Part 9 of 12 in Don’t Kill the Golden Goose: Building Mission-Controlled Companies in India← Part 8Part 10 →
This chapter explains how measured targets can distort decisions when they stop reflecting a company’s real purpose. It helps Indian startups choose metrics that show customer outcomes, trust, product quality, and sustainable mission progress.
- Vanity metrics look impressive but do not reliably predict success.
- Surrogation happens when a measure becomes the target and replaces the goal it was meant to represent.
- GMV, app downloads, headcount growth, and burn rate can act as false proxies in Indian startups.
- Mission metrics should sit alongside financial measures and track outcomes such as learning gains, clinical results, or customer goals.
- Improving numbers without improving reality can weaken the company’s long-term value.
Organizations optimize around the things they measure. Vanity metrics look impressive but do not predict success. Worse are false proxies—metrics that create the illusion of progress while undermining the actual goal. When customer service is measured by call duration, the experience gets worse even as the numbers improve. This is surrogation: the measure becomes the target, and people forget what it was supposed to represent.
In Indian startups the most common false proxies are GMV, app downloads, headcount growth, and burn rate. These are easy to report to investors. They are often unrelated to, or even opposed to, long-term value creation. True metrics track customer outcomes, employee trust, product quality, and the ability to sustain the mission without continuous external capital.
Competing priorities must be resolved through ethos, not expediency. The question is not “Which number is higher?” but “Which decision is consistent with the character we claim to have?” AI can help here by making it possible to track leading indicators of trust and mission alignment that were previously invisible.
A practical approach is to maintain a small set of “mission metrics” alongside the financial ones. For a healthcare company, this might include clinical outcomes and patient-reported experience, not just revenue per bed. For an education company, it might include learning gains and completion quality, not just enrollments. For a fintech, it might include the percentage of customers who achieve their stated financial goals, not just transaction volume. These metrics are harder to game and more predictive of long-term survival.
When a measure becomes the target, people will find ways to improve the measure without improving the underlying reality. Indian companies that have lived through aggressive growth phases know this pattern well. Sales teams hit targets by selling products customers do not need. Engineering teams ship features that increase engagement while decreasing user wellbeing. The numbers improve. The golden goose weakens.
Frequently asked questions
What is surrogation in business metrics?
Surrogation occurs when a measure becomes the target, causing people to forget what it was intended to represent.
What are common false proxies in Indian startups?
Common false proxies include GMV, app downloads, headcount growth, and burn rate. These figures can be easy to report but may not reflect long-term value creation.
What are mission metrics?
Mission metrics are measures maintained alongside financial metrics to track outcomes such as clinical results, patient experience, learning gains, completion quality, or customers achieving financial goals.
Why can improving a metric weaken a company?
People may improve the measure without improving the underlying reality, such as selling unneeded products or increasing engagement while reducing user wellbeing.