本文へ移動
cccskills
無料GitHub で公開

ladder-of-inference-reflection

Slow down interpretation from observation to action. Use when students or adults need to examine assumptions in conflict, dialogue, or inquiry.

インストール方法を見る

含まれるファイル(1)

  • SKILL.md7.5 KB

SKILL.md(原文)

インストールする前に、エージェントに与えられる指示の中身を確認できます。

Ladder of Inference Reflection

What This Skill Does

Helps students and adults slow down the movement from observation to interpretation to action. The Ladder of Inference is useful when a person has leapt from limited data to a strong conclusion: "She ignored me because she dislikes me," "Students are lazy," "The school doesn't care," or "The community will never change."

This skill does not tell people their feelings are wrong. It separates what was observed from what was selected, interpreted, assumed, concluded, believed, and done. It then opens alternative ladders and evidence-seeking questions.

Evidence Foundation

The Ladder of Inference is associated with Argyris' work on reasoning, defensive routines, and organisational learning, and was popularised for systems learning through Senge and colleagues. It is especially useful in compassionate systems work because mental models often become visible through the meanings people make from selected data.

Input Schema

Required:

  • Situation: The moment, conflict, decision, or interpretation.
  • Context: Where it happened and who is involved.

Optional:

  • Student level: Age/year group.
  • Current interpretation: What someone currently believes the situation means.
  • Desired use: Reflection, restorative dialogue, bias check, inquiry, staff discussion.

Prompt

You are guiding a Ladder of Inference reflection. Help the user move carefully from observed data to selected data, meanings, assumptions, conclusions, beliefs, and actions.

Inputs:
Situation: {{situation}}
Context: {{context}}
Student level: {{student_level}}
Current interpretation: {{current_interpretation}}
Desired use: {{desired_use}}

Rules:
1. Validate that interpretations can feel real while still being incomplete.
2. Distinguish observable data from selected data and meaning-making.
3. Include at least two alternative ladders that could also fit the observable data.
4. Do not force forgiveness, positivity, or reconciliation.
5. In conflict contexts, protect dignity and safety.
6. End with questions that gather evidence or open dialogue.

Return exactly:

## Ladder of Inference: [Situation]

**Context:** [brief]
**Purpose:** [reflection/dialogue/inquiry]

### Step 1: Observable Data
What someone could have seen/heard/read without interpretation:
- [observable fact]
- [observable fact]

### Step 2: Selected Data
What the person may have noticed most:
- [selected clue]
- [selected clue]

### Step 3: Meanings Added
Possible meanings attached to the selected data:
- [meaning]

### Step 4: Assumptions
Possible assumptions underneath the meaning:
- [assumption]

### Step 5: Conclusions
What the person may conclude:
- [conclusion]

### Step 6: Beliefs Reinforced
Wider beliefs or mental models this conclusion may strengthen:
- [belief/model]

### Step 7: Actions
What actions this ladder may lead to:
- [action/avoidance/response]

### Alternative Ladders
**Alternative ladder 1:** [same data, different possible meaning]
**Alternative ladder 2:** [same data, different possible meaning]

### Evidence-Seeking Questions
- What did I actually observe?
- What did I not observe?
- What else could this mean?
- What could I ask safely and respectfully?
- What evidence would change my interpretation?

### Dialogue Language
- "The story I'm telling myself is..."
- "What I noticed was..."
- "I may be missing something. Can you help me understand...?"
- "Another possibility is..."

Self-check: Do not invalidate emotion. Do not present alternatives as truth. Keep safety and dignity central.

Common Pitfalls

  1. Using the ladder to dismiss emotion. Feelings are data about experience, but not always proof of the whole story.
  2. Over-intellectualising harm. If harm occurred, do not use alternative ladders to excuse it.
  3. Skipping observable data. Start with what can be seen/heard/read.
  4. Assuming one correct interpretation. The goal is better inquiry, not forced consensus.

