Grade the Human,
Not the Homework
✋ What is Grade The Human, Not the Homework?
What happens when we stop grading the homework, and start grading student understanding instead?
Goals of a Human-Centered Assessment Strategy
A human-centered assessment strategy still demands independent practice, but grades students based on their understanding of it, not the submission itself.
Students complete independent practice and submit assignments as usual, maintaining the value of authentic learning experiences.
Assessment focuses on student understanding rather than the submission itself, evaluating what students actually know.
AI use or non-use becomes trivial when we expect students to be accountable to their work—AI used or not.
Strategy Framework
Interactive Check-ins
After assignment submission, engage students in real-time conversations to assess their understanding through live discussions, spot-checks, or one-on-one sessions. This strategy doesn't replace independent practice.
How Do I Scale This?
On Campus
Rotate through 8-10 students during an in-class activity while the rest of the class continues working. Over multiple class meetings, every student gets assessed without stopping instruction.
Office Hours / Async
Use office-hour mini check-ins or collect a short async discussion video. This keeps scheduling flexible while still requiring students to explain their own reasoning.
Audit Model
Use staged sampling: review a smaller random subset each round, then rotate to a new subset next time. Students prepare consistently because any round could include them.
Strategic Use
Reserve check-ins for high-stakes assignments where AI misuse risk is highest or where key course outcomes are assessed. You get stronger integrity coverage without adding check-ins to every task.
When You Have TAs
- - Assign TAs a rotating roster so each TA handles a predictable subset of check-ins each week.
- - Use a shared 2-3 question script so TA feedback is consistent across sections.
- - Escalate unclear or high-risk responses to the instructor for final review.
Filter Strategies
Literature and Writing
Core Idea
Students submit their written work, but the grade is derived from their ability to explain their rhetorical or analytical choices.
Framework Application
In this model, the professor is no longer a "plagiarism detective". Instead, you are a facilitator of understanding. If a student uses AI to generate a beautiful essay but cannot explain the nuance of a character's motivation during their "Defense," the grade reflects that lack of human understanding.
Modality:Online/Face-to-Face
Class Size:Small (<25)Medium (25-60)Large (60-100)Super (100+)
Assignment Strategies
Interactive Check-ins
Talk About What You Know
Literature/WritingSmall (<25)Online/Face-to-Face
Check-in: Complete a 10-minute 1-on-1 check-in session with each student.
Evaluate: Instead of grading the paper in a vacuum, read it during the meeting and ask reflective questions about the student's work.
Example: "Why did you prioritize this theme over that one?"
Validation Checkpoints
Modify or Troubleshoot Your Work
Literature/WritingSmall (<25)Medium (25-60)Online/Face-to-Face
Task: Administer a timed, proctored "Post-Submission Quiz".
Evaluate: Use specific questions to verify that the student understands the relationship between their evidence and their claims.
Example: "On page 3, you cited X; explain how that supports Y," or "How would your conclusion change if the thesis changed in [this] way?"
Validation Checkpoints
Modify or Troubleshoot Your Work
Literature/WritingSmall (<25)Medium (25-60)Online/Face-to-Face
Task: In a timed proctored window, students are shown a passage from their own essay with a specific literary device or rhetorical strategy highlighted.
Evaluate: Assess the student's ability to identify and explain the purpose of literary devices or rhetorical strategies they used in their own writing.
Example: "You used metaphor in paragraph 2. Explain why this metaphor was the most effective choice for conveying your argument," or "Identify the rhetorical strategy you used in this sentence and explain how it strengthens your claim".
Process Demonstrations
Show Me How You Did This
Literature/WritingAll SizesOnline
Task: Review a student-submitted screen recording where they navigate their own draft.
Evaluate: Assess the student's ability to explain the "evolution" of their thoughts and identify key turning points in their writing process.
Example: "Highlight three key sentences in your draft and explain why these specific words are essential to your argument."
Process Demonstrations
Show Me How You Did This
Literature/WritingAll SizesOnline/Face-to-Face
Task: Students submit their final essay plus a "Revision Timeline" document showing at least three distinct drafts with annotations explaining their changes.
Evaluate: Assess the student's ability to articulate their revision process and justify why they made specific changes between drafts.
Example: "Explain why you changed your thesis from Draft 1 to Draft 2," or "Walk through three specific revisions you made and explain how each improved your argument".
Reflective Defenses
Explain the "Why" behind the "What"
Literature/WritingAll SizesOnline/Face-to-Face
Task: Conduct a timed proctored window for a "Reflection on Revision" writing session.
Evaluate: Check for a "Logic Match" between the student's spontaneous reflection and their digital submission to verify authorship and understanding.
Example: "You were instructed to make a claim about the protagonist's motives. Explain one piece of evidence you considered using but ultimately rejected, and why."
Reflective Defenses
Explain the "Why" behind the "What"
Literature/WritingAll SizesOnline/Face-to-Face
Task: Show students a thesis statement that takes the opposite position from theirs on the same text. In a timed proctored window, students must produce a response explaining why their interpretation is more defensible.
