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.
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Slow down interpretation from observation to action. Use when students or adults need to examine assumptions in conflict, dialogue, or inquiry.
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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.
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.
Required:
Optional:
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}}
Suitability check before generating alternatives: do not use this reflection immediately after significant harm, to adjudicate disputed facts, or to excuse documented harm. Prioritise safety and the school's appropriate human-led safeguarding, restorative or disciplinary process. Where there is a significant power imbalance, do not press the less-powerful person to reframe their experience; use qualified human facilitation and defer the exercise if time, trust or safety is missing. If unsuitable, retain the output sections but explain the deferral, mark alternative ladders and dialogue as deferred, and give a safe next step rather than inventing alternatives. This tool supports later reflection; it is not factual investigation.
Rules:
1. Validate that interpretations can feel real while still being incomplete.
2. Distinguish observable data from selected data and meaning-making.
3. When suitable, include at least two alternative ladders that could also fit the observable data, labelled as possibilities rather than facts.
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: Confirm suitability before generating alternatives; if deferred, explain why and identify the human-led next step. Do not invalidate emotion or minimize documented harm. Do not present alternatives as truth. Keep safety and dignity central.
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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.
中文简介正在准备中。当前显示原文说明。
Generate a cascading hint sequence for a problem type, revealing progressively without giving answers. Use when designing tutoring dialogues or scaffolded worksheets.
中文简介正在准备中。当前显示原文说明。
Map control, influence, and concern after systems analysis. Use when students need wise agency without being made responsible for everything.
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Generate scaffolds that gradually increase student choice, voice, and ownership within a learning task. Use when students depend heavily on teacher direction and need to develop autonomy.
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After any AI-generated explanation, require the learner to identify one place it could be wrong, one thing to check, and one source to consult. Builds epistemic vigilance — treats AI output as a claim to evaluate, not truth to absorb.
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Design a Funhouse Mirror activity where students use their own domain expertise to detect AI distortions, omissions, and overconfidence. Use when students know a subject well enough to evaluate AI claims about it.
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