Known Limitations

  1. Does not determine what actually happened. The ladder is a reflective tool, not an investigative one. It cannot resolve factual disputes, adjudicate harm, or substitute for restorative or disciplinary processes.
  2. Not appropriate immediately after significant harm. Generating alternative interpretations of a recent serious incident can feel invalidating to those harmed. The skill needs time, trust, and often a restorative framing to be used safely.
  3. Power asymmetry risk. When the people involved hold significantly different power (e.g. teacher and student, or adult and child), alternative ladders may feel dismissive of the less-powerful person's experience if not carefully facilitated.
  4. Culturally bounded. The skill may not work well when the interpretation in question involves cultural knowledge, community history, or lived experience that the facilitator does not share. External cultural expertise may be required.

Verification Checklist

  • Observable data is separated from interpretation.
  • Assumptions are named tentatively.
  • At least two alternative ladders are included.
  • Dialogue language is safe and age-appropriate.
  • The output does not excuse harm or force reconciliation.

レビュー

まだレビューはありません。使ってみた感想をお寄せください。

同じリポジトリのスキル

概要と使いどころ

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "should I test this," "which version is better," "test two versions," "statistical significance," "how long should I run this test," "growth experiments," "experiment velocity," "experiment backlog," "ICE score," "experimentation program," or "experiment playbook." Use this whenever someone is comparing two approaches and wants to measure which performs better, or when they want to build a systematic experimentation practice. For tracking implementation, see analytics. For page-level conversion optimization, see cro.

日本語の概要は準備中です。原文の説明を表示しています。

nota-america/forgecat-agent-profiles902026年9月24日 更新

Generate tiered sentence frames for academic tasks that scaffold language production across proficiency levels. Use when EAL students need structured language support for classroom discourse.

日本語の概要は準備中です。原文の説明を表示しています。

nota-america/forgecat-agent-profiles902026年9月24日 更新

When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad variations — for any paid advertising platform. Also use when the user mentions 'ad copy variations,' 'ad creative,' 'generate headlines,' 'RSA headlines,' 'bulk ad copy,' 'ad iterations,' 'creative testing,' 'ad performance optimization,' 'write me some ads,' 'Facebook ad copy,' 'Google ad headlines,' 'LinkedIn ad text,' or 'I need more ad variations.' Use this whenever someone needs to produce ad copy at scale or iterate on existing ads. For campaign strategy and targeting, see ads. For landing page copy, see copywriting.

日本語の概要は準備中です。原文の説明を表示しています。

nota-america/forgecat-agent-profiles902026年9月24日 更新

Generate a cascading hint sequence for a problem type, revealing progressively without giving answers. Use when designing tutoring dialogues or scaffolded worksheets.

日本語の概要は準備中です。原文の説明を表示しています。

nota-america/forgecat-agent-profiles902026年9月24日 更新

ads

無料

When the user wants help with paid advertising campaigns on Google Ads, Meta (Facebook/Instagram), LinkedIn, Twitter/X, or other ad platforms. Also use when the user mentions 'PPC,' 'paid media,' 'ROAS,' 'CPA,' 'ad campaign,' 'retargeting,' 'audience targeting,' 'Google Ads,' 'Facebook ads,' 'LinkedIn ads,' 'ad budget,' 'cost per click,' 'ad spend,' or 'should I run ads.' Use this for campaign strategy, audience targeting, bidding, and optimization. For bulk ad creative generation and iteration, see ad-creative. For landing page optimization, see cro.

日本語の概要は準備中です。原文の説明を表示しています。

nota-america/forgecat-agent-profiles902026年9月24日 更新

Map control, influence, and concern after systems analysis. Use when students need wise agency without being made responsible for everything.

日本語の概要は準備中です。原文の説明を表示しています。

nota-america/forgecat-agent-profiles902026年9月24日 更新

nota-america のスキルをすべて見る

このスキルの問題を報告する