Evaluate: Assess the student's ability to engage with a competing interpretation and defend their analytical choices using textual evidence.
Example: "This thesis argues the opposite of yours using the same text. Explain why your interpretation is more defensible," or "A peer claims your central argument actually supports the opposing conclusion. Respond in writing."
Physical Sciences
Core Idea
Students perform the work, but the grade is based on their ability to explain the "why" behind the data and troubleshoot the "how" of the experiment.
Framework Application
In this model, the professor is no longer a "data checker". Instead, you are a facilitator of scientific reasoning. If a student uses AI to generate perfect lab results but cannot explain the chemical reaction occurring in their beaker during a "Benchside" check-in, the grade reflects that lack of human understanding.
Modality:Online/Face-to-Face
Class Size:Small (<25)Medium (25-60)Large (60-100)Super (100+)
Assignment Strategies
Interactive Check-ins
Talk About What You Know
Physical ScienceSmall (<25)Online/Face-to-Face
Check-in: Conduct 10-minute 1-on-1 sessions or "Benchside" spot-checks during active lab time.
Evaluate: Assess the student's ability to explain biological processes occurring in real-time or justify specific experimental procedures.
Example: "Explain the cellular process you're observing under the microscope right now," or "Why did you choose this specific staining technique for your tissue sample?"
Interactive Check-ins
Talk About What You Know
Physical ScienceSmall (<25)Face-to-Face
Check-in: During lab, circulate and "spot-check" by asking a student to explain the chemical reaction occurring right now or justify a specific equipment setting.
Evaluate: Assess the student's ability to explain real-time reactions or justify equipment settings. This conversation is the grade.
Example: "Explain the chemical reaction occurring in your beaker right now," or "Why did you set the temperature to this specific value?"
Validation Checkpoints
Modify or Troubleshoot Your Work
Physical ScienceSmall (<25)Medium (25-60)Online/Face-to-Face
Task: Administer a proctored "Logic Quiz".
Evaluate: Test the student's ability to troubleshoot "broken" data or visually connect lab results to core scientific theories.
Example: "Here is a version of your data with an anomaly; explain what went wrong and how to fix it," or "Draw a concept map connecting your enzyme activity results to the principles of cellular metabolism".
Validation Checkpoints
Modify or Troubleshoot Your Work
Physical ScienceSmall (<25)Medium (25-60)Online/Face-to-Face
Task: During the lecture following a major assignment, give students a timed proctored window to hand-draw a concept map connecting their lab results to core course theories.
Evaluate: Assess the student's ability to visually connect their experimental results to theoretical principles discussed in the course.
Example: "Create a concept map showing how your lab results relate to the principles we discussed in lecture," or "Draw connections between your experimental data and the core theories from this unit".
Process Demonstrations
Show Me How You Did This
Physical ScienceAll SizesOnline
Task: Review student-recorded video walkthroughs of their experimental results.
Evaluate: Listen for the student's "scientific voice" as they explain causal relationships between variables and point to specific evidence in their data file.
Example: "Point to three data points in your report and explain the causal relationship between the applied force and the acceleration of the object".
Reflective Defenses
Explain the "Why" behind the "What"
Physical ScienceAll SizesOnline/Face-to-Face
Task: Host live "Data Interrogations".
Evaluate: Challenge the student to predict outcomes based on data variations or justify their choice of measurement techniques and formulas.
Example: "What if the initial velocity was doubled? Predict the outcome based on your report," or "Explain why you chose this specific measurement method over the alternative".
Reflective Defenses
Explain the "Why" behind the "What"
Physical ScienceAll SizesFace-to-Face
Task: At the end of a lab or lecture, require students to hand-write a brief "Methodology Defense" explaining why they chose one specific formula or reagent over another for their submitted work.
Evaluate: Assess the student's ability to justify their methodological choices and demonstrate understanding of why specific approaches were selected.
Example: "You used Formula A in your calculations; justify why you selected this formula instead of Formula B," or "Explain why you chose this specific reagent over the alternative and how it affects your results".
Reflective Defenses
Explain the "Why" behind the "What"
Physical ScienceAll SizesOnline/Face-to-Face
Task: Present students with an experimental result that contradicts their findings. In a timed proctored window, students must produce an explanation of what variable or condition would have to change to produce that contradictory result.
Evaluate: Assess the student's ability to reason backward from an unexpected outcome and identify which assumptions or variables are most sensitive.
Example: "Your experiment showed an increase, but this result shows a decrease. What variable would explain the difference?" or "This dataset contradicts your conclusion. What would have to be true for this result to occur?"
Mathematics
Core Idea
Students are graded on their ability to justify their chosen theorem, explain the "logic gates" of their steps, and troubleshoot why a specific approach was used over another.
Framework Application
In math, this approach targets the "PhotoMath" or "ChatGPT" shortcut. If a student can provide a perfect multi-page proof but cannot explain the conceptual "why" behind a substitution or a transformation during an audit, they haven't demonstrated the human understanding that your framework prioritizes.
