# PWR-199 — AI tutoring and adaptive learning: learner worksheet Release: Revision 7T · Full Tutorial Edition Estimated time: Estimated 33 min reading and worksheet pass Difficulty: Intermediate Equipment: Common household or practice equipment — Declared AI tutoring and adaptive learning fixture: A short lesson teaches why seasons change using a prewritten answer key and four unfamiliar diagram questions. The AI has a fixed hint ladder from question to cue to partial step to full explanation.; Setup aid for Take a no-AI pretest: Turn off collection of unnecessary personal or educational records.; AI tutoring and adaptive learning log: Predeclared learning outcome, time, delayed unaided retention and unfamiliar transfer versus active human instruction and ordinary chatbot use; retain AI tutoring and adaptive learning errors, assistance, stop and fallback.; Tutoring evidence card: from the AI-tutoring RCT, record course context, comparison, learning measure and study duration. Use “Humans inherit artificial intelligence biases” to justify checking every full explanation against the seasons key. The NIST Generative AI Profile supplies the fixed prompt, hint provenance and delayed no-AI record; the transfer diagrams remain the actual learning test.; Checked lesson source: Earth’s axis is tilted about 23.5 degrees and keeps nearly the same orientation as Earth orbits. A hemisphere tilted toward the Sun receives more direct sunlight and longer days, producing its summer; the other receives less direct sunlight and shorter days. Half an orbit later the roles reverse. Earth–Sun distance is not the cause of ordinary seasons; Earth is closest to the Sun in early January. With zero axial tilt, seasonal changes in day length and solar angle would be greatly reduced.; Four supplied text-diagram questions and folded keys: Q1 North pole tilts toward the Sun—Northern summer and Southern winter. Q2 Half an orbit later the north tilts away—Northern winter and Southern summer. Q3 The learner says “summer happens when Earth is closer”—reject it using the January distance fact and tilt/day-length chain. Q4 Imagine zero axial tilt—predict greatly reduced seasonal day-length and sun-angle changes. Space: Desk / seated Automated structural checklist: 10 of 10 structural checks present Evidence quality/context: G1; Detailed research depth Automated method-quality band: Comprehensive Method-rating basis: Structure coverage, instruction/check specificity, alternative distinctness, source troubleshooting, comparison depth and whether purpose/check fields are authored rather than derived. Editorial review: Pending manual editorial sign off ## Before you begin - [ ] I read the tutorial authority and stop conditions. - [ ] I have the required equipment/space or a declared accessible alternative. ## Canonical source context Use the seasons questions to protect learning from answer substitution: attempt first, request only the next rung of the fixed hint ladder, explain axial tilt in your own words and retest on unfamiliar diagrams after 48 hours without AI. Delayed success supports learning of this concept alone, not general tutoring superiority. Target outcome: The learner attempts a problem first, requests the smallest needed hint, explains the answer in their own words and passes a delayed no-AI transfer check. ### Authority and setup conditions - Use a checked source, prewritten solution and harmless learning topic. - Turn off collection of unnecessary personal or educational records. - Start check for AI tutoring and adaptive learning: The goal names delayed unaided performance, not lesson completion. - Top-of-sheet stop for AI tutoring and adaptive learning: Stop if the AI supplies unsafe, discriminatory or unverifiable content. ### Required or supplied materials - Declared AI tutoring and adaptive learning fixture: A short lesson teaches why seasons change using a prewritten answer key and four unfamiliar diagram questions. The AI has a fixed hint ladder from question to cue to partial step to full explanation. - Setup aid for Take a no-AI pretest: Turn off collection of unnecessary personal or educational records. - AI tutoring and adaptive learning log: Predeclared learning outcome, time, delayed unaided retention and unfamiliar transfer versus active human instruction and ordinary chatbot use; retain AI tutoring and adaptive learning errors, assistance, stop and fallback. - Tutoring evidence card: from the AI-tutoring RCT, record course context, comparison, learning measure and study duration. Use “Humans inherit artificial intelligence biases” to justify checking every full explanation against the seasons key. The NIST Generative AI Profile supplies the fixed