Lesson Plans · Business Management & Administration · Course 6135
Human + AI: Business Management & Administration and the Human Leader
An AI business-planning tool produced a complete launch plan for a student-run school kiosk — startup budget, pricing, and a three-month sales forecast. It looks investor-ready. But the forecast cites a market statistic that doesn't exist, the pricing ignores a major cost, and the recommended brand name is already trademarked. Students audit the numbers, verify the claims, and sign the launch decision as the accountable humans.
New here? Watch this first — how an interactive lesson works (30 seconds).
VDOE Standards of Learning addressed
| Code | Standard |
|---|---|
| 9.R.1 | English 9 (2024): Evaluation and synthesis of information — evaluate sources for credibility and bias, synthesize, cite sources, and demonstrate ethical and responsible use of all sources including Artificial Intelligence (AI). Students audit the AI's market research for fabricated statistics and check its budget math. |
| 9.C.1 / 9.C.2 | English 9 (2024): Collaborative discussion and presentation of ideas. |
| 9.W.1 / 9.W.2 | English 9 (2024): Expository writing — thesis, evidence from multiple authoritative sources, concluding section. |
| EPF.1 | Economics & Personal Finance (2019): Cost-benefit analysis and the PACED decision-making grid. Students rebuild the kiosk's costs, pricing, and profit — then weigh launch, revise, or reject. |
CTE competencies — Business Management (6135)
| Area | Instructional area (Virginia CTE Resource Center) |
|---|---|
| 6135 | Management functions — planning, organizing, leading, controlling — applied to a launch decision. |
| 6135 | Business ownership and planning — budgets, pricing, and forecasting as planning tools. |
| 6135 | Finance and economics — costs, revenue, profit; opportunity cost of ignoring a major expense. |
| 6135 | Problem solving and ethical decision-making — fabricated claims and trademark infringement as integrity issues. |
Workplace Readiness Skills
National Standards Alignment
| Framework | Alignment |
|---|---|
| Career Cluster | Business Management & Administration (National Career Clusters Framework, Advance CTE) — the student-kiosk launch decision sits inside this national cluster. |
| Career Ready Practices | CRP-9 Model integrity and ethical leadership — the forecast cites a statistic that does not exist; CRP-8 Utilize critical thinking — launch, revise, or reject on evidence; CRP-7 Employ valid and reliable research strategies — verify every market claim |
| AI4K12 Big Ideas | Representation & Reasoning — sales forecasts and budgets as models of an uncertain future; Societal Impact — honest business practice when AI drafts the plan |
National framework names verified September 25, 2026 against the Advance CTE National Career Clusters Framework, the Common Career Technical Core Career Ready Practices, and the AI4K12 Five Big Ideas (AAAI/CSTA). Advance CTE modernized the cluster framework in 2024; this lesson uses the classic cluster names shown on this site’s career-cluster pages. No codes were invented.
Learning objectives
By the end of this lesson, students will be able to:
- Describe the management functions — plan, organize, lead, control — and explain where an AI planning tool fits and where the manager must not let it decide. (6135)
- Evaluate AI-generated business content for credibility and bias, and demonstrate ethical and responsible use of AI sources. (9.R.1 · WRS-15)
- Apply “Direct it. Check it. Question it. Decide.” to the AI's business plan, and name the human accountable for launching it. (9.R.1 · WRS-2)
- Rebuild the plan's budget, pricing, and profit; identify the missing cost; and complete a PACED cost-benefit grid — launch, revise, or reject. (EPF.1 · WRS-2)
- Write an expository brief defending a launch / revise / reject decision with a thesis, cited evidence, and a conclusion. (9.W.1 / 9.W.2 · WRS-21)
- Present the team's decision with audience-appropriate language. (9.C.2 · WRS-10)
Materials & vocabulary
Student devices with AI access · the AI's business plan packet — budget table, pricing sheet, market research page (teacher-provided scenario) · PACED grid handout · exit-brief template.
Vocabulary: management functions · budget · revenue · profit · forecast · trademark · opportunity cost · AI direction
Lesson sequence
1. Engage — Would you launch it? (10 min)
Distribute the AI's business plan summary: startup budget $1,200, prices set, three-month forecast of $8,400 revenue. It looks investor-ready. Quick poll: launch it, fix it, or kill it? A launch decision spends real money and puts the school's name on something — even in this scenario.
2. Explore — What managers do (15 min)
Direct instruction: the management functions — plan, organize, lead, control (6135). An AI tool can draft plans, budgets, and forecasts at speed — but it cannot be accountable. Economics basics: revenue minus costs equals profit, and a forecast is a claim that needs evidence (EPF.1). Introduce the four-level model: Human Initiates, AI Analysis, Human Review, Authorized Decision.
3. Explain & Elaborate — Audit the AI's plan (35 min)
Teams of 3–4 run the Human + AI cycle on the plan packet: Direct an AI tool to list every financial claim and market statistic. Check each statistic against sources and rebuild the numbers — find the fabricated stat, find the missing cost, recompute the real profit (9.R.1, EPF.1, WRS-15). Question ethics and law: the recommended brand name is already trademarked. Then Decide: complete a PACED grid (EPF.1) — launch, revise, or reject — and sign it as the accountable humans (WRS-10).
4. Evaluate — The brief (20 min)
Individual expository brief (9.W.1 / 9.W.2): launch, revise, or reject the AI's plan? Thesis, evidence from the plan and at least one cited source, conclusion. Required line: “What the AI produced, what the evidence showed, and why I trust one over the other.”
5. Close — The manager is responsible (10 min)
Teams present decisions (9.C.2). Reflection: the AI wrote the plan — but a human spends the money and answers for it. Connect to WRS-11 and WRS-13: the tools will keep changing; the leader's judgment is the constant.
Human + AI integration — in every lesson
“Direct it. Check it. Question it. Decide.”
- Human Purpose — students set the goal: a business plan that is truthful, profitable, and lawful.
- Understand the Task · Match the AI · Assign & Instruct — students direct the AI with a precise assignment: list claims and numbers, don't make the call.
- Navigate & Direct · Evaluate — students check every AI statistic against sources and rebuild every number; question fabrication and trademark risk.
- Decide · Guide & Improve · Exercise Accountability — the team makes the final call on the PACED grid and signs it. The human decides; the AI advises.
Assessment rubric
| Criterion | Full credit |
|---|---|
| Plan audit | Every statistic checked; the fabricated stat identified; sources cited; budget math rebuilt. (9.R.1 · WRS-15) |
| Management knowledge | Plan, organize, lead, control named; AI's role and limits placed correctly in a launch decision. (6135) |
| Ethics & law | Trademark risk and fabrication addressed; consequences of launching named. (9.R.1) |
| Decision quality | PACED grid completed; recommendation follows logically from costs, revenue, profit, and risk. (EPF.1 · WRS-2) |
| Written brief | Clear thesis, cited evidence, “produced vs. evidence” line, concluding statement. (9.W.1 / 9.W.2) |
| Accountability | A named human signs the team's recommendation; the presentation is clear and audience-appropriate. (WRS-10 · 9.C.2) |
Differentiation
Support: pre-filled budget template with formulas; sentence frames for the brief; vocabulary bank on the handout.
Extension: research one real business failure caused by unchecked AI advice; draft a one-page manager's memo; run a second PACED grid on a revised plan.
Standards source note: English 9 codes, EPF.1, and Workplace Readiness Skills verified September 20–21, 2026 against official VDOE publications; Business Management (6135) verified September 21, 2026 against the Virginia CTE Resource Center course description. Nothing was invented. The business plan is a classroom scenario written for this lesson.