Modality:Online/Face-to-Face
Class Size:Small (<25)Medium (25-60)Large (60-100)Super (100+)
Assignment Strategies
Interactive Check-ins
Talk About What You Know
MathSmall (<25)Online/Face-to-Face
Check-in: Conduct a 10-minute session where the student walks you through their submitted solution step by step. At a key decision point, ask: "Why did you go this direction instead of that one?" The grade is based on their ability to explain their reasoning in real time.
Evaluate: Assess the student's ability to identify logical errors, justify why a step is incorrect, and explain the correct approach.
Example: "Here's a solution to the quadratic equation you solved. Find where I made an error and explain why it's wrong," or "This calculus problem uses the wrong integration technique. Identify the mistake and justify the correct method".
Interactive Check-ins
Talk About What You Know
MathSmall (<25)Face-to-Face
Check-in: During class, call students to the board to defend a specific step of their homework. The grade is based on their verbal explanation, not the written homework they've submitted.
Evaluate: Assess the student's ability to explain their reasoning process and justify each step of their solution.
Example: "Walk us through step 3 of your solution. Why did you factor the polynomial this way?" or "Explain why you chose to use substitution instead of elimination for this system of equations".
Validation Checkpoints
Modify or Troubleshoot Your Work
MathSmall (<25)Medium (25-60)Face-to-Face
Task: During the lecture, give students a solved problem and 15 minutes to hand-write an explanation of the "conceptual pivot" where the most common mistakes occur.
Evaluate: Test the student's ability to identify critical decision points in problem-solving and explain where errors typically happen.
Example: "In this solved derivative problem, identify where students most commonly make mistakes and explain why that step is conceptually difficult," or "For this matrix multiplication problem, explain the conceptual pivot where errors in order of operations typically occur".
Validation Checkpoints
Modify or Troubleshoot Your Work
MathSmall (<25)Medium (25-60)Online/Face-to-Face
Task: Use a timed proctored window where students are given a variation of a homework problem (different constants) and must explain how the logic changes (or doesn't).
Evaluate: Assess the student's ability to adapt their problem-solving approach when parameters change and explain why the logic remains the same or must be modified.
Example: "You solved 2x² + 5x - 3 = 0. Now solve 2x² + 5x + 3 = 0. Explain how the change in the constant affects your approach," or "You found the derivative of f(x) = x³. Now find the derivative of f(x) = (x+2)³. Explain how the logic changes or stays the same".
Validation Checkpoints
Modify or Troubleshoot Your Work
MathSmall (<25)Medium (25-60)Online/Face-to-Face
Task: Conduct a 10-minute proctored checkpoint where you provide a "faulty" solution to a problem they recently solved. The student must "Grade the Professor" and find the logical error.
Evaluate: Assess the student's ability to identify and justify the exact step where the logic breaks.
Example: "Here's a worked solution to your recent problem set. Identify the precise error and explain how to correct it."
Process Demonstrations
Show Me How You Did This
MathAll SizesOnline
Task: Students record a video where they must record their screen and "think out loud" as they solve a single, complex problem.
Evaluate: Listen for the student's mathematical reasoning process, their ability to explain each step, and their problem-solving strategy.
Example: "Record yourself solving this logarithmic equation and explain each step out loud," or "Solve this integration by parts problem while narrating your thought process and explaining why you chose this method".
Process Demonstrations
Show Me How You Did This
MathAll SizesFace-to-Face
Task: Alongside their problem set, students must hand-write a one-page "Strategy Memo" explaining the overarching logic used to solve the three most difficult problems.
Evaluate: Assess the student's ability to articulate their problem-solving strategy, justify their approach, and explain the logical connections between steps.
Example: "Write a strategy memo explaining the logic you used to solve these three problems: factoring a cubic polynomial, solving a system of three equations, and finding the area under a curve using integration".
Reflective Defenses
Explain the "Why" behind the "What"
MathAll SizesOnline/Face-to-Face
Task: After a digital homework submission, students take a proctored LMS quiz. Instead of solving a new problem, they are asked to explain their methodological choices from their submitted work.
Evaluate: Test the student's understanding of why they chose specific theorems, methods, or approaches over alternatives.
Example: "In problem #5, why did you have to use the Chain Rule instead of the Product Rule?" or "In problem #3, you used the quadratic formula. Why was factoring not appropriate for this equation?"
Reflective Defenses
Explain the "Why" behind the "What"
MathAll SizesOnline/Face-to-Face
Task: Present students with a correct solution to the same problem that uses a completely different method than theirs. In a timed proctored window, students must produce an explanation of why their method was or wasn't the better choice.
Evaluate: Assess the student's ability to evaluate competing approaches and articulate why one method might be preferable in a given context.
Example: "This solution uses integration by parts. You used substitution. Which approach is better for this problem and why?" or "Both methods produce the correct answer. Explain a scenario where your method would fail but this one wouldn't."
Business, Marketing, Economics
Core Idea
Students are graded on their ability to defend their strategic choices and adapt their models to changing "market" variables in real-time.
