questionnaire: "perception_of_being_left_behind"
scales:
  - name: "perception_of_being_left_behind"
    label: "Perceived Ability to Keep Up with AI Advancements"
    items:
      - id: "leftbehind_1"
        text: "I feel left behind by how quickly AI is advancing."
        inverse: false
      - id: "leftbehind_2"
        text: "I worry I won’t keep up with new AI tools."
        inverse: false
      - id: "leftbehind_3"
        text: "I feel confident I can adapt to AI changes."
        inverse: true
      - id: "leftbehind_4"
        text: "I think AI is moving faster than I can learn."
        inverse: false
    score_range: [1, 5]
    format: "Likert"
    calculation: "mean"
    response_options: "1 = Strongly disagree, 2 = Disagree, 3 = Neutral, 4 = Agree, 5 = Strongly agree"
    output: "perception_of_being_left_behind"
    reference: "self"