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.
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)Online/Face-to-Face
Task: Administer a timed, proctored "Post-Submission Quiz" using excerpts from each student's submitted essay.
Evaluate: Verify evidence-claim links in their own writing and troubleshoot weak pairings by explaining what they would revise.
Example: "On page 3, you cited X; explain how that supports Y," or "This claim-evidence pairing in your draft doesn't connect. What would you change and why?"
Validation Checkpoints
Modify or Troubleshoot Your Work
Literature/WritingSmall (<25)Medium (25-60)Online/Face-to-Face
Task: In a timed proctored window, give all students the same short sample passage (e.g., an anonymized excerpt or instructor model written for the same prompt) with one literary device or rhetorical strategy highlighted.
Evaluate: Identify the device or strategy, explain whether it supports the argument, and revise the highlighted sentence. Students must use the same rhetorical choices they were asked to apply in their own submitted essays.
Example: "Name the rhetorical strategy in the highlighted sentence and revise it so the claim is stronger. Explain how you used this strategy in your assignment."
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: After the major essay is submitted, schedule a proctored culminating defense (final-exam-style window or formal panel). Students must revise one section of their submitted essay and submit a written justification explaining every rhetorical and analytical choice in that revision.
Evaluate: Verify deep ownership of the submitted work by grading the revision and the thoroughness of the justification, including why rejected alternatives were weaker.
Example: "Revise your thesis paragraph to address the counterargument we discussed. Submit the new paragraph plus a full justification of every change," or "You removed a key piece of evidence in your revision. Explain what you cut, what you added, and why the new evidence better supports your claim."
Reflective Defenses
Explain the "Why" behind the "What"
Literature/WritingAll SizesOnline/Face-to-Face
Task: Following the major literary analysis submission, administer a proctored written defense in a final-exam-style window. Present a competing thesis on the same text. Students must produce a multi-part written response: identify the strongest challenge to their argument, revise at least one claim or evidence pairing in their submitted essay, and justify why their interpretation remains more defensible with textual evidence.
Evaluate: Assess high-stakes intellectual work: substantive modification to their submission plus a rigorous defense of the revised interpretation.
Example: "This opposing thesis uses the same scenes you analyzed. Revise one body paragraph to strengthen your rebuttal, then write a defense explaining why your interpretation still holds," or "A peer argues your conclusion supports the opposite reading. Submit the revised claim and a full justification citing the text."
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.
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: Hold brief 1-on-1 conferences outside lab time (office hours or the class meeting before lab). Ask the student to explain the mechanism behind a reaction from a completed experiment or defend the equipment settings they plan to use before any apparatus is set up.
Evaluate: Assess the student's ability to connect theory to practice without observing a live reaction at the bench. This conversation is the grade.
Example: "Walk me through the electron transfer steps in the redox reaction you reported last week," or "Before lab opens, justify the temperature and stirring rate you plan to use and what outcome you expect."
Validation Checkpoints
Modify or Troubleshoot Your Work
Physical ScienceSmall (<25)Medium (25-60)Online/Face-to-Face
Task: Administer a proctored "Logic Quiz" using each student's submitted lab data or a sample table modeled on their report format.
Evaluate: Troubleshoot deliberately altered data and explain corrections they would make to their own results, methods, or analysis.
Example: "Here is a version of your data with an anomaly. Explain what went wrong and how to fix it," or "This table from your report has one incorrect value. Identify and correct it."
Validation Checkpoints
Modify or Troubleshoot Your Work
Physical ScienceSmall (<25)Medium (25-60)Online/Face-to-Face
Task: After a major assignment, give a timed proctored window to hand-draw a concept map from their lab results, or troubleshoot an instructor-provided sample results sheet that mirrors their experiment.
Evaluate: Connect their own results to course theories and fix one broken link in a provided map or diagram based on their data.
Example: "Create a concept map from your enzyme activity results," or "This sample graph matches your experiment but mislabels an axis. Troubleshoot it and redraw the link to cellular metabolism."
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: After the formal lab report is submitted as a major assignment, require a proctored culminating defense (exam block or scheduled panel). Using only their submitted data, students must answer extended counterfactual and justification prompts in writing: predict outcomes under changed variables and defend every formula, measurement technique, and assumption in their report.
Evaluate: Grade a thorough defense of the full report, assessing integrated reasoning across methods, results, and limitations.