Framework Application
In Business and Marketing, AI can write the plan, but it cannot be "the leader" in the room. By grading the defense of the choice, you ensure the student isn't just a conduit for an algorithm, but a practitioner who understands the risks and rewards of their own recommendations.
Modality:Online/Face-to-Face
Class Size:Small (<25)Medium (25-60)Large (60-100)Super (100+)
Assignment Strategies
Interactive Check-ins
Talk About What You Know
Economics/Marketing/BusinessSmall (<25)Face-to-Face
Check-in: Pull a student's spreadsheet or plan up and ask them to change one variable (e.g., "What if interest rates double?"). The grade is based on their ability to explain the cascading effects.
Evaluate: Assess the student's ability to analyze how changing one variable impacts the entire business model, financial projections, or marketing strategy.
Example: "What if interest rates double? Explain how this affects your cash flow projections," or "If your target market shrinks by 20%, how does this impact your pricing strategy and break-even analysis?"
Validation Checkpoints
Modify or Troubleshoot Your Work
Economics/Marketing/BusinessSmall (<25)Medium (25-60)Online/Face-to-Face
Task: In a timed proctored window, students hand-write the "Top 3 Risks" of their digitally submitted project and how they would mitigate them.
Evaluate: Test the student's ability to identify potential vulnerabilities in their business plan, marketing strategy, or economic model and propose realistic mitigation strategies.
Example: "Identify the top 3 risks in your marketing campaign and explain how you would mitigate each one," or "What are the three biggest threats to your financial projections and how would you address them?"
Validation Checkpoints
Modify or Troubleshoot Your Work
Economics/Marketing/BusinessSmall (<25)Medium (25-60)Online/Face-to-Face
Task: Students are given a timed proctored window to write an explanation of the "Revision Process" for their business plan, based on a new variable you introduce.
Evaluate: Assess the student's ability to adapt their strategic plan when market conditions change and explain the logical steps they would take to revise their approach.
Example: "A new competitor enters the market with a 30% lower price point. Explain how you would revise your business plan," or "Consumer spending decreases by 15%. How would you modify your marketing strategy?"
Process Demonstrations
Show Me How You Did This
Economics/Marketing/BusinessAll SizesOnline/Face-to-Face
Task: Students submit a business plan plus a 3-minute video. They must explain the opportunity cost: "I chose Strategy A over Strategy B because...".
Evaluate: Assess the student's ability to articulate their strategic decision-making process and justify why they selected one approach over alternatives.
Example: "Explain why you chose a direct-to-consumer model over a retail distribution strategy," or "Justify your decision to invest in digital marketing rather than traditional advertising channels".
Reflective Defenses
Explain the "Why" behind the "What"
Economics/Marketing/BusinessAll SizesOnline/Face-to-Face
Task: A proctored LMS quiz follows the submission. It asks specific "Why" questions about their specific data: "You projected a 10% growth; explain the human behavior assumption that makes that number realistic".
Evaluate: Test the student's understanding of the assumptions underlying their projections and their ability to justify their data-driven decisions.
Example: "You projected a 10% growth; explain the human behavior assumption that makes that number realistic," or "Your market analysis shows a 25% market share. What consumer behavior patterns support this projection?"
Reflective Defenses
Explain the "Why" behind the "What"
Economics/Marketing/BusinessSmall (<25)Medium (25-60)Online/Face-to-Face
Task: A 10-minute session where you act as a "CEO" or "Client". The student must pitch their core recommendation and defend it against one specific "budget cut" or "market shift" you introduce.
Evaluate: Assess the student's ability to think on their feet, adapt their strategy under pressure, and defend their recommendations with sound reasoning.
Example: "Your marketing budget has been cut by 40%. How do you adjust your campaign?" or "A key supplier raises prices by 25%. How does this change your pricing strategy?"
Reflective Defenses
Explain the "Why" behind the "What"
Economics/Marketing/BusinessAll SizesOnline/Face-to-Face
Task: After submission, show students a real or hypothetical headline that undermines a key assumption in their plan. In a timed proctored window, students must submit which part of their plan breaks first and how they would respond.
Evaluate: Assess the student's ability to identify the weakest assumption in their own work and reason through cascading consequences.
Example: "This headline says consumer confidence just dropped 30%. What breaks first in your plan and why?" or "Your biggest competitor just launched the same product at half the price. Where does your strategy fail?"
Engineering
Core Idea
Students are assessed on their ability to explain the reasoning behind their design decisions, justify trade-offs between competing constraints, and demonstrate understanding of how their solutions function as integrated systems.
Framework Application
In Engineering, the risk of AI is the "black box" solution where a student provides an answer they don't actually understand. By grading the defense of the design, you ensure that the "human" can explain the mechanics, ethics, and safety implications of the work.
Modality:Online/Face-to-Face
Class Size:Small (<25)Medium (25-60)Large (60-100)Super (100+)
Assignment Strategies
Interactive Check-ins
Talk About What You Know
EngineeringSmall (<25)Face-to-Face
Task: During a lab or project period, pull a student aside for a 5-minute defense of their work.
