Mining data from the AP CS A exam: Patterns, non-patterns, and replication failure

Colleen M. Lewis, Huda Khayrallah, Amy Tsai

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

To better understand the learning and assessment of introductory computer science, we performed five complementary analyses on over 28 thousand student responses from the 2004 and 2009 Advanced Placement Computer Science (AP CS) A exams. Analyzing the questions from the 1988 AP CS exam, Reges hypothesized that a small set of questions, which were highly correlated with success on the rest of the exam, might be used to assess students' CS ability before taking a CS class. The pattern Reges observed was not replicated on the 2004 and 2009 AP CS A exams. Our hypotheses for why the pattern was not replicated advances Reges' alternative hypothesis regarding the importance of students' mental model of program execution.

Original languageEnglish (US)
Title of host publicationICER 2013 - Proceedings of the 2013 ACM Conference on International Computing Education Research
Pages115-122
Number of pages8
StatePublished - 2013
Externally publishedYes
Event9th Annual International Computing Education Research Conference, ICER 2013 - San Diego, CA, United States
Duration: Aug 12 2013Aug 14 2013

Publication series

NameICER 2013 - Proceedings of the 2013 ACM Conference on International Computing Education Research

Conference

Conference9th Annual International Computing Education Research Conference, ICER 2013
Country/TerritoryUnited States
CitySan Diego, CA
Period8/12/138/14/13

Keywords

  • Advanced placement computer science
  • Bloom's taxonomy
  • CSl
  • Difficult topics
  • Mental models of program execution.
  • Novice programmers
  • Program state
  • Question difficulty
  • Recursion

ASJC Scopus subject areas

  • Software
  • Education

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