Example: "Your report claims a linear relationship. If initial velocity doubled, rewrite the prediction section and justify the physics," or "Defend your choice of measurement technique over the alternative for every major result in your submitted report."
Reflective Defenses
Explain the "Why" behind the "What"
Physical ScienceAll SizesFace-to-Face
Task: Schedule a proctored final-exam-style written defense after the major lab submission. Students receive methodological alternatives they did not use; they must hand-write revised methodology language for one section of their own report and a multi-paragraph justification comparing their chosen approach to the alternatives.
Evaluate: Assess exam-level understanding of why their submitted methods were selected and what would change if they adopted a different reagent, formula, or procedure.
Example: "Rewrite the Methods paragraph for your titration using an alternative indicator. Justify whether you would still publish your original result," or "You used Formula A throughout. Produce a written defense comparing Formula A to Formula B for your actual data set."
Reflective Defenses
Explain the "Why" behind the "What"
Physical ScienceAll SizesOnline/Face-to-Face
Task: After the capstone lab report submission, present contradictory experimental results in a proctored timed defense window. Students must identify the vulnerable assumption in their submitted work, hand-write a revised interpretation or limitations section, and justify what variable or condition would produce the conflicting outcome.
Evaluate: Assess high-stakes scientific reasoning through required modification of their conclusions plus a thorough defense of remaining claims.
Example: "Your report shows an increase; this peer dataset shows a decrease. Revise your Discussion to account for the conflict and defend which conclusion you still trust," or "Submit a rewritten conclusion paragraph plus a full justification of the variable most likely responsible for the discrepancy."
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.
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 lecture, give each student an excerpt from their own homework solution (or a faulty worked solution to the same problem they submitted) and 15 minutes to hand-write where the logic breaks and how they would fix it.
Evaluate: Identify the conceptual pivot where errors occur in their own work or in the sample solution, and explain the correction they would make.
Example: "In your submitted derivative problem, step 4 is wrong. Troubleshoot it," or "This faulty solution mirrors your homework. Find the error and revise that step."
Validation Checkpoints
Modify or Troubleshoot Your Work
MathSmall (<25)Medium (25-60)Online/Face-to-Face
Task: In a timed proctored window, give a variation of a problem from their own homework (different constants) and require them to rework the solution and explain what changes.
Evaluate: Modify their approach when parameters change and troubleshoot why the logic must stay the same or shift.
Example: "You solved 2x² + 5x - 3 = 0. Now solve 2x² + 5x + 3 = 0. Show the revised steps and explain how the constant changes your method," or "You found the derivative of f(x) = x³. Now find f'(x) for (x+2)³ and explain what you would change in your original work."
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 worked solution to a problem from their recent submission (or a sample solution matching their assignment). The student must "Grade the Professor," find the error, and write the corrected step.
Evaluate: Troubleshoot where the logic breaks and modify the solution with a justified fix.
Example: "Here's a worked solution to the problem you submitted. Identify the precise error and rewrite the correct step."
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 the unit exam or major problem set submission, administer a proctored LMS defense weighted like a culminating assessment. Students answer extended "why" prompts tied to their own submitted solutions and must identify where they would revise a step if a different theorem or method were required.
Evaluate: Assess thorough justification of methodological choices across the submitted work, including required identification of revisions they would make.
Example: "For problem 5, write a full justification of the Chain Rule over the Product Rule, including a case where your choice would fail," or "Revise step 3 of problem 8 to use the quadratic formula instead of factoring and explain when each method is appropriate."
Reflective Defenses
Explain the "Why" behind the "What"
MathAll SizesOnline/Face-to-Face
Task: Following the major unit assessment submission, use a proctored timed defense window. Present a complete alternate solution using a different method. Students must identify which sections of their submission they would revise, implement one revised solution path in writing, and justify when their original method was or was not superior.
Evaluate: Grade exam-level comparative reasoning including an actual modification to their submitted approach.
Example: "This solution uses integration by parts; you used substitution. Rewrite one problem from your submission using parts and defend which method you would use on the exam," or "Produce a written comparison of both methods for problem 4 and state which sections you would revise after seeing the alternative."
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.
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 identify the top 3 risks in their submitted project and hand-write revisions to one section that mitigates the highest-risk vulnerability.