Evaluate: The grade is based on their ability to explain a specific design decision on the fly.
Example: "Why did you choose this material thickness for the load-bearing component?" or "Explain the safety factor you applied and justify why it's appropriate for this application".
Interactive Check-ins
Talk About What You Know
EngineeringSmall (<25)Online/Face-to-Face
Task: During a 10-minute session, have the student walk you through their design and explain the reasoning behind one specific choice - a material, a tolerance, a component. Ask follow-up questions based on what they say, not a pre-planned scenario. The conversation follows the student's thinking, not your script.
Evaluate: Assess the student's ability to clearly articulate the rationale behind one specific design decision in real time.
Example: "Walk me through why you selected this tolerance and how it supports the overall function of your design."
Validation Checkpoints
Modify or Troubleshoot Your Work
EngineeringSmall (<25)Medium (25-60)Online/Face-to-Face
Task: Administer a proctored quiz that follows the assignment submission.
Evaluate: Students are given a different set of constraints and must explain how their specific design would likely behave.
Example: "The load just doubled - explain how your design would behave," or "If the operating temperature increases by 50%, what happens to your safety margin?"
Validation Checkpoints
Modify or Troubleshoot Your Work
EngineeringSmall (<25)Medium (25-60)Online/Face-to-Face
Task: Show students a "broken" version of the homework problem on the screen. In a timed proctored window, they must hand-write a diagnostic plan.
Evaluate: Assess their ability to identify the root cause of the error and develop a systematic troubleshooting approach.
Example: "This circuit is not functioning as designed. Write a diagnostic plan to identify the root cause," or "This structural analysis shows an unexpected failure point. Develop a plan to identify what went wrong".
Process Demonstrations
Show Me How You Did This
EngineeringAll SizesOnline/Face-to-Face
Task: Students submit their design plus a 3-minute screen recording where they "live-narrate" as they navigate their model or code.
Evaluate: Assess their ability to explain the most critical "trade-off" they made during the design process.
Example: "Explain the trade-off between weight and strength in your design," or "Walk through your code and explain why you chose this algorithm over the alternative - what was the trade-off?"
Reflective Defenses
Explain the "Why" behind the "What"
EngineeringSmall (<25)Online/Face-to-Face
Task: During a 10-minute session, play the role of a "Lead Engineer" or "Safety Auditor."
Evaluate: The student must defend their choice of materials or tolerances against a specific environmental stressor you introduce.
Example: "If this structure is exposed to extreme temperature fluctuations, how does your material choice hold up?" or "A corrosive environment is introduced - justify why your selected coating will protect the component".
Reflective Defenses
Explain the "Why" behind the "What"
EngineeringAll SizesOnline/Face-to-Face
Task: In a timed proctored window, students are given a list of three constraints they didn't use and must hand-write a justification.
Evaluate: Assess their ability to explain why their chosen path was superior to the alternatives.
Example: "You didn't use a different alloy or sensor - justify why your chosen path was superior," or "Explain why you selected this manufacturing process over the three alternatives provided".
Reflective Defenses
Explain the "Why" behind the "What"
EngineeringAll SizesOnline/Face-to-Face
Task: Show students a different implementation that solves the same problem using a different approach. In a timed proctored window, students must produce a comparison explaining the tradeoffs between the two approaches.
Evaluate: Assess the student's ability to evaluate competing implementations and articulate tradeoffs in performance, readability, or scalability.
Example: "This code solves the same problem as yours but uses a different data structure. Explain the tradeoffs between the two approaches," or "A teammate rewrote your function using recursion instead of iteration. Which is better for this use case and why?"
Behavioral Sciences
Core Idea
Students are assessed on their ability to move beyond textbook definitions to explain the "human" logic behind a behavior, defend a specific theoretical lens, and account for variables like culture and environment.
Framework Application
In Behavioral Science, AI can provide a "sterile" analysis, but it often misses the messy, contradictory nature of human life. By grading the human defense of the work, you ensure the student isn't just reciting a model, but is developing the professional intuition and empathy required to understand real people.
Modality:Online/Face-to-Face
Class Size:Small (<25)Medium (25-60)Large (60-100)Super (100+)
Assignment Strategies
Interactive Check-ins
Talk About What You Know
Behavioral ScienceSmall (<25)Online/Face-to-Face
Task: In a 10-minute live session, have the student explain their case study analysis to you. Ask them to walk you through which theoretical framework they applied and why.
Evaluate: The grade is based on how fluently they can discuss their own reasoning - not on responding to a curveball you introduce.
Interactive Check-ins
Talk About What You Know
Behavioral ScienceSmall (<25)Face-to-Face
Task: During class, have a brief conversation with the student about their chosen intervention.
Evaluate: Ask them to explain why they chose it and what they expect it to accomplish. The focus is on their understanding, not on challenging them to adapt.
Validation Checkpoints
Modify or Troubleshoot Your Work
Behavioral ScienceSmall (<25)Medium (25-60)Online/Face-to-Face
Task: Administer a proctored quiz that follows the submission.
Evaluate: Test the student's ability to identify potential biases in their own work and understand how these biases might have affected their results.
