AI Agent Hub
Back to skills
Evidence-Based Teaching Design Optimizer icon

Evidence-Based Teaching Design Optimizer

Education Updated 2026.08.30

Paste the following prompt into your AI chat to install this skill:

Please install @user_5fb53b05/evidence-based-teaching-optimizer according to https://skillhub.cn/install/skillhub.md.

About this skill

Problem

In primary school English teaching review, lesson plans, classroom observation reports, and follow-up improvements are often scattered across files: a lesson-plan .docx, a smart-classroom PDF report, and an A/B/C tiered student list. The skill targets this evidence-based teaching workflow where materials exist but the analysis structure is missing, reducing generic advice or unsupported claims.

How It Works

  • Mode A: classroom analysis report: when {{lesson_plan}} and {{report_pdf}} or classroom observation data are provided, it follows references/report_structure.md to analyze lesson stages, first activation of knowledge points, teacher-student talk distribution, interaction behavior, and language features, then writes outputs/01_课堂分析报告.md, 05_指标对比表.md, and 06_教研反思稿.md.
  • Mode B: lesson design optimization: when only a lesson plan is available, it uses {{lesson_plan}}, optional {{curriculum_standard}}, and {{student_tiers}} to generate an optimized lesson design, tiered worksheets, question lists, and activity cards in outputs/.
  • Guardrails: it routes to one mode first and does not mix outputs; if data are insufficient, it avoids inventing statistics and marks sections that need classroom audio, video, or monitoring data.

Limits

It fits lesson-plan review, evidence-based teaching reflection, and tiered material generation for primary English. It can be adapted to other subjects, but question categories, lesson-stage types, and tiering rules need adjustment. Without classroom data, it can only optimize design based on the plan and cannot substitute for real classroom observation.

Use Cases

  • A primary English teacher receives a smart-classroom report PDF and needs to turn stage, talk, and interaction data into teaching review findings.
  • A lesson-study lead has only a unit lesson plan and curriculum requirements, then needs an optimized design, question list, and tiered worksheets.
  • A teaching team reviews a lesson and needs a structured report covering first knowledge-point activation, stage types, and teacher-student interaction.
  • A teacher has an A/B/C student tier list and needs to split the same lesson into actionable tiered activity cards.

Best For

  • A primary English teacher who prepares lessons and reviews class sessions, needing to connect lesson plans, classroom data, and review conclusions.
  • A lesson-study lead who organizes unit review and lesson polishing, needing curriculum-, tier-, and observation-based revision suggestions.
  • An instructional designer working on teaching improvement, needing to convert classroom observation data into executable activities and questioning strategies.
  • A teaching-data analyst or research support staff who extracts stage, talk, and interaction indicators from smart-classroom reports into review materials.