Computer Science Education
Author ORCID Identifier
Luis Morales-Navarro https://orcid.org/0000-0002-8777-2374
Deborah A. Fields https://orcid.org/0000-0003-1627-9512
Yasmin B. Kafai https://orcid.org/0000-0003-4018-0491
Creative Commons License
This work is licensed under a Creative Commons Attribution-Noncommercial 4.0 License
Background and Context
Few instruments exist to measure students’ CS engagement and learning especially in areas where coding happens with creative, project-based learning and in regard to students’ self-beliefs about computing.
We introduce the CS Interests and Beliefs Inventory (CSIBI), an instrument designed for novice secondary students to learn by designing projects (particularly with physical computing).. The inventory contains subscales on beliefs on problem solving competency, fascination in design, value of CS, creative expression, and beliefs about context-specific CS abilities alongside programming mindsets and outcomes. We explain the creation of the instrument and attend to the role of mindsets as mediators of self-beliefs and how CSIBI may be adapted to other K-12 project-based learning settings.
We administered the instrument to 303 novice CS secondary students who largely came from historically marginalized backgrounds (gender, ethnicity, and socioeconomic status). We assessed the nine-factor structure for the 32-item instrument using confirmatory factor analysis and tested the hypothesized model of mindsets as mediators with structural equation modeling.
We confirmed the nine-factor structure of CSIBI and found significant positive correlations across factors. The structural model results showed that problem solving competency beliefs and CS creative expression promoted programming growth mindset, which subsequently fostered students’ programming self-concept.
We validated an instrument to measure secondary students’ self-beliefs in CS that fills several gaps in K-12 CS measurement tools by focusing on contexts of learning by designing. CSIBI can be easily adapted to other learning by designing computing education contexts.
Luis Morales-Navarro, Michael T. Giang, Deborah A. Fields & Yasmin B. Kafai (2023) Connecting beliefs, mindsets, anxiety and self-efficacy in computer science learning: an instrument for capturing secondary school students’ self-beliefs, Computer Science Education , DOI: 10.1080/08993408.2023.2201548
Available for download on Friday, October 11, 2024