Example: "Identify a potential bias in your submitted work and explain how it might have skewed your results".
Validation Checkpoints
Modify or Troubleshoot Your Work
Behavioral ScienceSmall (<25)Medium (25-60)Online/Face-to-Face
Task: In a timed proctored window, students are given a brief prompt asking them to strip away theories and citations.
Evaluate: Assess the student's ability to articulate the core human insight from their research in their own natural voice.
Example: "Strip away the theories and the citations for a moment. What is the most important 'truth' about human behavior that your research revealed? Explain this in two or three sentences using your own natural voice."
Process Demonstrations
Show Me How You Did This
Behavioral ScienceAll SizesOnline/Face-to-Face
Task: Students submit their analysis plus a 3-minute video where they record themselves explaining which theory they rejected.
Evaluate: Assess the student's ability to critically evaluate theoretical frameworks and justify why certain theories were not appropriate for their observations.
Example: "Explain which theory you rejected and why it wasn't a good fit for the behavior you observed".
Reflective Defenses
Explain the "Why" behind the "What"
Behavioral ScienceSmall (<25)Online/Face-to-Face
Task: In a 10-minute live session, act as a supervisor, and the student "presents" their case study or research.
Evaluate: Assess the student's ability to adapt their analysis when contextual variables change.
Example: "How would your analysis change if the subject's socioeconomic status was reversed?"
Reflective Defenses
Explain the "Why" behind the "What"
Behavioral ScienceSmall (<25)Face-to-Face
Task: During class, students present a 2-minute "defense" of their chosen intervention or analysis to the group.
Evaluate: Assess the student's ability to pivot their approach when presented with counter-variables or resistance.
Example: "The client is resistant to this approach" - how would you adapt your intervention?
Reflective Defenses
Explain the "Why" behind the "What"
Behavioral ScienceAll SizesFace-to-Face
Task: During a lecture, students are shown a video of a social experiment. In a timed proctored window, they must hand-write an explanation.
Evaluate: Assess the student's ability to connect the logic from a live example to their own submitted work, identifying parallels or contradictions.
Example: "Explain how the logic in that video mirrors (or contradicts) the logic in your submitted essay".
Reflective Defenses
Explain the "Why" behind the "What"
Behavioral ScienceAll SizesOnline/Face-to-Face
Task: In a timed proctored window, students are given their own submitted work and asked to identify the single weakest point in their reasoning and explain why they kept it.
Evaluate: Assess the student's ability to self-critique honestly and demonstrate awareness of the limitations in their own analysis.
Example: "What is the weakest claim in your paper? Why did you keep it despite knowing it was vulnerable?" or "If a reviewer wanted to dismantle your argument, which paragraph would they attack first and why?"
Computer Science
Core Idea
Students are assessed on their ability to perform a "Code Review" of their own work, explaining algorithmic choices, debugging logic, and predicting system behavior under different constraints.
Framework Application
In CS, AI can be a "co-pilot," but the student must be the "pilot." By grading the human defense of the code, you ensure the student isn't just a "copy-paste" developer, but an engineer who understands the why behind the syntax. This aligns with your goal of teaching students how and when to use AI, and when to work without it.
Modality:Online/Face-to-Face
Class Size:Small (<25)Medium (25-60)Large (60-100)Super (100+)
Assignment Strategies
Interactive Check-ins
Talk About What You Know
Computer ScienceSmall (<25)Online/Face-to-Face
Task: Conduct a 10-minute session where the student shares their code. Ask them to "comment out" a specific block and explain what the impact will be on the rest of the program.
Evaluate: Assess the student's ability to understand code dependencies and predict system behavior when components are modified.
Example: "Comment out this function and explain what will happen to the rest of your program," or "If we remove this validation check, what errors might occur?"
Interactive Check-ins
Talk About What You Know
Computer ScienceSmall (<25)Face-to-Face
Task: During lab, pull a student to the whiteboard. Ask them to sketch the data flow of their submitted assignment.
Evaluate: The grade is based on the sketch and explanation, not the file. Assess their ability to visualize and communicate system architecture.
Example: "Sketch the data flow of your submitted assignment," or "Draw how data moves through your program from input to output".
Validation Checkpoints
Modify or Troubleshoot Your Work
Computer ScienceSmall (<25)Medium (25-60)Online/Face-to-Face
Task: Administer a proctored quiz that follows the GitHub/Lab submission. Students are shown a snippet of their own code or sample code similar to the assignment objectives.
Evaluate: Test the student's ability to trace code execution and understand error handling and exception management.
Example: "If the input value is -1, which line of code handles the exception?" or "Trace through this code snippet and identify where a null pointer exception could occur".
Validation Checkpoints
Modify or Troubleshoot Your Work
Computer ScienceSmall (<25)Medium (25-60)Online/Face-to-Face
Task: In a timed proctored window, students are given their own code and asked to write a more efficient version of one specific loop or function.
Evaluate: Assess the student's ability to optimize code and understand algorithmic efficiency and time complexity.