prompt, hint provenance and delayed no-AI record; the transfer diagrams remain the actual learning test. - Checked lesson source: Earth’s axis is tilted about 23.5 degrees and keeps nearly the same orientation as Earth orbits. A hemisphere tilted toward the Sun receives more direct sunlight and longer days, producing its summer; the other receives less direct sunlight and shorter days. Half an orbit later the roles reverse. Earth–Sun distance is not the cause of ordinary seasons; Earth is closest to the Sun in early January. With zero axial tilt, seasonal changes in day length and solar angle would be greatly reduced. - Four supplied text-diagram questions and folded keys: Q1 North pole tilts toward the Sun—Northern summer and Southern winter. Q2 Half an orbit later the north tilts away—Northern winter and Southern summer. Q3 The learner says “summer happens when Earth is closer”—reject it using the January distance fact and tilt/day-length chain. Q4 Imagine zero axial tilt—predict greatly reduced seasonal day-length and sun-angle changes. - Fixed hint ladder: Q1 L1 “Which hemisphere tilts toward the Sun?” L2 “Toward means more direct rays and longer days.” L3 “Name that hemisphere’s season, then the opposite one.” L4 full key. Q2 uses the same rungs after reversing the tilt. Q3 L1 “When is Earth actually closest?” L2 “Compare January with Northern winter.” L3 “Use tilt → sun angle/day length → season.” L4 full key. Q4 L1 “What variable did we remove?” L2 “Track day length and solar angle.” L3 “Without tilt their annual change shrinks.” L4 full key. - Delayed no-AI transfer cards: D1 a diagram rotates the page but labels the Southern Hemisphere as tilted toward the Sun—answer Southern summer and Northern winter, explaining that page direction is irrelevant. D2 a fictional planet has an upright axis throughout orbit—answer that strong tilt-driven seasons are not expected. Both require the causal chain, not only a season word. ## 1. Set the learning target Write: “Explain seasons from axial tilt and apply it to a new diagram after 48 hours without AI.” Why: The goal names delayed unaided performance, not lesson completion. Success check: The goal names delayed unaided performance, not lesson completion. Accessible alternative: Complete the same research action — “Write: “Explain seasons from axial tilt and apply it to a new diagram after 48 hours without AI.”” — using speech-to-text, text-to-speech, enlarged text, keyboard-only navigation, shorter work blocks or a support person. Preserve this declared check: “The goal names delayed unaided performance, not lesson completion.” Do not convert the research task into capability practice. Alternative relationship: Target preserving when declared check is preserved Learner notes: ________________________________________________________________________________ Completed: [ ] ## 2. Take a no-AI pretest Answer one explanation and two diagram questions before hints. Mark confidence and misconceptions. Why: Baseline errors are visible. Success check: Baseline errors are visible; verify it in the axial-tilt tutoring check. Accessible alternative: Complete “Answer one explanation and two diagram questions before hints. Mark confidence and misconceptions.” in shorter passes, or use keyboard input, dictation or a support person, while preserving this success check: “Baseline errors are visible; verify it in the axial-tilt tutoring check.” Offer hints as text, audio, diagrams or symbols and allow typed, spoken or AAC teach-back. Alternative relationship: Target preserving when declared check is preserved Learner notes: ________________________________________________________________________________ Completed: [ ] ## 3. Attempt each new item Work for at least two minutes and write the blocking point before asking for help. Why: The request follows an actual attempt. Success check: The request follows an actual attempt. Accessible alternative: Complete the same research action — “Work for at least two minutes and write the blocking point before asking for help.” — using speech-to-text, text-to-speech, enlarged text, keyboard-only navigation, shorter work blocks or a support person. Preserve this declared check: “The request follows an actual attempt.” Do not convert the research task into capability practice. Alternative relationship: Target preserving when declared check is preserved Learner notes: ________________________________________________________________________________ Completed: [ ] ## 4. Use the smallest hint Start with a question cue, then a concept cue; move to a partial step only if needed. Do not reveal the full answer first. Why: Hint level used is logged for every item. Success check: Hint