Evaluate: Troubleshoot weaknesses in their own plan or model and modify at least one strategic choice to address a stated risk.
Example: "Identify the top 3 risks in your marketing campaign, then revise your budget section to mitigate the biggest one," or "What breaks first in your financial model, and how would you change the spreadsheet?"
Validation Checkpoints
Modify or Troubleshoot Your Work
Economics/Marketing/BusinessSmall (<25)Medium (25-60)Online/Face-to-Face
Task: In a timed proctored window, introduce a new market variable and require students to hand-write specific revisions to their submitted business plan or model, not just describe what they would do.
Evaluate: Modify their own strategic plan when conditions change and troubleshoot which assumptions in their submission break first.
Example: "A new competitor enters at 30% lower price. Rewrite your pricing section," or "Consumer spending drops 15%. Revise your marketing strategy and explain what you changed."
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: After the major business plan or capstone project submission, administer a proctored culminating defense weighted as a final exam component. The assessment requires paragraph-length justifications tying every major projection to explicit behavioral or market assumptions in their own data.
Evaluate: Assess comprehensive defense of the submitted plan, including where students would revise weak projections and why.
Example: "Write a full justification for your 10% growth projection citing three assumptions in your model," or "Your market share forecast is the weakest claim in your submission. Defend it with consumer behavior evidence or revise the forecast and explain the change."
Reflective Defenses
Explain the "Why" behind the "What"
Economics/Marketing/BusinessSmall (<25)Medium (25-60)Online/Face-to-Face
Task: Schedule a formal defense session after the capstone plan submission. Acting as CEO or client, introduce a major budget cut or market shift; the student must submit a written revision outline for their plan plus a thorough justification of every strategic pivot.
Evaluate: Grade the quality of the modified plan and the depth of justification under high-stakes stakeholder pressure.
Example: "Your marketing budget is cut 40%. Submit a revised campaign section and defend each line item you kept," or "A supplier raises prices 25%. Produce written revisions to your pricing model and justify the tradeoffs."
Reflective Defenses
Explain the "Why" behind the "What"
Economics/Marketing/BusinessAll SizesOnline/Face-to-Face
Task: After submission of the major strategic plan, present a headline that breaks a core assumption in a proctored final-exam-style window. Students must identify the first failure point in their submitted plan, hand-write a revised strategy section, and justify the cascading consequences across their model.
Evaluate: Assess high-stakes adaptation through substantive modification plus rigorous defense of the revised strategy.
Example: "Consumer confidence drops 30%. Which section of your plan fails first? Submit a rewritten mitigation strategy and justify every change," or "A competitor launches at half your price. Revise your competitive advantage section and defend the new positioning."
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.
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: After submission, administer a proctored quiz: students receive new constraints and must explain how their submitted design behaves, and hand-write one modification to their own model, schematic, or calculations.
Evaluate: Troubleshoot stress on their own design and revise at least one parameter to meet the new scenario.
Example: "The load doubled. Explain behavior and revise your safety factor," or "Temperature rises 50°C. What in your submission would you change first?"
Validation Checkpoints
Modify or Troubleshoot Your Work
EngineeringSmall (<25)Medium (25-60)Online/Face-to-Face
Task: Show a deliberately broken version of their submitted schematic, code, or analysis (or a sample artifact modeled on their assignment). In a timed window, they hand-write a diagnostic plan and the specific fix for their own work.
Evaluate: Troubleshoot root cause and describe the modification needed in their submission.
Example: "Your circuit diagram is altered here. Write a diagnostic plan and correct the faulty node," or "This sample FEA output mirrors your project with one bad assumption. Identify and fix it."
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: After the major design project submission, schedule a proctored culminating defense (exam block or formal review board). Introduce a significant environmental stressor; students must submit written revisions to their design specifications (materials, tolerances, or safety factors) plus a multi-section justification of each change.
Evaluate: Grade defense of the full design under new constraints, assessing both required modifications and thorough justification.
Example: "Extreme temperature cycling is now required. Revise your material specifications and submit a written defense of every tolerance you changed," or "A corrosive environment was added. Modify your coating selection in your submitted drawings and justify the safety margin."
Reflective Defenses
Explain the "Why" behind the "What"
EngineeringAll SizesOnline/Face-to-Face
Task: In a proctored final-exam-style window after the capstone submission, provide three design constraints the student did not adopt. Students must hand-write revisions to one subsystem of their submitted project and a thorough justification for why their chosen path remains superior under course criteria.
