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Developing Rubrics & Scoring Guides

Rubrics are often used to evaluate student work based on predetermined criteria. Scoring rubrics include evaluative criteria with performance descriptors and are either applied collectively as a holistic score or individually as an analytic score (Popham, 2017). The evaluative criteria defined by a scoring rubric should focus on the specific skills the teacher wants to measure. In other words, your rubric should directly align with your learning objective(s). Therefore, it makes sense to complete the creation, adoption, or modification of a scoring rubric during the second stage of the Backward Design process. In this chapter, you will explore different types of rubrics along with how to develop effective rubrics.

Learning Objectives

By the end of this chapter, you will be able to

  • Design scoring tools that allow learners to identify quality work and teachers to provide feedback when assessing student work.

Types of Scoring Rubrics

There are a variety of methods to evaluate student work. Scoring rubrics can be holistic or analytical. The following sections will provide details about both analytical and holistic rubrics along with learning roadmaps. This alternative rubric option often works well in skill-based content areas like the arts and PE.

The Analytic Rubric*

Tips from the Pros: Rubric Terminology

Consider Jennifer Gonzalez’s blog post regarding Rubric Terminology. The blog includes some free templates and a complete Rubric Pack on Teacher Pay Teachers ($4 fee).

The Analytic rubric is perhaps the one most commonly used by teachers. It features a grid of criteria (columns) and “levels” of achievement (rows). By separating the total activity score into separate criteria (e.g., summary, argument, grammar & mechanics), the rubric provides detailed feedback to students on the strengths and weaknesses of each aspect of their work. This provides students with targeted information they can employ to improve their grades in subsequent assignments. By providing students with a copy of the rubric when you give them an assignment, you help students focus on the assignment criteria that you have identified as most important, which may help relieve student apprehension.

The rubric below is an example of an analytic rubric. The evaluative criteria are listed in the left-most column: summary, argument, grammar & mechanics, and formatting & citations. Each of the evaluative criteria should align with a SMART learning objective. The remaining columns define the various performance levels with descriptions of student work at various levels. I strongly encourage you to consider Mark Wise’s suggestions from an administrator’s perspective on how to Build Rubrics that Get Results. Wise shares insight into how to positively state your performance descriptors and how to assign points to ensure that the most important components of your task are carrying the correct amount of weight in the final score.

Example Analytic Rubric: Science (0–4 Scale)

Level of Understanding

  • 0: The student shows no understanding of the question or problem. The response is completely incorrect or irrelevant.
  • 1: There is evidence of some understanding.
  • 2: There is evidence of a basic understanding.
  • 3: There is evidence of a good understanding.
  • 4: There is evidence of a full and complete understanding.

Use of Accurate Scientific Terminology

  • 0: The student shows no understanding of the question or problem. The response is completely incorrect or irrelevant.
  • 1: Accurate scientific terminology is not present in the response.
  • 2: Accurate scientific terminology may be present in the response.
  • 3: Accurate scientific terminology strengthens the response.
  • 4: Accurate scientific terminology enhances the response.

Use of Supporting Details

  • 0: The student shows no understanding of the question or problem. The response is completely incorrect or irrelevant.
  • 1: Supporting details are minimally effective.
  • 2: Supporting details are adequate.
  • 3: Supporting details are generally complete.
  • 4: Pertinent and complete supporting details demonstrate an integration of ideas.

Synthesis of Information

  • 0: The student shows no understanding of the question or problem. The response is completely incorrect or irrelevant.
  • 1: The response addresses the question.
  • 2: The response provides little or no synthesis of information.
  • 3: The response reflects some synthesis of information.
  • 4: The response reflects a complete synthesis of information.

Application of Information

  • 0: The student shows no understanding of the question or problem. The response is completely incorrect or irrelevant.
  • 1: The application, if attempted, is irrelevant.
  • 2: The application of the concept to a practical problem or real-world situation is inadequate.
  • 3: The concept has been applied to a practical problem or real-world situation.
  • 4: An effective application of the concept to a practical problem or real-world situation reveals an insight into scientific principles.

Database of Assessment Rubrics

Check out the collection of performance assessment rubrics available from the SCALE team out of Stanford for various grade levels and content areas. These rubrics are available for you to use and remix as they have a CC BY 4.0 license.

To access the rubrics, you may need to sign up for a free account, which will also give you access to a collection of performance assessments that you might be able to use in your classroom.

The Holistic Rubric*

While less common, holistic rubrics are a way to quickly give feedback by providing a score based on levels for one criterion. In addition to making grading go more quickly, holistic rubrics appeal to instructors who are uncomfortable separating the evaluation of student work into discrete criteria. The holistic rubric is good for situations where you might want to give a single overall score to a student’s work, but the drawback is that students do not get specific feedback.

Below is an example of a holistic rubric. Similar to the analytic rubric, you see performance descriptors on the right. However, each evaluative criterion has been placed in a single cell. When using holistic rubrics, the assessor looks for where the majority of evidence lies to determine what score to assign.

Example Holistic Scoring Rubric – Reading Comprehension

Advanced (Score 4)

The response demonstrates well-developed reading comprehension skills:

  • Major story elements (plot, setting, and characters) are clearly and accurately described.
  • Statements about the plot, setting, or characters are arranged in a logical manner.
  • Ideas or judgments (e.g., why the story is interesting, fun, or exciting) are clearly supported or explained with facts and details from the story.

Proficient (Score 3)

The response demonstrates solid reading comprehension skills:

  • Most statements about the plot, setting, or characters are clearly described.
  • Most statements are arranged in a logical manner.
  • Ideas or judgments are supported with facts and details from the story.

