An Investigative Study on the Effects of Pedagogical Agents on Intrinsic, Extraneous and Germane Cognitive Load: Experimental Findings With Dyscalculia and Non-Dyscalculia Learners

被引:19
作者
Ahuja, Neelu Jyothi [1 ]
Thapliyal, Monika [1 ]
Bisht, Akanksha [1 ]
Stephan, Thompson [2 ]
Kannan, Ramani [3 ]
Al-Rakhami, Mabrook S. [4 ]
Mahmud, Mufti [5 ,6 ,7 ]
机构
[1] Univ Petr & Energy Studies, Dept Syst, Dehra Dun 248007, Uttarakhand, India
[2] MS Ramaiah Univ Appl Sci, Fac Engn & Technol, Dept Comp Sci & Engn, Bengaluru 560054, Karnataka, India
[3] Univ Teknol PETRONAS, Dept Elect & Elect Engn, Seri Iskandar 32610, Perak, Malaysia
[4] King Saud Univ, Coll Comp & Informat Sci, Res Chair Pervas & Mobile Comp, Informat Syst Dept, Riyadh 11543, Saudi Arabia
[5] Nottingham Trent Univ, Dept Comp Sci, Nottingham NG11 8NS, England
[6] Nottingham Trent Univ, Med Technol Innovat Facil, Nottingham NG11 8NS, England
[7] Nottingham Trent Univ, Comp & Informat Res Ctr, Nottingham NG11 8NS, England
关键词
Education; Load modeling; Shape; Mathematical models; Licenses; Visualization; Three-dimensional displays; Dyscalculia; dysgraphia; dyslexia; intelligent tutoring system; leaning disability; pedagogy agent; INSTRUCTIONAL-DESIGN; MOTIVATION;
D O I
10.1109/ACCESS.2021.3115409
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Several studies have warranted the need to explore the relationship between pedagogical agents in the learning environment and the cognitive load on the learners, specifically, to study the influence on learner populations with different learning and motivation needs. The present work investigates the effects of the presence of a pedagogical agent in the learning environment on intrinsic, extraneous, and germane cognitive load for the dyscalculia and non- learner population. The proposed system intelligently investigates the learner, recommends an exclusive learning dyscalculia path and after tutoring assesses learning gain, and retention. Learner experience and effects of the pedagogical agent on types of cognitive loads are discussed on basis of post tutoring analysis. Samples of 82 learners have been studied, experimental findings based on research questions have been reported and conclusions discussed. Our assumption that 'a well-articulated and well-designed instructional design exerts a minimal extraneous cognitive load on learners and facilitates learning gain and retention' is consistent with the obtained results. The result concludes that pedagogical agent does not add to intrinsic and extraneous cognitive load. An improved Germane Cognitive load and a good amount of knowledge retention are noticed post learning.
引用
收藏
页码:3904 / 3922
页数:19
相关论文
共 30 条
[1]  
Andre E., 1998, Proceedings of the Second International Conference on Autonomous Agents, P261, DOI 10.1145/280765.280842
[2]  
[Anonymous], 2017, CHILDREN SPECIFIC LE
[3]   Fostering social agency in multimedia learning: Examining the impact of an animated agent's voice [J].
Atkinson, RK ;
Mayer, RE ;
Merrill, MM .
CONTEMPORARY EDUCATIONAL PSYCHOLOGY, 2005, 30 (01) :117-139
[4]  
Dasi P., 2016, ANN ORADEA U FASCICL, V15, P85
[5]   Cognitive load theory, educational research, and instructional design: some food for thought [J].
de Jong, Ton .
INSTRUCTIONAL SCIENCE, 2010, 38 (02) :105-134
[6]  
Farah L, 2020, IEEE ACCESS, V8, P163225, DOI 10.1109/ACCESS.2020.3016981
[7]  
Farhin F., 2020, 2020 JOINT 9 INT C I, P1
[8]  
Govindswamy M., 2015, P 1 INT MAL ED TECHN, V1, P541
[9]   Affect in Embodied Pedagogical Agents: Meta-Analytic Review [J].
Guo, Yan Ru ;
Goh, Dion Hoe-Lian .
JOURNAL OF EDUCATIONAL COMPUTING RESEARCH, 2015, 53 (01) :124-149
[10]  
Johnson W. L., 1997, SIGART Bulletin, V8, P16