Evaluate: Assess substantive modification and comparative defense at the level of a culminating engineering review.
Example: "You did not use the listed alloy or sensor option. Rewrite one subsystem using an alternative and justify whether you would adopt it in the final design," or "Submit a revised manufacturing process selection with a full tradeoff analysis against the three alternatives provided."
Reflective Defenses
Explain the "Why" behind the "What"
EngineeringAll SizesOnline/Face-to-Face
Task: After the major project submission, present a competing design solution in a proctored timed defense. Students must hand-write a revised design rationale section comparing approaches and justify which elements of their submission they would change before release.
Evaluate: Assess high-stakes evaluation of tradeoffs including explicit modification recommendations to their own work.
Example: "This design uses a different load path than yours. Revise your design summary to address the tradeoff and defend which approach meets the safety specification," or "A peer solution uses a different structure. Produce a written comparison and state what you would change in your submission before manufacturing."
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.
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: Assess how clearly the student can explain their analytical choices and connect their chosen framework to specific evidence from the case.
Example: "Which theoretical framework guided your analysis of this case, and why did you choose it over the alternatives we covered?" or "Walk me through how you connected the client's behavior to the model you applied. What evidence in the case led you there?"
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.
Example: "Why did you choose motivational interviewing for this client profile, and what change do you expect in the first few sessions?" or "Explain why you selected this intervention and how you expect it to address the behavior you identified in your case study."
Validation Checkpoints
Modify or Troubleshoot Your Work
Behavioral ScienceSmall (<25)Medium (25-60)Online/Face-to-Face
Task: After submission, administer a proctored quiz using a shared sample case study or analysis (anonymized excerpt or instructor model for the same prompt). Students identify one bias, logical gap, or weak claim in the sample and hand-write a revision to that section of the sample.
Evaluate: Diagnose weaknesses in the sample submission and cite specific evidence from their own submitted work that shows they understand why the flaw matters in this type of analysis.
Example: "This sample overstates causation in paragraph 2. Revise that claim in the sample. Cite one finding or example from your own submission that shows how you handled evidence differently (or should have)."
Validation Checkpoints
Modify or Troubleshoot Your Work
Behavioral ScienceSmall (<25)Medium (25-60)Online/Face-to-Face
Task: In a timed proctored window, give all students the same short sample passage from the assignment with one claim highlighted. They identify the weakness (unsupported claim, contradiction, or missing variable) in the sample, revise the highlighted sentence in the sample, and explain the fix.
Evaluate: Troubleshoot the sample artifact and support the critique with parallel evidence from their own submitted work (a quote, observation, or design choice).
Example: "This sample's highlighted claim doesn't match its evidence. Rewrite that sentence in the sample. Then cite one place in your own submission where you made a similar move or avoided this problem."
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: After the major case study or research paper submission, schedule a proctored culminating defense weighted like a unit final. Acting as clinical or research supervisor, introduce a significant change to client context; students must submit a written revision to their intervention or analysis section plus a thorough justification of the theoretical framework they retained or replaced.
Evaluate: Assess high-stakes professional reasoning through required modification and deep defense of the revised submission.
Example: "The client's socioeconomic context is reversed from your case. Revise your treatment recommendation and justify your framework with case evidence," or "Submit a rewritten analysis section explaining how your chosen theory still applies after the contextual shift."
Reflective Defenses
Explain the "Why" behind the "What"
Behavioral ScienceSmall (<25)Face-to-Face
Task: Following the capstone case submission, require a proctored written defense in a final-exam-style window. Present client resistance or a counter-variable; students must hand-write a revised intervention plan and a multi-paragraph justification of each change to their submitted approach.
Evaluate: Grade the revised plan and the depth of justification under professional stakes.
Example: "The client refuses motivational interviewing. Revise your intervention section and defend the alternative you select," or "Institutional constraints eliminate your first strategy. Submit a rewritten plan and justify each modification."
Reflective Defenses
Explain the "Why" behind the "What"
Behavioral ScienceAll SizesFace-to-Face
Task: After the major research submission, in a proctored culminating window, students view a stimulus case and must hand-write a revised limitations section for their own paper, connecting parallels and contradictions, then justify whether they would modify their original conclusions.
