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Student Perceptions of Grading Rubric Quality

Measures student perceptions of rubric clarity, fairness, and usefulness for learning. Designed for course designers and academic researchers seeking to improve grading transparency and rubric design.

Sample questions

A preview of what’s in the template. Every question is editable before you launch.

21 questions · ~10 min
Q01
Message

Welcome! This survey asks about your experience with a grading rubric used in one of your courses this term. Your responses are completely anonymous and will be reported only in aggregate to help improve rubric design and grading practices. Participation is voluntary, and you may stop at any time. There are no right or wrong answers — we are interested in your honest opinions. The survey takes approximately 5–7 minutes to complete. Please think of one specific rubric from a single course or assignment this term and answer all questions with that rubric in mind.

Q02
Multiple Choice

Have you received and reviewed a grading rubric for any course assignment this term?

  • Yes
  • No
Q03
Multiple Choice

What type of course used the rubric you are evaluating?

  • STEM lecture
  • STEM lab
  • Humanities
  • Social sciences
  • Arts/design
  • Business
  • Education
  • Professional/health
  • Other
Q04
Opinion Scale

Overall, how clear was the rubric in communicating what was expected?

Scale: 17
Min:Not at all clearMax:Extremely clear
Q05
Ranking

Which of the following improvements to the rubric would be most valuable? Please rank your top three from highest to lowest priority.

  1. Clearer criterion descriptions
  2. More examples or sample work at each level
  3. Explanation of how points are weighted
  4. Sharing the rubric earlier in the course
  5. Greater consistency across graders
  6. More room for creativity or alternative approaches
Drag to rank
Q06
Dropdown

What is your current level of study?

  • High school/secondary
  • Undergraduate
  • Graduate (Master's/Doctoral)
  • Professional program (e.g., JD, MD)
  • Other
  • Prefer not to say
Q07
Message

Thank you for sharing your feedback! Your responses will be used to improve rubric design and grading transparency. If you have any questions about this survey, please contact the research team.

Q08
Multiple Choice

What type of assignment used this rubric?

  • Paper/essay
  • Project or presentation
  • Lab report
  • Problem set or exam
  • Participation/discussion
  • Portfolio/studio
  • Other
Q09
Opinion Scale

Overall, how fair was the grading you received based on this rubric?

Scale: 17
Min:Not at all fairMax:Extremely fair
Q10
Long Text

Based on your responses in this survey, please share any additional thoughts about how this rubric could be improved.

Q11
Multiple Choice

What is your enrollment status this term?

  • Full-time student
  • Part-time student
  • Not currently enrolled
  • Prefer not to say
Q12
Multiple Choice

When did you first receive or access the rubric for this assignment?

  • At the start of the course or unit
  • With the assignment prompt
  • Shortly before the due date
  • After submission
  • After grading
Q13
Opinion Scale

How useful was the rubric in helping you understand how to improve your work?

Scale: 17
Min:Not at all usefulMax:Extremely useful
Q14
AI Interview

We'd like to understand your rubric experience in more depth. An AI moderator will ask you a couple of follow-up questions based on your responses.

Q15
Dropdown

What is your primary field of study?

  • Arts & Humanities
  • Business
  • Education
  • Engineering & Computer Science
  • Health Professions
  • Natural Sciences
  • Social Sciences
  • Undeclared
  • Other
Q16
Opinion Scale

The criteria in the rubric were relevant to the learning objectives of the assignment.

Scale: 17
Min:Strongly disagreeMax:Strongly agree
Q17
Dropdown

What is your age?

  • Under 18
  • 18–20
  • 21–24
  • 25–34
  • 35–44
  • 45–54
  • 55 or older
  • Prefer not to say
Q18
Opinion Scale

The performance levels in the rubric (e.g., excellent, good, needs improvement) were clearly distinguished from one another.

Scale: 17
Min:Strongly disagreeMax:Strongly agree
Q19
Multiple Choice

What is your gender?

  • Man
  • Woman
  • Non-binary
  • Prefer not to say
Q20
Opinion Scale

I was able to use the rubric to assess my own work before submitting.

Scale: 17
Min:Strongly disagreeMax:Strongly agree
Q21
Opinion Scale

The grade I received aligned with how I understood the rubric criteria.

