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AI FluencyCollege and Career Readiness9-12.AIF.CC.2

Idaho Futures, AI Skills

9–1050 minutes90 minutes (extend hands-on and discussion)

Standard quoted exactly

Connect AI knowledge and skills needed to achieve students' personal goals and career aspirations.

Student-friendly learning targets

  • I can connect a personal goal or career interest to specific AI-related skills, not just “learn computers.”
  • I can name Idaho pathways where AI will change tasks without assuming every local job disappears.
  • I can write a next step I can take in high school—a class, a person to ask, or a credential—without creating an account.

Essential questions

  1. Which AI skills actually travel with you into the work and life you want?
  2. How are Idaho jobs changing in tasks, not just in headlines about replacement?
  3. What is one next step you can take while you are still in high school?

Objectives

  1. Map a personal goal to three transferable AI skills: judging when a tool is appropriate, checking output, and explaining results.
  2. Match at least two Idaho career pathways to changing tasks (not vague “AI will take this”).
  3. Use a printed worker profile or guest notes; no student LinkedIn or new app accounts.
  4. Write a one-page pathway note with a realistic next step (course, CTE program, adult to interview, or community college info).
  5. Separate tasks a model might do from judgment a person still owns.

Key vocabulary

Career pathway
A cluster of jobs and training that can start in high school and continue into work, a trade program, the military, or college.
Transferable skill
A skill that still helps you when the tool or the job title changes, such as checking a result or briefing a crew.
AI literacy
Knowing how to use, question, and explain AI well enough to keep your own goals in charge.
Human-in-the-loop
Keeping a person in the process to verify, approve, or correct machine output before it affects real work.
Task vs. job
A job is a bundle of tasks. AI may take or change some tasks without erasing the whole job.
Credential
Proof of skill a school, union, company, or college recognizes: a CTE certificate, OSHA card, CNA, welding ticket, or dual-credit course.
Labor market
The real pattern of hiring in a place—what employers in Idaho are actually trying to fill, not a national rumor.
Professional judgment
The trained call a person makes when data, tools, and people do not agree. Tools can inform it; they cannot own it.

Teacher background

Career talk fails when it is generic. Name Idaho pathways: potato and dairy operations, wildfire and forestry, Micron and smaller manufacturers, Idaho Power and rural co-ops, St. Luke’s and critical-access hospitals, county government, tribal enterprises, outdoor recreation, and the skilled trades. AI will not replace every job on that list, and it will change most of them. The skill this standard wants is connection, not prediction. Students map a personal goal to three AI-related competencies: judging when a tool is appropriate, checking output, and explaining results to other people. Those competencies travel from a diesel shop in Nampa to a nursing pre-req at a community college. Pitfalls: implying everyone should become a programmer, or implying AI will take every local job. Both claims are lazy. Invite a guest if you can—ag extension, hospital IT, a millwright—and record a backup because rural bandwidth and substitute days are real. Keep the inventory on paper. No student should need a LinkedIn account. Close by treating curiosity as a plan: one class, one certification, or one person to ask next.

Materials and prep

Materials

  • Printed Idaho pathway cards (ag, energy, semiconductors, health, wildfire/forestry, county/public service, tribal enterprise, recreation, skilled trades)
  • Four one-page worker profiles (fictional composites based on public roles: millwright, grower, charge nurse, county clerk) with “tasks I still own” lists
  • Personal-goal inventory half-sheet
  • Pathway note one-pager (goal, three skills, two Idaho pathways, one next step)
  • Optional recorded 4-minute guest clip on a teacher device (downloaded, not streamed)
  • OFFLINE fallback: profiles and cards are the full lesson; guest clip is extra. Whiteboard list of local employers.

Before class

  • Print pathway cards and worker profiles. Avoid real employee names unless a guest has given written permission.
  • List local next steps that actually exist: CTE programs, dual credit, 4-H/FFA, CNA, welding, Job Corps, community college pages you can print.
  • If a guest is coming, send three questions in advance and record audio as backup.
  • Remind students they will not be graded on how prestigious the goal is. Trades, military, family ranch, and “I don’t know yet” are valid.