Partially Proficient (Score 2)

The response demonstrates some reading comprehension skills:

  • There is an attempt to describe the plot, setting, or characters.
  • Some statements are arranged in a manner that makes sense.
  • Ideas or judgments may be supported with some facts and details from the story.

Not Proficient (Score 1)

The response demonstrates little or no reading comprehension skill:

  • The plot, setting, or characters are not described or are unclear.
  • Statements about story elements are not arranged in a logical manner.
  • Ideas or judgments are not supported; facts and details from the text are not used

Learning Roadmaps

Learning Roadmaps are very similar to rubrics in that they distinguish between different performance levels across different criteria. If you are in the PE setting, or any other skill-based content area, then you might be interested in seeing how Joey Feith builds Learning Roadmaps. Check out the links below to learn how these tools might help you and your students assess progress in not just a skill but also knowledge and understanding of that skill.

Steps for Building a Rubric🤖

Designing a rubric is a process that blends clarity, intentionality, and fairness. A well-constructed rubric helps both teachers and students understand what quality work looks like and how performance will be evaluated. The following steps can guide you through the process of building an effective rubric.

1. Identify the Learning Objective(s)
Start with your learning goal. Ask yourself, What do I want students to know or be able to do by the end of this lesson or assessment? The rubric should measure the specific knowledge, skills, or behaviors described in your objective(s).

Example: Students will be able to write a persuasive paragraph that uses evidence to support a clear claim.

2. Select the Evaluative Criteria
Identify 3–5 observable and measurable traits or dimensions of quality that demonstrate mastery of the objective. These become the rows or criteria in your rubric.

Example criteria: clarity of claim, use of evidence, organization, and grammar/conventions.

3. Determine the Rubric Type
Choose between an analytic or holistic rubric.

  • Analytic rubrics assess each criterion separately and provide detailed feedback.
  • Holistic rubrics assess the overall quality of the performance or product.

4. Define the Performance Levels
Decide how many levels of performance your rubric will include—typically 3 to 5. Common labels include Exceeds Expectations, Proficient, Developing, and Beginning. Ensure that each level represents a meaningful difference in quality.

5. Write the Performance Descriptors
Describe what performance looks like at each level for each criterion. Focus on observable behaviors and specific evidence of learning rather than subjective impressions (e.g., “well done” or “poor”). Start with the “Proficient” level to anchor expectations, then describe what stronger and weaker performances look like.

6. Review and Refine
Evaluate your rubric for clarity, fairness, and alignment. Ask:

  • Does each descriptor clearly connect to the learning objective?
  • Are the criteria distinct and measurable?
  • Will students understand the language used?

Finally, consider using the Rubric for Rubrics to self-assess your work.

Tips for Writing Strong Descriptors:

  • Use action-oriented verbs (e.g., explains, supports, organizes, analyzes) that reflect observable student behaviors.
  • Write descriptors that are specific rather than vague. Avoid terms like good, excellent, or poor—instead, describe the evidence of performance.
  • Use positive phrasing when possible. Rather than describing what students didn’t do, describe what they did do at each level.
  • Ensure the differences between levels are meaningful and evenly spaced. Avoid “jumps” that make some levels hard to distinguish.

Writing Strategy:
Start by writing the descriptor for the Proficient level (your expectation for success). Then work upward to describe higher levels of performance and downward to describe lower levels. This approach ensures logical progression and consistent tone across the scale.

Using Generative AI to Support Rubric Design🤖

Generative AI tools (such as ChatGPT, MagicSchool AI, or Diffit) can be valuable partners when developing or refining rubrics. These tools can help teachers brainstorm ideas, clarify wording, and save time while maintaining professional judgment and instructional intent.

Ways AI Can Help:

  1. Brainstorm Evaluative Criteria:
    Provide your learning objective and ask, “What key skills or behaviors could demonstrate mastery of this objective?”

  2. Draft Performance Descriptors:
    Ask AI to generate 3–5 performance levels for a criterion (e.g., “Write four levels of performance for the criterion ‘use of supporting evidence’”).

  3. Refine Language and Tone:
    Use AI to make descriptors more student-friendly or to align the tone across your rubric.

  4. Check Alignment and Clarity:
    Ask AI to review your rubric for clarity, bias, or redundancy and to suggest ways to make expectations more measurable.

Best Practices When Using AI:

  • Always review, revise, and validate AI-generated text. The teacher—not the tool—determines the accuracy and appropriateness of final rubric language.
  • Ensure the rubric reflects your specific task, learners, and context.
  • Avoid using AI output “as is”; instead, treat it as a starting point for your professional judgment.
  • Follow your institution’s AI use policy and, if appropriate, note when AI assisted in drafting materials.

Conclusion

Rubrics are used to evaluate student work based on predetermined criteria. Scoring rubrics include evaluative criteria with performance descriptors and are either applied in a holistic or analytic format. The performance descriptors defined by a rubric focus on defined learning objectives. Teachers can use scoring rubrics as part of instruction by giving students the rubric during instruction, providing several responses, and analyzing these responses in terms of the rubric.

Summarizing Key Understandings

Suggested Activities

📘 Activity: Developing Rubrics

References & Attributions

AI Assistance: Sections marked with 🤖 include text that was drafted or refined with the assistance of OpenAI’s GPT-5-mini. All content has been reviewed and edited by the author for accuracy, clarity, and alignment with learning objectives.

Attribution: “The Analytic Rubric and The Holistic Rubric” sections were adapted in part from Teaching in Desire2Learn by the University of Wisconsin, licensed CC BY-NC-SA 4.0

Popham, W. J. (2017).Classroom assessment: What teachers need to know, 8th edition. Boston, MA: Pearson