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    Module 1 · Rethinking the Room

    Lesson 1.3: The Professional Judgment Test

    About 16 minutes
    Sample lesson

    The five questions at the center of the course. Run them on any AI tool, in any subject, in about five minutes.

    THE DEFINITION

    Estimated time: 14-16 minutes

    Every few months, a new AI tool arrives with the promise it will change how teachers work. Some do. Some don't. A few create new problems while solving old ones.

    You can't evaluate every tool individually. There are too many, and they change too fast. What you can do is develop a set of questions you apply to any tool, at any time. That's what the Professional Judgment Test is: a habit of thinking that carries you across tool changes.

    Knowing how to think about any AI tool matters more than knowing everything about any specific one.

    The Professional Judgment Test

    The Professional Judgment Test asks five questions. They work for evaluating a new AI tool before you try it, deciding whether to allow student use of a specific tool, and thinking through whether an AI-assisted task fits a particular lesson or group of students.

    You don't have to answer every question every time. Building the habit of asking them is what separates professional AI integration from impulsive adoption or blanket avoidance.

    1. 1

      What is this tool actually doing?

      Not what the marketing says. What does it produce? Who made it? Where does the data go? What is it trained on?

      You don't need a computer science degree to ask these questions. You need the same evaluation you'd apply to any new curriculum resource.

    2. 2

      Does this serve a learning goal?

      Every tool should answer to a learning objective. If you can't articulate what students will learn better, understand more deeply, or be able to do that they couldn't do before, the tool is decoration. Start with the goal. Let the tool serve it.

    3. 3

      What does it change about student thinking?

      This is the most important question. Does the tool require students to think harder, or does it do the thinking for them?

      There's a meaningful difference between AI that gives students a scaffold to climb higher and AI that removes the climb entirely. The first expands learning. The second replaces it.

    4. 4

      What are the privacy and equity implications?

      Who has access to this tool? Does it require an account? What data does it collect? Does it work on the devices and connectivity your students actually have?

      AI tools aren't equity-neutral by default. You have to ask.

    5. 5

      What does my professional judgment say?

      After the first four questions, this is where you land. You have years of knowledge about your students, your context, and your community. That knowledge doesn't disappear because a tool exists. Trust it.

    Ms. Ramos, 6th Grade Social Studies Teacher

    Ms. Ramos

    6th Grade Social Studies Teacher

    12 years of experience

    A colleague tells Ms. Ramos about a new AI writing tool that gives students instant feedback on essays. Her principal is enthusiastic about it and wants a pilot. She wants to think it through before committing.

    She has ten minutes, a privacy policy, a sample of the tool's feedback, and a class list. Now you make the calls she had to make.

    Branching scenario

    Ms. Ramos Runs the Test

    You are Ms. Ramos. Four decisions stand between you and an answer for your principal. Each choice has a consequence, and some paths close doors that are hard to reopen.

    There is no timer and no penalty for exploring. When you finish, you'll see how your path compares with what Ms. Ramos actually did, and you can replay to test a different route.

    Apply it

    The Test in Your Grade Band

    One tool, a read-aloud AI, evaluated through each band's lens.

    The same five questions land differently depending on who's in front of you. Open your band to see which questions carry the most weight, what to check before students touch the tool, and what a sound decision looks like.

    New section

    Knowledge Check

    First, take 30 seconds: Name one AI tool you've considered using or are already using in your classroom.

    Then, before you continue:
    Walk that tool through the five questions in your head. Which questions have clean answers? Which ones need more investigation?

     

    Next: The replacement question most teachers are quietly asking.

    That was one lesson

    Critical AI Literacy 1: A Professional's Framework

    The full course has 25 lessons, checkpoints after every module, and a final assessment. Finish it and you earn a verifiable certificate for 8 professional development hours.

    Acceptance of PD hours toward relicensure depends on your state, district, or school policy. Check with them before you enroll.