Rubrics
Reading Like a Computer
Assignment Rubrics
This page provides rubrics for assessing written and oral exams, periodic assignments and final projects in my courses. Rubrics are organized by learning outcome and offer criteria for high-quality work.
Assignment Rubric
Assignments require you to apply computational analysis methods to the data covered by the assignment.
| Criterion | Exemplary (15) | Proficient (12) | Developing (9) | Beginning (6) | Incomplete (0) |
|---|---|---|---|---|---|
| Method Selection & Application | Method(s) thoughtfully chosen and expertly applied; clear rationale; sophisticated use of tools | Method(s) appropriate and correctly applied; clear purpose; good use of tools | Method(s) appropriate but application could be stronger; adequate tool use | Method(s) chosen but misapplied; limited tool mastery; unclear purpose | Methods missing or fundamentally misapplied |
| Research Question & Design | Compelling question; rigorous research design; demonstrates computational thinking | Good question; sound research design; shows computational thinking | Adequate question; basic research design; some computational thinking | Vague question; weak design; limited computational thinking | Missing or incoherent research design |
| Analysis & Results | Results clearly presented and thoroughly analyzed; multiple perspectives considered | Results clearly presented; solid analysis; most aspects addressed | Results presented; basic analysis; some gaps | Results presented but weakly analyzed | Missing or unclear results |
| Critical Evaluation | Sophisticated discussion of findings, limitations, biases, implications | Good discussion of findings and limitations; considers some implications | Adequate discussion; acknowledges some limitations | Limited discussion; few limitations acknowledged | No critical evaluation |
| Visual Communication | Multiple, sophisticated visualizations; all clearly explained; essential to argument | Clear, well-designed visualizations; appropriately explained | Visualizations present; mostly clear; explanation adequate | Visualizations present but unclear or poorly explained | Few/no visualizations or incomprehensible |
| Writing Quality & Organization | Exceptional clarity, flow, and organization; sophisticated voice; minimal errors | Clear organization and flow; appropriate scholarly voice; minor errors | Generally organized; mostly clear; some awkward passages; minor errors | Organization could be clearer; writing needs improvement; several errors | Disorganized; unclear writing; numerous errors |
Oral Exam Rubric
Oral exams span a variety of skills from factual recall, to synthetic and metacognitive reflection.
| Criterion | Exemplary (10) | Proficient (8) | Developing (7) | Beginning (5) | Incomplete (0) |
|---|---|---|---|---|---|
| Content Mastery | Demonstrates comprehensive and nuanced understanding of all key topics; integrates course concepts seamlessly | Shows clear understanding of key topics; may miss minor nuance | Adequate grasp of primary concepts; gaps in depth/accuracy | Limited understanding; significant content gaps and misconceptions | Shows minimal or incorrect understanding; fails to correctly address content |
| Accuracy of Responses | Answers are consistently accurate, insightful, and logically justified; integrates evidence or examples where appropriate | Mostly accurate responses with occasional minor errors; sound reasoning | Some correct responses; inconsistent reasoning; moderate inaccuracies | Frequent inaccuracies; reasoning is unclear or flawed | Responses are largely incorrect or irrelevant |
| Organization & Structure | Responses are well-structured and logical; easy to follow progression of ideas | Clear structure with minor lapses in organization | Organization is present but uneven; transitions may be weak | Poorly organized responses; ideas are difficult to follow | No discernible organization; answers are unfocused |
| Engagement with Questions | Responds promptly and thoughtfully to questions; extends beyond the question to offer deeper insight | Responds appropriately; shows solid understanding of question intent | Responses address the question but lack depth or completeness | Struggles to respond to questions; answers are incomplete or partially off-topic | Unable to respond to questions meaningfully |
| Critical Thinking & Synthesis | Demonstrates strong critical thinking; synthesizes ideas, connects concepts, and offers original perspective | Shows some critical thinking; connections across concepts are present but not rich | Basic reasoning present; limited synthesis of concepts | Minimal critical thinking; responses are repetitive or descriptive only | No evidence of critical thinking; superficial or absent reasoning |
Written Timed Midterm or Final Rubric
This rubric evaluates performance on short-answer written exam questions completed under timed, closed-device conditions. Evaluation focuses on content mastery, conciseness, specific detail, and overall responsiveness across all required questions.