Example: "Rewrite this loop to be more efficient," or "Optimize this function to reduce its time complexity".
Process Demonstrations
Show Me How You Did This
Computer ScienceAll SizesOnline/Face-to-Face
Task: Students submit a video of their code running. They must highlight and explain a specific function or data structure choice.
Evaluate: Assess the student's ability to articulate their algorithmic decisions and justify their implementation choices.
Example: "Highlight and explain why you chose this specific data structure," or "Walk through this function and explain the algorithmic approach you used".
Reflective Defenses
Explain the "Why" behind the "What"
Computer ScienceAll SizesOnline/Face-to-Face
Task: Show a common error related to the assignment. In a timed proctored window, students must write why that error would (or wouldn't) occur in their specific submission.
Evaluate: Assess the student's ability to analyze their code for potential vulnerabilities and understand debugging logic.
Example: "This common error occurs when memory isn't properly allocated. Would this error occur in your code? Why or why not?" or "Explain why this buffer overflow error would or wouldn't happen in your implementation".
Reflective Defenses
Explain the "Why" behind the "What"
Computer ScienceAll SizesOnline/Face-to-Face
Task: Show students a different implementation that solves the same problem using a different approach. In a timed proctored window, students must produce a comparison explaining the tradeoffs between the two approaches.
Evaluate: Assess the student's ability to evaluate competing implementations and articulate tradeoffs in performance, readability, or scalability.
Example: "This code solves the same problem as yours but uses a different data structure. Explain the tradeoffs between the two approaches," or "A teammate rewrote your function using recursion instead of iteration. Which is better for this use case and why?"
World Languages
Core Idea
Students are assessed on their ability to use the language in real-time, explain the nuance of their vocabulary choices, and respond to unscripted prompts.
Framework Application
In World Languages, AI tools like deep-learning translators can produce perfect syntax, but they cannot replicate the human presence required for spontaneous interaction. By grading the human defense, specifically through oral interviews and unscripted pivots, you ensure the student is moving toward true fluency rather than just managing an algorithm to produce a text.
Modality:Online/Face-to-Face
Class Size:Small (<25)Medium (25-60)Large (60-100)Super (100+)
Assignment Strategies
Interactive Check-ins
Talk About What You Know
World LanguagesSmall (<25)Online/Face-to-Face
Task: Conduct a 10-minute live interview. The student must discuss their submitted paper in the target language without reading from a script.
Evaluate: Assess the student's ability to use the language spontaneously and explain their work orally in real-time.
Example: "Discuss your submitted paper in the target language without reading from a script," or "Explain the main argument of your essay using only your spoken language skills".
Interactive Check-ins
Talk About What You Know
World LanguagesSmall (<25)Face-to-Face
Task: At the end of class, pull each student aside for a 2-minute "exit conversation" about their assignment.
Evaluate: Assess the student's ability to engage in spontaneous conversation about their work and demonstrate real-time language use.
Example: "Tell me about your assignment in the target language," or "What was the most challenging part of this assignment? Explain in the target language".
Validation Checkpoints
Modify or Troubleshoot Your Work
World LanguagesSmall (<25)Medium (25-60)Online/Face-to-Face
Task: Administer a proctored quiz that follows the submission. Students listen to an audio clip related to their essay and must write a response.
Evaluate: Test the student's ability to connect audio content to their written work and respond appropriately in the target language.
Example: "Listen to this audio clip and explain how it connects to your work," or "After listening to this dialogue, write a response explaining how it relates to your essay".
Validation Checkpoints
Modify or Troubleshoot Your Work
World LanguagesSmall (<25)Medium (25-60)Online/Face-to-Face
Task: In a timed proctored window, students are given a "new variable" for their dialogue and must hand-write a response in the target language.
Evaluate: Assess the student's ability to adapt their language use when context changes and respond appropriately to unscripted scenarios.
Example: "The waiter is angry" - write a response in the target language, or "The situation has changed: the meeting is now formal instead of informal. Rewrite your dialogue".
Process Demonstrations
Show Me How You Did This
World LanguagesAll SizesOnline/Face-to-Face
Task: Students submit their writing plus a 3-minute video recording. They must explain why they chose a specific idiom or verb tense over another.
Evaluate: Assess the student's ability to articulate their linguistic choices and understand the nuance behind vocabulary and grammatical decisions.
Example: "Explain why you chose this specific idiom or verb tense over another to convey a specific tone," or "Walk through your writing and explain three vocabulary choices you made and why they were appropriate for the context".
Reflective Defenses
Explain the "Why" behind the "What"
World LanguagesAll SizesOnline/Face-to-Face
Task: In a timed proctored window, give students a short passage written at a level significantly above their own - a news article, a literary excerpt, or a formal letter in the target language. Students must hand-write an explanation of three specific things the author does that they don't yet do in their own writing.
Evaluate: Assess the student's ability to self-diagnose their current proficiency gaps by comparing their own language use to advanced or native-level writing.
Example: "Read this passage and identify three things the author does with the language that you don't do yet in your own writing. Why are those choices effective?" or "Compare your sentence structure to this author's. What patterns do you notice that are missing from your own work?"
