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Analysis of a Randomized Controlled Trial of Student Performance in Parallel Programming using a New Measurement Technique
- Source :
- ACM Transactions on Computing Education. 20:1-28
- Publication Year :
- 2020
- Publisher :
- Association for Computing Machinery (ACM), 2020.
-
Abstract
- There are many paradigms available to address the unique and complex problems introduced with parallel programming. These complexities have implications for computer science education as ubiquitous multi-core computers drive the need for programmers to understand parallelism. One major obstacle to student learning of parallel programming is that there is very little human factors evidence comparing the different techniques to one another, so there is no clear direction on which techniques should be taught and how. We performed a randomized controlled trial using 88 university-level computer science student participants performing three identical tasks to examine the question of whether or not there are measurable differences in programming performance between two paradigms for concurrent programming: threads compared to process-oriented programming based on Communicating Sequential Processes. We measured both time on task and programming accuracy using an automated token accuracy map (TAM) technique. Our results showed trade-offs between the paradigms using both metrics and the TAMs provided further insight about specific areas of difficulty in comprehension.
- Subjects :
- General Computer Science
Computer science
05 social sciences
050301 education
020207 software engineering
02 engineering and technology
Communicating sequential processes
Parallel computing
Time on task
Security token
Education
law.invention
Comprehension
Randomized controlled trial
law
Obstacle
0202 electrical engineering, electronic engineering, information engineering
Parallelism (grammar)
Concurrent computing
0503 education
computer
computer.programming_language
Subjects
Details
- ISSN :
- 19466226
- Volume :
- 20
- Database :
- OpenAIRE
- Journal :
- ACM Transactions on Computing Education
- Accession number :
- edsair.doi...........9d9a13b50623cbb5a9da5d3d94c33eb5