level used is logged for every item. Accessible alternative: A supported, seated, reduced-range or slower version of “Start with a question cue, then a concept cue; move to a partial step only if needed. Do not reveal the full answer first.” is equivalent only when it keeps the same trained or measured target, declared configuration and success check: “Hint level used is logged for every item.” If any of those change, record it as a related alternative rather than an equivalent repetition. Alternative relationship: Conditional equivalence requires target and configuration check Learner notes: ________________________________________________________________________________ Completed: [ ] ## 5. Retrieve after the hint Close the hint and explain the step from memory, then solve a matched item. Why: The learner produces, rather than copies, the reasoning. Success check: The learner produces, rather than copies, the reasoning. Accessible alternative: Complete the same research action — “Close the hint and explain the step from memory, then solve a matched item.” — using speech-to-text, text-to-speech, enlarged text, keyboard-only navigation, shorter work blocks or a support person. Preserve this declared check: “The learner produces, rather than copies, the reasoning.” Do not convert the research task into capability practice. Alternative relationship: Target preserving when declared check is preserved Learner notes: ________________________________________________________________________________ Completed: [ ] ## 6. Check against the source key Correct the misconception that Earth’s distance from the Sun causes seasons, citing the tilt diagram. Why: Feedback targets the named error. Success check: Feedback targets the named error; verify it in the axial-tilt tutoring check. Accessible alternative: Complete “Correct the misconception that Earth’s distance from the Sun causes seasons, citing the tilt diagram.” in shorter passes, or use keyboard input, dictation or a support person, while preserving this success check: “Feedback targets the named error; verify it in the axial-tilt tutoring check.” Offer hints as text, audio, diagrams or symbols and allow typed, spoken or AAC teach-back. Alternative relationship: Target preserving when declared check is preserved Learner notes: ________________________________________________________________________________ Completed: [ ] ## 7. Teach back without AI Give a two-minute explanation using a blank diagram and answer one “what if tilt were zero?” question. Why: The learner connects tilt, sun angle and season without reading output. Success check: The learner connects tilt, sun angle and season without reading output. Accessible alternative: Complete “Give a two-minute explanation using a blank diagram and answer one “what if tilt were zero?” question.” in shorter passes, or use keyboard input, dictation or a support person, while preserving this success check: “The learner connects tilt, sun angle and season without reading output.” Shorten the lesson into two 12-minute blocks while keeping the delayed unaided test. Alternative relationship: Target preserving when declared check is preserved Learner notes: ________________________________________________________________________________ Completed: [ ] ## 8. Retest after 48 hours Complete a new diagram and explanation unaided; report retention, hint dependence and unfamiliar transfer separately. Why: Immediate supported success is not substituted for learning. Success check: Immediate supported success is not substituted for learning. Accessible alternative: Complete “Complete a new diagram and explanation unaided; report retention, hint dependence and unfamiliar transfer separately.” in shorter passes, or use keyboard input, dictation or a support person, while preserving this success check: “Immediate supported success is not substituted for learning.” Offer hints as text, audio, diagrams or symbols and allow typed, spoken or AAC teach-back. Alternative relationship: Target preserving when declared check is preserved Learner notes: ________________________________________________________________________________ Completed: [ ] ## Reflection What changed? ________________________________________________________________________________ What remains difficult? ________________________________________________________________________________ What will I repeat, adapt, ask for help with, or stop? ________________________________________________________________________________ --- Completion of this worksheet demonstrates tutorial participation only. It does not establish capability, qualification, safety clearance, diagnosis, treatment or independent validation.