Evaluate: Assess exam-level integration of external evidence with substantive revision to their submitted work.
Example: "This stimulus case contradicts your central claim. Revise your limitations paragraph and justify whether you would change your conclusion," or "Submit a rewritten discussion section explaining how the stimulus case supports or challenges your thesis with specific edits identified."
Reflective Defenses
Explain the "Why" behind the "What"
Behavioral ScienceAll SizesOnline/Face-to-Face
Task: In a proctored final-exam-style window after the major paper submission, students identify the single weakest claim in their own work, hand-write a revised version of that section, and submit a thorough justification for why the revision is stronger or why they deliberately retained the risk.
Evaluate: Assess honest self-critique at culminating depth: modification plus rigorous defense.
Example: "Revise your weakest body paragraph and justify every sentence you changed," or "If a journal reviewer attacked paragraph 3, submit the rewritten paragraph and a full defense of your editorial choices."
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.
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: After GitHub/Lab submission, administer a proctored quiz using a shared code snippet from a sample submission (same assignment spec). Under a given bad input, students trace execution, identify the failing line or logic flaw in the sample, write the fix for the sample, and cite how their own code handles the same case.
Evaluate: Troubleshoot weaknesses in the sample code and use evidence from their submission to justify the diagnosis and proposed change.
Example: "When input is -1, which line in this sample fails? Write the patch for the sample. Point to the corresponding function or check in your own code that handles this correctly, or explain the same issue you avoided in your project."
Validation Checkpoints
Modify or Troubleshoot Your Work
Computer ScienceSmall (<25)Medium (25-60)Online/Face-to-Face
Task: In a timed proctored window, give all students the same loop or function from a sample submission (same assignment spec). They identify inefficiency or a logic weakness in the sample, rewrite that section in the sample, and cite one choice from their own submission that illustrates a stronger approach or the same concept.
Evaluate: Modify or troubleshoot the sample implementation and support the revision with evidence from their own code (a parallel function, data structure, or design decision).
Example: "This sample loop is O(n²) when O(n) is possible. Rewrite it in the sample. Describe or quote the equivalent logic in your project and explain what you would change in the sample based on your approach."
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: After the major programming project submission, administer a proctored culminating defense weighted like a final exam. Students analyze a common failure mode for the assignment, hand-write patches to their own code where vulnerable, and submit a line-by-line justification of each change.
Evaluate: Assess exam-level ownership of the codebase through required modification and technical defense.
Example: "This buffer overflow pattern could affect your submission. Submit revised code for the vulnerable function and justify each line you changed," or "Memory is not freed in this pattern. Modify your submission and defend your allocation strategy."
Reflective Defenses
Explain the "Why" behind the "What"
Computer ScienceAll SizesOnline/Face-to-Face
Task: Following the capstone project submission, in a proctored timed defense, present an alternate implementation. Students must hand-write a revised design document section, identify what they would change in their repository before release, and justify tradeoffs in performance, readability, and scalability.
Evaluate: Grade high-stakes comparative analysis including explicit modification recommendations to their own project.
Example: "This solution uses a different data structure. Revise your architecture overview and defend which structure you would ship," or "Rewrite one module using the recursive approach shown and justify whether you would merge it into your final submission."
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.
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: After submission, administer a proctored quiz: students listen to audio related to their essay, then revise one paragraph from their submitted writing in the target language and explain what they changed.
Evaluate: Connect the prompt to their own work and troubleshoot unnatural or incorrect phrasing in their submission.
Example: "After this dialogue, rewrite the opening of your essay in the target language," or "Your sentence on page 2 doesn't fit this tone. Revise it and explain why."
Validation Checkpoints
Modify or Troubleshoot Your Work
World LanguagesSmall (<25)Medium (25-60)Online/Face-to-Face
Task: In a timed proctored window, introduce a new variable for a scene from their submitted dialogue and require them to rewrite that section in the target language.
Evaluate: Modify their own writing for the new context and troubleshoot word or grammar choices that no longer work.
Example: "The meeting is now formal. Rewrite your submitted dialogue and fix two phrases that sound too casual," or "The waiter is angry. Revise your scene and explain what you changed."
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: After the major writing portfolio submission, require a proctored culminating defense in the target language (final-exam-style window). Students compare their work to an advanced native passage, hand-write revisions to two paragraphs of their submission in the target language, and submit a thorough justification in the target language of each linguistic change.