| Criterion | Exemplary (10) | Proficient (8) | Developing (6) | Beginning (4) | Incomplete (0) |
|---|---|---|---|---|---|
| Completeness & Directness | Answers the required number of questions or more; each response consists of several complete sentences directly addressing the prompt. | Answers the required number of questions; responses mostly meet length expectations with minor brevity or wordiness. | Answers most required questions, or several responses are overly brief (single sentence) or excessively long. | Answers fewer than the required number of questions, or responses consistently miss prompt requirements. | Fails to complete a significant portion of the exam. |
| Accuracy & Content Mastery | Demonstrates precise, thorough understanding of concepts, terms, and core topics without factual errors. | Demonstrates solid understanding of key concepts with minimal minor inaccuracies. | Demonstrates basic grasp of concepts; contains occasional factual or conceptual errors. | Demonstrates significant gaps in content knowledge and frequent inaccuracies. | Unacceptable accuracy; major misunderstandings throughout. |
| Conciseness & Context | Carefully balances brevity with depth; provides essential background detail without filler. | Good balance of context and conciseness; clear responses with occasional minor wordiness or light detail. | Adequate context provided, but responses lean toward either overly summary statements or unnecessary length. | Minimal context or detail provided; responses are superficial or rambled. | Missing context, detail, and substance across answers. |
| Synthesis & Non-Redundancy | Connects ideas smoothly while keeping answers distinct; avoids repetition across responses. | Minimal repetition across answers; distinct perspectives or examples used across questions. | Noticeable overlap in examples, terminology, or concepts across multiple answers. | Highly repetitive across answers; relies on identical examples or framing throughout. | Severe repetition or refusal/inability to address different aspects of the topics. |
| Clarity & Formatting | Response numbers are accurately listed next to each answer; writing is clear, well-structured, and easy to follow under timed conditions. | Clear writing with clear numbering; minor grammatical or stylistic errors that do not hinder meaning. | Mostly clear, but occasional numbering omissions or structural clutter make responses harder to follow. | Unclear organization, missing question numbers, or frequent errors that obscure meaning. | Unreadable, disorganized, or missing proper question identification. |
Final Project Rubric
The final project is evaluated on the quality of analysis, communication, and creative application of course concepts.
| Criterion | Exemplary (30) | Proficient (24) | Developing (18) | Beginning (12) | Incomplete (0) |
|---|---|---|---|---|---|
| Research Question & Corpus | Compelling, well-defined question; appropriate and well-described corpus; clear significance | Good question; appropriate corpus; clear purpose | Adequate question; corpus appropriate though description could be stronger | Vague question; corpus adequate but could be better justified | Missing or unclear question/corpus |
| Method & Analysis | Sophisticated, multi-method analysis; demonstrates mastery of course concepts; insightful findings | Sound analysis using appropriate methods; good application of concepts; meaningful findings | Adequate analysis with acceptable methods; shows understanding of concepts | Basic analysis; limited methodological sophistication; marginal findings | Weak or missing analysis |
| Critical Thinking & Limitations | Nuanced discussion of findings, assumptions, limitations, and implications; acknowledges uncertainty | Discusses findings, limitations, and implications; mostly thorough | Acknowledges some limitations and implications; could be more thorough | Limited discussion of limitations; implications unclear | No critical evaluation |
| Visualization & Presentation | Exceptional digital components; visuals are sophisticated, informative, and elegant; presentation is engaging | Good visualizations and digital components; clear presentation; well-organized | Adequate visualizations; presentation is clear but could be more engaging | Basic visualizations; presentation adequate but could be improved | Poor or missing visualizations/presentation |
| Writing Quality | Excellent clarity, organization, and scholarly voice; sophisticated argument; minimal errors | Clear writing; good organization; appropriate voice; minor errors | Generally clear; acceptable organization; some awkward passages | Clarity issues; organization could improve; several errors | Poor writing quality; unclear organization; numerous errors |
| Originality & Creativity | Highly original approach; creative application of methods; demonstrates independent thinking | Original perspective; creative elements present; shows independent thinking | Some originality; mostly follows standard approaches; adequate creativity | Limited originality; mostly follows standard approaches | Derivative; shows little independent thinking |
Class Participation Rubric
Participation is assessed on the basis of:
| Level | Description |
|---|---|
| Excellent (10) | Regularly contributes meaningful comments; asks thoughtful questions; participates actively in group work; attends consistently |
| Good (8) | Contributes regularly; asks questions; participates in group work; good attendance |
| Satisfactory (6) | Contributes occasionally; participates in group work; adequate attendance |
| Minimal (4) | Rarely contributes; minimal participation; attendance issues |
| Absent (0) | Does not participate or attend; or participates in disruptive manner |
Feedback and Revision
- Rubrics are provided with each assignment
- Your work will be assessed according to these rubrics
- Opportunities for revision may be available for some assignments—check assignment guidelines