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lanalytics

Analysis of student data from quizzes

Files:

  1. parsequizzes.R
  • First data parsing step - this script is designed to be run exaclty once at the beginning of the data analysis process
  • Takes xlsx file for each quiz as downloaded from Learning Catalytics
  • Assigns each student a unique random identifier
  • Creates 3 tables, all of which have one row per student ID, and one column per
    quiz question. Data in those tables are
    • Absolute time of answer
    • Content of answer
    • Correctness of answer (1 or 0) All three tables are saved into xlsx files
  • Creates an additional (confidential) table of student IDs and names, to be stored in a safe place
  1. order_time.R
  • Depends on parsequizzes.R
  • Takes absolute time stamp data as computed using parsequizzes.R
  • For each quiz and each student, computes
    • the order in which questions were answered
    • the time it took to answer each question
  1. easiness_time.R
  • Depends on order_time.R, parsequizzes.R
  • Takes time per question and correctness information
  • For each quiz question, compute
    • item easiness (% of sdtudents who g)
    • time to answeer item (median across all students)
  • scatter plots easiness vs time
  1. guessers.R
  • TODO: This function is still buggy and incomplete
  • Depends on order_time.R, parsequizzes.R
  • Assumes that the first two and last two questions of each quiz are easy (in our case, because they are about study style and preparaation)
  • Uses time for those easy question as a threshold (i.e. fastest possible)
  • Computes questions answered below this threshold and classifies them as
    • cheating, if the answer was correct
    • guessing, if the answer was wrong
  • Plots overall occurence of guessing and cheating across quizzes and students

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