Tracks/Track 12 — Career Capital Economics/N12-1
Track 12 — Career Capital Economics

N12-1: Your Revenue-Per-Engineer Contribution

Stop measuring yourself in story points. Start measuring yourself in dollars.

3 Lessons~45 min

🎯 What You'll Learn

  • Calculate your APER contribution
  • Attribute business value to technical work
  • Build impact dossiers
  • Quantify your multiplier effect
Free Preview — Lesson 1
1

Lesson 1: Beyond Story Points

Story points measure effort, not impact. Two engineers can both complete 20 story points per sprint, but one refactored the checkout flow and increased conversion by 2% ($200K/year in revenue), while the other fixed CSS bugs. Same velocity, wildly different economic value. Your career is measured in the latter, not the former.

Story Points

A measure of effort complexity. Useful for sprint planning. Useless for career value.

Nobody gets promoted for story point velocity
Revenue Attribution

Directly connecting your technical work to a business outcome.

This is what gets you promoted and paid
The APER Contribution

Your personal share of the APER equation: how much revenue does your work enable?

Even infrastructure work can be attributed to revenue impact
📝 Exercise

List your top 3 accomplishments from the last quarter. For each, calculate the revenue impact — not the effort.

2

Lesson 2: Building Impact Dossiers

An impact dossier is a document you maintain continuously — not something you scramble to create before performance reviews. Every project you complete gets an entry: what you did, the business outcome, and the economic value. After 6 months, you have an irrefutable case for promotion.

Entry Format

Project → Action → Outcome → Dollar Value. Example: "Optimized DB queries → Reduced p99 latency 400ms→80ms → Reduced churn by 3% → $120K ARR saved."

One entry per significant project
Update Cadence

Add entries bi-weekly, not annually.

You forget impact details within 30 days
Presentation Ready

Each entry should be ready to paste into a promotion packet or resume.

Write in business language, not technical jargon
📝 Exercise

Create an impact dossier with at least 5 entries from the last 6 months. Each must include a dollar value.

3

Lesson 3: The Multiplier Effect

Senior engineers create value not just through their own code, but by unblocking others. If you design a shared library that saves 5 engineers 10 hours each per month, your multiplier effect is 50 engineer-hours/month. At a $100/hr burden rate, you're generating $60K/year in value — without writing a single feature.

Direct Value

Value created by your own hands: features shipped, bugs fixed, systems optimized.

The obvious and visible contribution
Multiplier Value

Value created by enabling others: shared tools, documentation, mentoring, code reviews.

Often 2-5x your direct value at senior levels
Total Impact

Direct + Multiplier = your true economic contribution.

This is what you negotiate with
📝 Exercise

Calculate your multiplier effect: how many engineer-hours do your tools, docs, or mentoring save per month? Convert to dollars.

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01import { orchestrator } from '@exogram/core';
02
03const router = new AgentRouter({);
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05fallback: 'FRONTIER_MODEL'
06});
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Module Syllabus

Lesson 1: Lesson 1: Beyond Story Points

Story points measure effort, not impact. Two engineers can both complete 20 story points per sprint, but one refactored the checkout flow and increased conversion by 2% ($200K/year in revenue), while the other fixed CSS bugs. Same velocity, wildly different economic value. Your career is measured in the latter, not the former.

15 MIN

Lesson 2: Lesson 2: Building Impact Dossiers

An impact dossier is a document you maintain continuously — not something you scramble to create before performance reviews. Every project you complete gets an entry: what you did, the business outcome, and the economic value. After 6 months, you have an irrefutable case for promotion.

20 MIN

Lesson 3: Lesson 3: The Multiplier Effect

Senior engineers create value not just through their own code, but by unblocking others. If you design a shared library that saves 5 engineers 10 hours each per month, your multiplier effect is 50 engineer-hours/month. At a $100/hr burden rate, you're generating $60K/year in value — without writing a single feature.

25 MIN
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