Career Competencies

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Build a personal AI learning roadmap with goals, tools to try, methods to track success, and reflection checkpoints.CreateSTEM
Compile a reflective portfolio that includes AI-assisted writing, self-analysis of process, and ethical stance on using AI in scholarly work.CreateHumanities
Plan and create a multimedia project (e.g., music video or animation) using at least three AI tools in the workflow.DesignArts
Design a simple concept for an AI system that addresses a specific campus or social need (e.g., sustainability dashboard).AssembleSTEM
Students create self-assessments reflecting on their AI-assisted research habits and evaluate changes they’d make.ReflectHumanities
Analyze the differences in process and output when using two different prompt strategies for the same coding task in the same AI tool.JudgeSTEM
Debate whether deep learning should be used in high-stakes fields like medicine, using AI-generated arguments for and against.DetermineSTEM
Students keep a debugging log with AI assistant support and reflect on decision points.DeconstructSTEM
Analyze own AI usage patterns across tools (text, image, audio) and explain when and why they shift strategy.DeconstructArts
Compare model structures (decision tree vs. neural net) by visualizing workflows and dissecting their logic.DifferentiateSTEM
Use multiple AI summarizers on the same article and critique which tool captures nuance best.SelectHumanities
Students create a personalized "AI Toolbox" listing tools best suited to their learning or research style and explain their rationale.UseSTEM
Use two different AI tools with the same prompt for a creative output in your chosen modality and document your experience, thought processes, and preferences during each stage of AI output.UseArts
Build a basic predictive model using Google AutoML or a no-code AI tool and test it with a small data set.Carry OutSTEM
Use a transcription AI tool (like Otter.ai) to convert and organize interview audio, then compare it with a human-transcribed version.Carry OutHumanities
Given different types of AI algorithms, students match them with appropriate real-world problems and justify their choices.ProvideSTEM
Students identify AI tools suited for specific data sets and justify their tool choice by referencing AI technical documentation.RespondSTEM
Students track the types of prompts they tend to use across tools and reflect on how that shapes their outcomes.PredictArts
Students annotate a diagram of a machine learning workflow generated by an AI diagramming tool (like diagrams.net + ChatGPT).SummarizeSTEM
Students complete a guided reflection form on past AI tools they’ve used, what worked well, what confused them, and what they want to improve.IdentifySTEM
Students fill in a digital journal after exploring 3 AI tools for creativity (e.g., Midjourney, ChatGPT, Lumen5), noting personal ease/difficulty.IdentifyArts
Students reflect on how their research habits have changed after using AI tools, using a Google Doc worksheet shared for peer feedback.IdentifyHumanities
Students record a screen-capture tutorial using AI assistants (like GitHub Copilot or Scribehow) to demonstrate the steps of a workflow relating to their course or intended career field.RecallSTEM
In small groups, students use ChatGPT to look up and compile definitions for types of machine learning (supervised, unsupervised, reinforcement) and create a mini-poster.RecognizeSTEM
Students create a mind map in Canva with AI tool integrations, classifying AI tools into categories like generative, assistive, or curatorial.RecognizeArts
In a timeline-building activity, students label key developments in AI historyListHumanities