OBSERVATORY/FIELD 08 OF 10RESEARCH BRIEF / EDITION 1.0
Productivity, costs, maintenance and organizational change

Software Economics.

Code-generation cost alone is not total development cost.

EVIDENCE FRAMEWORKREVISION-READYOPEN QUESTIONS
WHAT THIS FIELD EXAMINES

Productivity, costs, maintenance and organizational change. Our purpose is to establish the evidence and questions needed for rigorous coverage, not to imply that a proposed future is inevitable.

01

Include full lifecycle cost

Account for review, integration, compute, licensing, retraining, incidents and long-term maintenance—not just initial token usage.

02

Different teams, different outcomes

Results depend on repository familiarity, task selection, review practices and how tools are integrated into teams.

03

Economic claims need units

We require denominators, measurement intervals and disclosed assumptions before comparing total cost or productivity claims.

RESEARCH PROTOCOL

How we would test the claim.

Publish cost per accepted change and time-to-correctness, including uncertainty.

STARTING SOURCE TRAIL

Documents to consult

These are starting references for future reporting, not proof that every open question above is resolved.

  1. Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity
  2. We Are Changing Our Developer Productivity Experiment Design
PUBLIC EDITION RECORD

Revision record

Edition 1.0 · 9 October 2026. Initial scope and source register created. This brief is a research framework, not a completed investigation; material future corrections should be described rather than silently overwritten.

How corrections are documented ↗