis of systematic review research on emerging learning environments and technologies.

TL;DR: This article synthesizes research on seven primary areas of emerging learning environments and technologies that include: social media, massive open online courses, special education technology, mobile learning, game-based learning and gamification, adaptive learning, and learning analytics and introduces the thirteen articles that were included in this special issue.
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Real-Time monitoring of ECG and GSR signals during computer-based training

TL;DR: An experiment where nineteen participants interacted with the Cultural Meeting Trainer (CMT), a web-based cultural negotiation trainer, and the findings influence the appropriateness of instructional intervention, and drive the development of real-time assessment for education.
References
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Journal ArticleDOI

A power primer.

TL;DR: A convenient, although not comprehensive, presentation of required sample sizes is providedHere the sample sizes necessary for .80 power to detect effects at these levels are tabled for eight standard statistical tests.
Journal ArticleDOI

Does Active Learning Work? A Review of the Research

TL;DR: In this article, the authors examine the evidence for the effectiveness of active learning and define the common forms of activelearning most relevant for engineering faculty and critically examine the core element of each method, finding broad but uneven support for the core elements of active, collaborative, cooperative and problem-based learning.
Journal ArticleDOI

Methods and techniques of adaptive hypermedia

TL;DR: This paper is a review of existing work on adaptive hypermedia and introduces several dimensions of classification of AH systems, methods and techniques and describes the most important of them.
Proceedings ArticleDOI

Intelligent Tutoring Goes To School in the Big City

TL;DR: This study provides further evidence that laboratory tutoring systems can be scaled up and made to work, both technically and pedagogically, in real and unforgiving settings like urban high schools.

How to calculate effect sizes from published research: A simplified methodology

TL;DR: In this paper, the authors provide a simplified methodology for calculating Cohen's d effect sizes from published experiments that use t-tests and F-tests of significance, and a Microsoft Excel Spreadsheet that can be used to compute Cohen's D from published data.
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