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Controllable Inputs Framework

从客户视角出发,以时间顺序梳理购买流程——初生念头、被动浏览、主动搜索、最终决策、首次使用、持续使用。将销售策略与客户的心理变化相匹配,而非单纯拘泥于自己的销售漏斗。

SKILL.md
--- frontmatter
name: Controllable Inputs Framework
description: Focus on Input Metrics (selection, price, speed) rather than Output Metrics (revenue, stock price). Inputs are controllable and causal; outputs are lagging. Amazon's flywheel philosophy.

The Controllable Inputs Framework

"If we served customers well... things like sales, revenue... and share price... would follow. We took it as an article of faith." — Bill Carr

What It Is

A management focus on "Input Metrics" (controllable activities like selection, price, speed) rather than "Output Metrics" (lagging indicators like revenue, stock price), often conceptualized as a Flywheel.

When To Use

  • When defining OKRs
  • Conducting weekly business reviews (WBR)
  • When growth stalls and you need to diagnose
  • Avoiding short-term reactive decision making

Inputs vs. Outputs

code
┌─────────────────────────────────────────────────────┐
│  OUTPUT METRICS (Lagging)                           │
│  ❌ Revenue                                         │
│  ❌ Stock price                                     │
│  ❌ Active users                                    │
│  → Results of past actions                          │
│  → Not directly controllable                        │
├─────────────────────────────────────────────────────┤
│  INPUT METRICS (Leading)                            │
│  ✅ Selection (# of products)                       │
│  ✅ Price (% below competition)                     │
│  ✅ Speed (delivery time)                           │
│  → Actions you take today                           │
│  → Directly controllable                            │
└─────────────────────────────────────────────────────┘

The Amazon Flywheel

code
                    ┌─────────────────┐
                    │  Better Customer│
                    │   Experience    │
                    └────────┬────────┘
                             ↓
┌─────────────────┐    ┌─────────────────┐
│  Lower Prices   │←───│  More Traffic   │
└────────┬────────┘    └─────────────────┘
         ↓                     ↑
┌─────────────────┐    ┌─────────────────┐
│  Lower Cost     │    │  More Sellers   │
│  Structure      │───→│  More Selection │
└─────────────────┘    └─────────────────┘

How To Apply

code
STEP 1: Identify Your Flywheel
└── What inputs drive customer experience?
└── How do they compound?

STEP 2: Define Input Metrics
└── Each must be controllable
└── Each must have causal link to outputs

STEP 3: Measure Continuously
└── Weekly Business Reviews (WBRs)
└── Real-time dashboards

STEP 4: Resist Output Obsession
└── When output dips, diagnose inputs
└── Don't panic-optimize the output directly

Common Mistakes

❌ Confusing outputs (active users, revenue) with inputs

❌ Creating "compound metrics" that obscure root cause

❌ Reacting to output dips with short-term hacks

Real-World Example

Amazon focused on "Selection" (number of detail pages) and "Lower Prices" as inputs, believing they would drive the output of "Free Cash Flow" via the Flywheel effect.


Source: Bill Carr, Co-author of "Working Backwards", Lenny's Podcast