Evaluate: Assess culminating fluency through required modification and detailed metalinguistic defense.
Example: "Revise your opening paragraph using three structures from this native passage. Submit the revision and explain each change in the target language," or "Rewrite two sentences from your essay at native register and justify every word and tense you changed."
Reflective Defenses
Explain the "Why" behind the "What"
World LanguagesAll SizesOnline/Face-to-Face
Task: Following the major composition submission, administer a proctored timed defense. Present native-speaker rewrites of key sentences; students must hand-write revised passages in the target language plus a comprehensive justification of differences in register, idiom, and grammar.
Evaluate: Grade exam-level recognition of gaps and the quality of revisions with rigorous explanation.
Example: "A native speaker would not use your phrasing for the thesis. Submit the rewritten thesis in the target language and justify every change," or "Revise the dialogue section to native pragmatics and explain why your original version was inadequate for this context."
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.
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 comes first, why that assessment comes at the end. The grade is based on how well they can articulate the "why" behind their design.
Example: "Walk me through your lesson from start to finish. Why did you introduce the concept before this hands-on activity?" or "Why does your formative check come before the group task, and why did you place the exit ticket at the end?"
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: After plan submission, administer a proctored quiz using a shared sample lesson plan (anonymized excerpt or instructor model for the same prompt). Students locate one misaligned activity-assessment pair in the sample and hand-write a revised sequence that fixes the mismatch in the sample.
Evaluate: Diagnose weaknesses in the sample plan and cite specific evidence from their own submitted lesson plan that shows they understand why the flaw matters (e.g., how their plan aligns activity and assessment for the same objective).
Example: "This sample's closure activity doesn't assess Objective 3. Revise that section in the sample. Cite one activity-assessment pair from your own plan that shows how you handled this alignment (or what you would apply from your plan to fix the sample)."
Validation Checkpoints
Modify or Troubleshoot Your Work
EducationSmall (<25)Medium (25-60)Online/Face-to-Face
Task: In a timed proctored window, give all students the same sample lesson plan and introduce a new student demographic (e.g., English language learners, larger class size). They hand-write specific revisions to the sample plan, not only describe changes.
Evaluate: Modify or troubleshoot the sample instructional design for the new conditions and support the revisions with evidence from their own submitted plan (a parallel activity, assessment, or accommodation they included).
Example: "This sample plan assumes all students read at grade level. The class now includes English language learners. Rewrite the opening activity in the sample. Cite one accommodation or activity from your own plan that informed your revision."
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: After the capstone lesson plan or unit plan submission, schedule a formal defense session weighted as a culminating assessment. Introduce a major budget cut or accessibility requirement; students submit a revised lesson plan document plus a thorough written justification of every pedagogical change.
Evaluate: Assess high-stakes instructional design through required modification and professional defense.
Example: "Materials budget is cut 50%. Submit the revised lesson plan and justify each activity you retained," or "A student with a visual impairment joins the class. Revise your plan and defend how every assessment still measures the objective."
Reflective Defenses
Explain the "Why" behind the "What"
EducationAll SizesOnline/Face-to-Face
Task: In a proctored final-exam-style window after the major plan submission, present a common pedagogical failure pattern. Students must hand-write specific revisions to their submitted plan and a multi-paragraph justification showing how their design avoids or addresses the same vulnerability.
Evaluate: Grade substantive plan modification and deep pedagogical reasoning at culminating depth.
Example: "This failed lesson lectured 40 minutes without checks. Revise your plan to remove that risk and justify each structural change," or "Rewrite your assessment section to avoid memorization-only testing and defend how your new assessment measures understanding."
Reflective Defenses
Explain the "Why" behind the "What"
EducationAll SizesOnline/Face-to-Face
Task: After the unit capstone lesson plan submission, use a proctored timed defense. Present a classroom failure scenario; students must identify where their submitted plan is vulnerable, hand-write revisions to affected sections, and justify each change against learning objectives and standards.
Evaluate: Assess culminating critical analysis through required modification and rigorous justification.
Example: "This teacher lost the class with no formative check. Revise your plan where the same risk exists and justify every addition," or "This plan failed because assessment misaligned with objectives. Submit a rewritten assessment sequence and defend alignment."