またスピード、の負のスパイラル a. 削った時間は障害対応として利息で返る。内部品質にこだわるのは 速さの敵 ではない b. Martin Fowler Is High Quality Software Worth the Cost? は、内部品質の低下が数週間で変更速 度を鈍らせると論じる 1.すぐに改善して!の重圧 損益分岐点は 1ヶ月後ぐらい
i. 社会心理学の理論で、人は 不確実性を減らそうとする動機 を持ち、不確実性が下がると安心感 や信頼感が高まる ii. 例 : プロジェクトの進捗が見える / システムの状態が見える b. 認知的流暢性(Cognitive Fluency) i. 人は理解しやすい・処理しやすい情報を、より正しい・安全・信頼できると感じる 傾向がありま す。 ii. 例 : 読みやすいフォントの文章 / 分かりやすいグラフの方が説得力が高い c. 知覚されたコントロール(Perceived Control) i. 人は「状況を把握・制御できている」と感じるだけで、不安が軽減されます。 ii. 例 : エレベーターの「閉」ボタン / ダウンロードの進捗バー 3. 重圧から生み出される小手先の指標
DORA 2025 State of AI-Assisted Software Development https://dora.dev/research/2025/dora-report/ Forsgren et al., The SPACE of Developer Productivity (ACM Queue, 2021) https://dl.acm.org/doi/10.1145/3453928 Noda et al., DevEx: What Actually Drives Productivity? (ACM Queue, 2023) https://queue.acm.org/detail.cfm?id=3595878 Forsgren et al., DevEx in Action (ACM Queue, 2024) https://queue.acm.org/detail.cfm?id=3639443 NIST, The Economic Impacts of Inadequate Infrastructure for Software Testing (2002) https://www.nist.gov/system/files/documents/director/planning/report02-3.pdf Martin Fowler, Is High Quality Software Worth the Cost? https://martinfowler.com/articles/is-quality-worth-cost.html Martin Fowler, Technical Debt (Cunningham) https://martinfowler.com/bliki/TechnicalDebt.html Martin Fowler, Technical Debt Quadrant https://martinfowler.com/bliki/TechnicalDebtQuadrant.html Brooks, No Silver Bullet https://www.cs.unc.edu/techreports/86-020.pdf Brooks, The Mythical Man-Month https://www.amazon.co.jp/dp/4865944583
Reduce Work - It Intensifies It https://hbr.org/2026/02/ai-doesnt-reduce-work-it-intensifies-it Cognitive Debt (Rockoder) https://www.rockoder.com/beyondthecode/cognitive-debt-when-velocity-exceeds-comprehension/ Ankit Jain, How to Kill the Code Review https://www.latent.space/p/reviews-dead Beller et al., DAT (Diff Authoring Time at Meta) https://arxiv.org/pdf/2503.10977 McKinsey, Demystifying Digital Dark Matter https://www.mckinsey.com/capabilities/mckinsey-digital/our-insights/demystifying-digital-dark-matter-a-new-standard-to-tame-technical-debt McKinsey, measuring developer productivity / AI governance NBER, firm-level AI adoption vs organizational outcomes CMR, Seven Myths about AI and Productivity https://cmr.berkeley.edu/2025/10/seven-myths-about-ai-and-productivity-what-the-evidence-really-says/ MIT Sloan, Why AI Will Not Provide Sustainable Competitive Advantage https://shop.sloanreview.mit.edu/store/why-ai-will-not-provide-sustainable-competitive-advantage Ishigaki, tech debt early detection (Speaker Deck) https://speakerdeck.com/i35_267/ji-shu-fu-zhai-no-yu-zhao-jian-zhi-to-zhuang-kuang-yi-bian-nosusume Ishigaki, is development productivity profitable (Speaker Deck) https://speakerdeck.com/i35_267/is-development-productivity-profitable Ryuzee, showing working software at short intervals https://www.ryuzee.com/contents/blog/14593 参考文献