Instructional sequence

Job, task, tool

7 min
  1. 1. On scrap paper, students write a job they know up close (family, town, a show they actually understand). Under it, list three tasks that job includes.
  2. 2. Star one task a tool or a model might help with, and box one task that still needs a person’s judgment.
  3. 3. Two volunteers share a star and a box—no last names of employers if the student prefers.
  4. 4. Preview the standard: we are connecting skills to goals, not forecasting who gets replaced.

Idaho pathways, three traveling skills

12 min
  1. 1. Write the standard exactly. Underline connect, personal goals, and career aspirations.
  2. 2. Map Idaho pathways on the board with one changing task each: yield estimates in ag, load forecasts at Idaho Power, inspection at Micron, chart drafting in hospitals, IR maps in wildfire, permits in county offices, visitor info in recreation, diagnostics in diesel/HVAC.
  3. 3. Teach task vs. job. A model may draft a chart; a nurse still owns the patient. A model may flag a bead; a welder still owns the repair.
  4. 4. Name the three traveling skills from this course: judge when AI is appropriate, check output, explain results to other people.
  5. 5. Show one printed worker profile and highlight those three skills in the “tasks I still own” list. Programming is optional; judgment is not.

Profile annotation

10 min
  1. 1. Pairs take one worker profile. They underline tasks a model might touch and circle tasks that require professional judgment.
  2. 2. They write the three traveling skills in the margin next to evidence in the profile.
  3. 3. Pairs add one Idaho-specific risk (bandwidth, seasonal labor, smoke days, shift work) that would change how AI gets used.
  4. 4. Two pairs with different pathways report one circled task. Teacher blocks replacement talk that erases the whole job.

Goal-to-skill inventory

10 min
  1. 1. Each student completes the inventory: a personal goal (career, military, ranch, art, “still choosing”), why it matters, and which of the three traveling skills they need first.
  2. 2. They pick two pathway cards that could support that goal, even loosely (a future nurse still benefits from check-the-output).
  3. 3. No requirement to share the goal aloud. Papers can be turned in face-down.
  4. 4. Teacher conferences with students who wrote “I don’t know” and helps them pick a pathway of curiosity, not a fake career.

Real-world examples

  • Micron and Treasure Valley manufacturers already mix automated inspection with technician judgment. Students who can check a dashboard and brief a lead have a skill those floors recognize.
  • Idaho Power, rural co-ops, and irrigation districts use forecasts and sensors on the Snake River system. Dispatchers and operators still own the call when a model and a storm disagree.
  • St. Luke’s, St. Alphonsus, and critical-access hospitals in rural counties may use AI to draft notes or flag vitals. CNAs and nurses still read the patient. Tribal enterprises, outfitters, and county offices need people who can explain a tool’s result without overselling it.

Hands-on activity

Pathway note and next step

14 min
  1. 1. Students write a one-page pathway note: goal in one sentence, three AI-related skills with a school or work example each, two Idaho pathways, and one next step they can take this year.
  2. 2. Next steps must be real and local: talk to a CTE teacher, print a community college program page, ask a counselor about dual credit, attend FFA/SkillsUSA, or interview a worker using five paper questions. No new app accounts.
  3. 3. Optional: play the downloaded guest clip. Students add one quote to the note. If the file fails, skip it; profiles are enough.
  4. 4. Pair-share only the next step, not the whole goal, so privacy holds.
  5. 5. Exit: students star the traveling skill they will practice in another class this week (English, shop, science, or a job).

Discussion questions

  1. Why is “AI will take all the jobs” a weaker claim than “AI will change some tasks in this job”?
  2. Which traveling skill would matter first on a rural ambulance, a packing line, or a county front desk?
  3. How do tribal enterprises, family farms, and Boise-metro tech hiring need different next steps but the same judgment?
  4. What is the difference between preparing for a job title and preparing to keep learning when tools change?

Differentiation

Support

  • Provide a filled pathway note with blanks for goal, skills, and next step.
  • Offer a list of local next steps the student can circle instead of inventing one.
  • Allow a conversation with the teacher to complete the inventory if writing is a barrier.

Challenge

  • Add a 10-year task map: which tasks in the target job are likely to change, stay, or appear, with a reason.
  • Compare two credentials (CNA vs. dual-credit anatomy; AWS welding vs. a general shop credit) and argue which better supports the goal.
  • Write three interview questions for a guest that would reveal how AI is actually used, not how vendors advertise it.

