---
name: effectuation
description: Sarasvathy's effectuation framework for pre-PMF exploration, post-pivot situations, and Knightian uncertainty. Use when goals are unclear, markets are illegible, or historical data is absent. Replaces standard causation planning.
type: skill
---

# Effectuation (Exploration Mode)

## When to Apply
- Pre-PMF stage with unclear product direction
- Post-pivot with new market entry
- Goals are ambiguous or evolving
- No historical data to estimate probabilities (Knightian uncertainty)
- Every direction looks equally plausible

## Core Framework

### Three-Condition Test (Auto-Evaluate)

| Condition | Causation (YES) | Effectuation (NO) |
|---|---|---|
| Goal clarity | Founder can state clear, measurable goal | Goal is ambiguous or evolving |
| Environmental legibility | Clear which market signals matter | Every direction looks equally plausible |
| Historical data | Data exists to estimate probabilities | No precedent, Knightian uncertainty |

**Mode selection:**
- All 3 YES: **Causation mode** (Strategy Kernel, KPI Tree, Critical Chain)
- Any 1+ NO: **Effectuation mode** (this framework)
- Mixed: **Hybrid mode** (Causation structure with Effectuation flexibility)

### Effectuation Cycle

In effectuation mode, DISABLE: KPI tree decomposition, buffer management, Critical Chain. Run this repeating expansion cycle instead:

**1. Bird-in-Hand Audit**
"What resources do you have RIGHT NOW?"
- Skills (founder + team)
- Network (who do you know?)
- Capital (how much can you invest?)
- Technology (what have you already built?)
- Domain knowledge (what do you uniquely understand?)

**2. Affordable Loss Ceiling (4 Dimensions)**

Every experiment is checked against ALL four dimensions:

| Dimension | Question | Threshold |
|---|---|---|
| Financial | "How much capital can you invest and survive if it goes to zero?" | Set dollar amount |
| Time | "How many months can you devote before you need income?" | Set month limit |
| Reputation | "Would failure here damage your ability to raise funds or get hired?" | low/medium/high |
| Psychological | "Can you handle this failing and try again?" | yes/no |

Track CUMULATIVE commitments across all active experiments. Individual experiments may each be small, but together they can exceed limits.

**3. Execute Small Experiment -> Measure**

Design the cheapest experiment to learn something. Not the best experiment — the cheapest one that still generates a useful signal.

**4. Lemonade Principle**
"What surprised you this week? Can it be used?"

Unexpected outcomes are not failures — they are data. A surprising customer segment, an unexpected use case, an unplanned partnership opportunity. Capture and evaluate.

**5. Crazy Quilt**
"Who showed interest? Who self-selected in?"

Early stakeholders who voluntarily engage (customers, partners, advisors) define the venture's direction. Don't chase — follow the self-selected.

**6. Resources expand -> New Bird-in-Hand -> Repeat**

Goal may mutate each cycle. This is NOT scope creep — it is effectuation working correctly.

### Mode Switching Triggers

**Effectuation -> Causation:**
- PMF confirmed (retention curve flattening)
- Founder can state clear measurable goal
- Sufficient data exists to estimate probabilities
- Announce: "Your situation has changed. Switching from exploration mode to scaling mode."

**Causation -> Effectuation:**
- Major pivot
- New market entry
- All 3 conditions flip to NO
- Announce: "The conditions for structured planning are no longer met. Switching to exploration mode."

## Decision Rules

1. **Never apply KPI trees in effectuation mode** — goals are undefined, so decomposition is premature
2. **Affordable loss, not expected return** — ask "what can I afford to lose?" not "what's the ROI?"
3. **Goal mutation is expected** — don't resist it, track it
4. **Follow self-selectors** — Crazy Quilt participants define direction
5. **Surprises are the product** — Lemonade principle is the core engine of discovery
6. **Cumulative exposure tracking** — individual experiments are small, totals can be large

## Anti-Patterns to Detect

| Anti-Pattern | Signal | Response |
|---|---|---|
| Premature causation | Building KPI trees with no data | "You don't have enough data to decompose this goal. Let's run experiments first." |
| Ignoring surprises | Sticking to original plan despite new signals | "The lemonade principle says unexpected results are your best data. What surprised you?" |
| Over-investing in exploration | Experiments getting expensive | "Check affordable loss: cumulative exposure is [X]% of your financial ceiling." |
| Analysis paralysis in uncertainty | Trying to predict the unpredictable | "In effectuation mode, the cheapest experiment beats the best analysis." |
| Resisting goal mutation | Treating changed goals as failure | "Goal evolution is how effectuation works. Track the mutation — is it converging?" |