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Design Rationale for a Complex Performance Assessment

2004, International Journal of Testing

Abstract

In computer-based interactive environments meant to support learning, students must bring a wide range of relevant knowledge, skills, and abilities to bear jointly as they solve meaningful problems in a learning domain. To function effectively as an assessment, a computer system must additionally be able to evoke and interpret observable evidence about targeted knowledge in a manner that is principled, defensible, and suited to the purpose at hand (e.g., licensure, achievement testing, coached practice). This paper concerns the grounding for the design of an interactive computer-based assessment of design and troubleshooting in the domain of computer networking. The application is a prototype for assessing these skills as part of an instructional program, as interim practice tests and as chapter or end-of-course assessments. An Evidence Centered Design (ECD) framework was used to guide the work. An important part of this work is a cognitive task analysis designed to (a) tap the knowledge computer network specialists and students use when they design and troubleshoot networks, and (b) elicit behaviors that manifest this knowledge. After summarizing its results, we discuss implications of this analysis, as well as information gathered through other methods of domain analysis, for designing psychometric models, automated scoring algorithms, and task frameworks, and for the capabilities required for the delivery of this example of a complex computer-based interactive assessment.

Key takeaways

  • It consists of four fundamental models: the student model, representing student KSA structure and forming the foundation for claims that will be made about the student on the basis of assessment evidence; task models, specifying content and construction of tasks in order to provide the necessary evidence to support claims about the student; evidence models, specifying how evidence from assessment tasks inform student model variables in support of specific claims about the student; and an assembly model, specifying the strategy used to select and present tasks to a student .
  • The tasks developed for the CTA were constructed to allow subjects to demonstrate their understanding and ability in specific areas of computer networking, primarily design, implementation, and troubleshooting.
  • Compared to troubleshooting, however, the implementation tasks demand greater emphasis on the network configuration changes than on gathering information and testing the network function.
  • ), guide the design and implementation of the student model, evidence models, and task models for the networking prototype assessment.
  • As the CTA provides an opportunity to observe actual student behavior and strategies as they work through the complex tasks this provides an ideal opportunity to determine which aspects of the tasks are serving well and which task elements might be altered to yield better evidence of student ability, thereby better supporting the inferences made about student model variables.