Scale: 17
Min:Strongly disagreeMax:Strongly agree

What’s included

  • AI follow-ups

    Adaptive probes on open-ended answers that pull out detail a static form would miss.

  • Attention checks

    Built-in safeguards against rushed answers and low-quality respondents.

  • AI-drafted copy

    Wording, ordering, and branching written by the AI — tuned to your research goal.

  • Auto report

    Themes, quotes, and a plain-English summary write themselves once responses come in.

How it compares

We reviewed the closest templates from other survey tools. Here’s what they do well — and where this template goes further.

Why this template

  • AI interviewer creates a non-judgmental conversational space that encourages honest disclosure on sensitive topics like safety fears and academic dishonesty
  • Every AI prompt, model, and logic flow is fully transparent and logged—critical for IRB compliance and reproducible campus climate research
  • Customizable AI personality lets researchers adjust tone for sensitive topics while maintaining methodological consistency across administrations

Jotform

Academic Integrity Form Template

Designed as a policy acknowledgment form rather than a climate survey—students sign to confirm they understand academic honesty expectations. Useful for compliance but does not assess the actual climate of integrity on campus.

What it does well

  • E-signature collection via Jotform Sign for formal student acknowledgment
  • Easy embedding within LMS or institutional websites with custom CSS

Where it falls short

  • Not a survey at all—it's a compliance/acknowledgment form, not a climate assessment tool
  • No questions exploring student attitudes, peer norms, or perceived institutional response to dishonesty
  • No AI-powered interviewing to sensitively explore why students may or may not engage in academic dishonesty

Jotform

Academic Honesty Form Template

Another compliance-oriented form for students to acknowledge academic honesty policies. Keeps digital records of student acknowledgments but doesn't measure the climate of integrity or explore student attitudes.

What it does well

  • Digital record-keeping with database storage for easy sorting and searching
  • Helps schools maintain documentation that students understand policy repercussions

Where it falls short

  • Compliance form, not a research instrument—cannot assess campus integrity climate
  • No mechanism to explore peer norms, pressure to cheat, or perceived fairness of enforcement
  • No AI follow-ups to sensitively probe attitudes toward academic dishonesty

Qualtrics

Student & Staff Experience Management for Education

Comprehensive education experience platform trusted by 1,800+ institutions for climate surveys, safety assessments, and multi-channel feedback. Powerful but enterprise-priced and operates as a platform rather than offering specific ready-to-use campus safety or integrity templates publicly.

What it does well

  • Enterprise-grade platform trusted by 1,800+ educational institutions with FedRAMP and ISO certifications
  • Multi-channel data collection including surveys, social media, call centers, and online reviews

Where it falls short

  • Enterprise pricing requires custom quotes—prohibitive for individual researchers or departments
  • AI features lack the prompt-level transparency needed for IRB-compliant reproducible research
  • No publicly available ready-to-use campus safety or academic integrity survey templates

SurveyMonkey

University Student Satisfaction Survey Template

Includes campus safety as one dimension within a broader student satisfaction framework. Not a dedicated safety or integrity climate instrument—safety is covered by a few items rather than explored in depth.

What it does well

  • Covers campus safety alongside academic advising, student services, and registration in one instrument
  • Benchmarkable questions developed in partnership with U.S. Department of Education

Where it falls short

  • Campus safety is a minor component—not a dedicated safety assessment with emergency communication evaluation
  • No dedicated academic integrity climate questions whatsoever
  • No AI capability to follow up on reported safety concerns or explore unreported incidents

SurveySparrow

Student Engagement Survey Template

General student engagement template with conversational UI and multiple question types. Does not specifically address campus safety or academic integrity, though the platform supports building custom surveys on these topics.

What it does well

  • Conversational survey interface with tap-friendly question types that boost response rates
  • Recurring survey scheduling for longitudinal campus climate tracking

Where it falls short

  • No campus safety or academic integrity-specific template available
  • No AI-powered follow-ups to sensitively explore safety incidents or integrity violations
  • No methodology guidance for handling sensitive topics like harassment reporting or cheating norms

Ready to launch?

Open this template in the editor. Every part is yours to change before the first respondent sees it.