Implementation and assessment of Cognitive Load Theory (CLT) based questions in an electronic homework and testing system

被引:12
作者
Behmke, Derek A. [1 ]
Atwood, Charles H. [2 ]
机构
[1] Bradley Univ, Mund Lagowski Dept Chem & Biochem, Peoria, IL 61625 USA
[2] Univ Utah, Dept Chem, Ctr Sci & Math Educ, Salt Lake City, UT 84112 USA
关键词
INSTRUCTIONAL-DESIGN; ACHIEVEMENT; ATTITUDES; LEARNERS;
D O I
10.1039/c3rp20153h
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
To a first approximation, human memory is divided into two parts, short-term and long-term. Cognitive Load Theory (CLT) attempts to minimize the short-term memory load while maximizing the memory available for transferring knowledge from short-term to long-term memory. According to CLT there are three types of load, intrinsic, extraneous, and germane. Our implementation of CLT components into our electronic homework system, JExam, attempts to minimize intrinsic and extraneous load by breaking down multistep problems into smaller, individual steps for the students. Using the static fading approach over several questions, students weave all the steps together to solve the entire problem. Using Item Response Theory (IRT) abilities, we compared the performance of students utilizing the CLT static fading approach to that of students without the CLT components. On seven out of eight topics, students exposed to CLT component homework questions scored higher on subsequent test questions related to that topic than those not exposed to CLT. In four out of the eight cases, students exposed to CLT based homework problems improved their chances of correctly answering related test questions by greater than 10%. Though there exists a large time commitment in producing CLT based homework problems, this study suggests that the reward, in terms of student performance, is well worth the investment.
引用
收藏
页码:247 / 256
页数:10
相关论文
共 17 条
[1]  
Baker F. B., 2001, BASICS ITEM RESPONSE, V186
[2]   Visual representations in science education: The influence of prior knowledge and cognitive load theory on instructional design principles [J].
Cook, Michelle Patrick .
SCIENCE EDUCATION, 2006, 90 (06) :1073-1091
[3]  
De Ayala R. J., 2009, The theory and practice of item response theory
[4]   A comparison of three measures of cognitive load: Evidence for separable measures of intrinsic, extraneous, and germane load [J].
DeLeeuw, Krista E. ;
Mayer, Richard E. .
JOURNAL OF EDUCATIONAL PSYCHOLOGY, 2008, 100 (01) :223-234
[5]  
Du Toit Mathilda., 2003, IRT SSI BILOG MG MUL
[6]  
Han K. T., 2011, IRTEQ WINDOWS APPL I
[7]   The influence of presentation, organization, and example context on text learning [J].
McCrudden, M ;
Schraw, G ;
Hartley, K ;
Kiewra, KA .
JOURNAL OF EXPERIMENTAL EDUCATION, 2004, 72 (04) :289-306
[8]   Cognitive load measurement as a means to advance cognitive load theory [J].
Paas, F ;
Tuovinen, JE ;
Tabbers, H ;
Van Gerven, PWM .
EDUCATIONAL PSYCHOLOGIST, 2003, 38 (01) :63-71
[9]   Learner achievement and attitudes under different paces of transitioning to independent problem solving [J].
Reisslein, Jana ;
Sullivan, Howard ;
Reisslein, Martin .
JOURNAL OF ENGINEERING EDUCATION, 2007, 96 (01) :45-55
[10]   Comparing static fading with adaptive fading to independent problem solving: The impact on the achievement and attitudes of high school students learning electrical circuit analysis [J].
Reisslein, Jana ;
Reisslein, Martin ;
Seeling, Patrick .
JOURNAL OF ENGINEERING EDUCATION, 2006, 95 (03) :217-226