Reflective Defenses
Explain the "Why" behind the "What"
World LanguagesAll SizesOnline/Face-to-Face
Task: In a timed proctored window, show students a sentence from their own submission alongside how a native speaker would express the same idea. Students must produce an explanation of the differences.
Evaluate: Assess the student's ability to recognize gaps between their language use and native-level expression, and articulate why those differences matter.
Example: "A native speaker would phrase this sentence differently. Explain what's different and why the native phrasing is more natural," or "Your word choice is grammatically correct but a native speaker would never say it this way. Explain what you'd change and why."
Education
Core Idea
Future educators are assessed on their "Pedagogical Content Knowledge"—not just the content of their lesson plan, but the why behind their instructional choices.
Framework Application
In teacher preparation, the danger of AI is the "perfect lesson plan" that a student cannot actually execute or justify pedagogically. By shifting the focus to pedagogical justification, you are grading the student's ability to think like an educator. When a student has to defend their plan against a "Principal" or explain how they would pivot for a specific student need, you are assessing their professional judgment and human adaptability.
Modality:Online/Face-to-Face
Class Size:Small (<25)Medium (25-60)Large (60-100)Super (100+)
Assignment Strategies
Interactive Check-ins
Talk About What You Know
EducationSmall (<25)Online/Face-to-Face
Task: Conduct a 10-minute session where the student walks you through their lesson plan.
Evaluate: Ask them to explain the pedagogical reasoning behind their sequence of activities - why this activity first, why that assessment at the end. The grade is based on how well they can articulate the "why" behind their design.
Interactive Check-ins
Talk About What You Know
EducationSmall (<25)Face-to-Face
Task: During an in-class workshop, pull students aside to defend one specific activity in their plan.
Evaluate: Assess the student's ability to articulate the pedagogical reasoning behind a specific instructional choice.
Example: "Explain why you chose this specific activity and how it supports your learning objective," or "Defend your choice of this group work structure over an individual assignment".
Validation Checkpoints
Modify or Troubleshoot Your Work
EducationSmall (<25)Medium (25-60)Online/Face-to-Face
Task: Administer a proctored quiz that follows the plan submission.
Evaluate: Test the student's ability to connect specific instructional strategies to learning objectives and justify their pedagogical choices.
Example: "You chose [Strategy Y]; identify the specific learning objective that makes this the most effective choice," or "Explain how your assessment strategy aligns with your stated learning goals".
Validation Checkpoints
Modify or Troubleshoot Your Work
EducationSmall (<25)Medium (25-60)Online/Face-to-Face
Task: In a timed proctored window, students are given a different student demographic and must hand-write how they would modify their digital lesson plan.
Evaluate: Assess the student's ability to adapt their instructional approach for different learners and justify modifications.
Example: "Your class now includes English language learners. How would you modify your lesson plan?" or "You have a class of 30 students instead of 15. What changes would you make to your original plan?"
Process Demonstrations
Show Me How You Did This
EducationAll SizesOnline/Face-to-Face
Task: Students submit a lesson plan plus a 3-minute video. They must explain how their plan allows them to pivot when students ask questions.
Evaluate: Assess the student's ability to anticipate student needs and demonstrate flexibility in their instructional design.
Example: "If a student asks [Question X], how does this plan allow you to pivot?" or "Walk through how you would adapt your lesson if students are struggling with a key concept".
Reflective Defenses
Explain the "Why" behind the "What"
EducationSmall (<25)Online/Face-to-Face
Task: Conduct a 10-minute session where you act as a "Principal." The student must defend their lesson plan against a budget cut or a specific student accessibility need.
Evaluate: Assess the student's ability to justify their instructional choices and adapt their plan when constraints are introduced.
Example: "Your budget for materials has been cut by 50%. How would you modify your lesson plan?" or "A student with a visual impairment joins your class. How does your plan accommodate this need?"
Reflective Defenses
Explain the "Why" behind the "What"
EducationAll SizesOnline/Face-to-Face
Task: Show a common pedagogical mistake. In a timed proctored window, students write how their specific plan avoids that pitfall.
Evaluate: Assess the student's ability to recognize common teaching errors and demonstrate understanding of effective pedagogical practices.
Example: "This lesson plan assumes all students learn at the same pace. How does your plan avoid this pitfall?" or "Explain how your assessment strategy avoids the common mistake of only testing memorization".
Reflective Defenses
Explain the "Why" behind the "What"
EducationAll SizesOnline/Face-to-Face
Task: Show students a classroom scenario where a common pedagogical mistake leads to student disengagement. In a timed proctored window, students must produce how their specific lesson plan either avoids or is vulnerable to the same mistake.
Evaluate: Assess the student's ability to critically analyze their own instructional design by comparing it to a known failure pattern.
Example: "This teacher lost the class because they lectured for 40 minutes without a check for understanding. Where in your plan could the same thing happen?" or "This lesson failed because the assessment didn't match the learning objective. Does your plan have the same mismatch? Explain."