Multilingual learners

  • Students may draft the goal sentence in their strongest language and label the three skills in English.
  • Provide pathway card titles with short bilingual glosses (health / salud, trades / oficios, energy / energía).
  • Next-step options include talking with a bilingual counselor, family member, or community worker; that counts.

IEP / 504

  • Accept a graphic organizer in place of a full page; the three skills and one next step are required.
  • Do not force public sharing of personal goals. Face-down turn-in is the default.
  • Extra time or a scribe is allowed. Success is connection, not career certainty.

Assessment

Formative

  • Warm-up star/box (task a tool might help vs. task a person owns).
  • Profile annotation: at least one circled judgment task and one Idaho risk.
  • Pair-share of a next step that does not require a new account.

Summative

  • Pathway note scored on four traits: a real goal or honest “still choosing,” three traveling skills with examples, two Idaho pathways, and a concrete next step.

Success criteria

  • I connected my goal to specific AI-related skills, not just “be good at computers.”
  • I named Idaho work without claiming every job will vanish or that everyone must code.
  • I wrote a next step I can actually take this year without creating an account.

Responsible use, ethics, and privacy

Responsible use

Students do not create career-app, LinkedIn, or chatbot accounts for this lesson. Inventories stay on paper. If a student wants to search a community college program, the teacher can project a public page or send a printed sheet. AI tools are not used to “discover your personality” or to scrape a student’s hopes into a vendor system. The responsible connection is skill-to-goal, made by the student, checked against real Idaho pathways.

Ethics

Career advice can steer people or shrink them. It is unethical to tell rural students their towns have no future, and it is unethical to sell Boise-metro students a fantasy that coding alone is the path. It is also unethical to use a student’s goal as a joke. Trades, caregiving, military, ranch work, and “I don’t know yet” deserve the same three skills as software. When we talk about replacement, we talk about tasks and power: who owns the tool, who is accountable, and who gets training. Students practice planning without predicting other people’s worth.

Privacy

Personal goals are student data. Do not type names, goals, grades, or family employer details into unapproved tools, quizzes, or “career AI” sites. FERPA: no photos of inventories, no posting of pathway notes, no using a student’s ranch or medical story as a prompt. Face-down collection is allowed. Worker profiles are fictional composites or public roles. District-approved tools only if a counselor later uses one, and even then PII stays out of generative systems.

Reflection

  1. Which of the three traveling skills do you already practice, and which one is thin?
  2. What Idaho pathway looks different to you than it did at the start of the period?
  3. What will you do in the next two weeks that makes the next-step line true?

Homework

Paper interview (25–30 minutes, no account). Ask one adult (family, neighbor, coach, shift lead, tribal enterprise, ranch, clinic, shop) two questions: What tool changed your work in the last five years? What judgment do you still refuse to hand over? Write a half-page of notes plus one connection to your pathway note. If no adult is available, use one printed worker profile and answer as a thoughtful reader. Do not record the adult without permission and do not upload notes anywhere.

Closing

Idaho futures are not all in one industry, and AI skills are not all in one chatbot. If you can judge when a tool belongs, check what it produces, and explain it to other people, you can carry those skills into a shop, a clinic, a ranch, a county office, or a college class. Pick a next step small enough to finish, and keep the judgment yours.

Extensions and cross-curricular links

Go further

  • Block period: mini career-fair rotation using six pathway stations; students collect two additional next steps and revise the note.
  • Guest panel (ag, health, trades, public service) with a recorded backup. Students ask the three traveling-skill questions.
  • Counselor partnership: students leave with a printed list of CTE, dual-credit, and military-explorer options that already exist in the district.
ELA
The pathway note is a professional paragraph: claim, evidence, next step. Audience is the student’s future self and a counselor.
Mathematics
Labor-market talk needs numbers with limits. A hiring poster is not a full market. Students practice not over-reading a single figure.
Science
Health and ag pathways depend on measurement and models. Checking output is already a lab skill.
CTE / Social studies
Direct link to CTE programs, civics (public employment), and Idaho economics. Tribal enterprises and county government belong on the map beside Micron.