Virtual teamwork boosts learning and cultural skills in computing courses
Virtual Global Collaboration in Data Analytics and Machine Learning Education: A Mixed-Methods Study of Asynchronous Cross-Border Teamwork
Computers and Society
Summary
Working with students from other countries on computing projects can help both with learning data skills and understanding different cultures. The authors studied a project where students in the United States and Pakistan worked together online on data and machine learning tasks, communicating asynchronously. They found that these virtual global collaborations helped students learn better and feel more prepared to work internationally. The key to these benefits was good teamwork and cross-cultural communication during the project.
What this means in practice
- •For online course designers: Incorporate structured international team projects to improve both technical and intercultural skills in computing education.
- •For remote software development teams: Use asynchronous collaboration techniques demonstrated to enhance team coordination and cultural understanding across time zones.
Authors
Sehrish Basir Nizamani, Saad Nizamani, Khyati Goyal, Sarwat Nizamani, Zannah Zeiw
Abstract
This innovative practice full paper examines a structured Virtual Global Collaboration (VGC) activity between undergraduate computing courses in the United States and Pakistan. The project was designed to support technical and intercultural skill development through asynchronous international teamwork in data analytics and introductory machine learning. Students worked in mixed-institution teams through a six-phase project including cultural orientation, dataset selection, data cleaning, analysis, introductory machine learning, and structured reporting. Using shared computational tools, teams coordinated across time zones to complete a joint data-driven project. Survey and qualitative reflection data were analyzed to examine collaborative experience, communication and cultural dynamics, learning outcomes, perceived value, and global readiness. Results show consistently positive student experiences across both cohorts, with collaborative processes strongly associated with learning and perceived value, and cross-cultural communication emerging as the primary driver of global readiness. These findings demonstrate how short-term, structured VGC can be effectively integrated into computing courses to support both technical learning and global competence.