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Lab // Growth Loops and Referrals

What is a K-factor and how do you calculate it?

The short answer

A K-factor measures viral growth: the number of new users each existing user brings in. You calculate it by multiplying invites sent per user by the share of invites that convert. A K below 1 means referrals fade, while a K above 1 means each wave of users is larger than the last.

Key takeaways
  • K = invites per user × invite conversion rate.
  • K below 1 still lowers acquisition cost.
  • Cycle time sets how fast growth happens.

The formula

If each user sends 3 invites and 15% of invites convert, K is 3 × 0.15, or 0.45. A base of 1,000 users settles near 1,000 ÷ (1 - 0.45), or 1,818 users, so referrals add 818.

Where the idea comes from

Epidemiologists use a reproduction number to predict whether a disease spreads or fades. A value above 1 means each case causes more than one new case. K-factor is the same number applied to invites.

Why K below 1 still pays

Most products never reach a K of 1. A K of 0.3 still means 30 percent of your new users arrive without paid acquisition, which lowers blended customer acquisition cost by roughly the same share.

Improve conversion before volume

Doubling invite conversion is often easier than doubling invites sent, because a better invite page or incentive lifts every invite. Test the invite message, the landing page and the reward one at a time.

Free tool / Epidemiology

Will referrals compound or fizzle?

Viral Growth Simulator

Questions about Growth Loops and Referrals

What is a good K-factor?

Most products sit between 0.1 and 0.5. A sustained K above 1 is rare.

Does K-factor include cycle time?

No. Cycle time is a separate number that decides how quickly each wave arrives.

Can B2B products have a K-factor?

Yes, through invites to teammates and shared workspaces, though values are usually lower.

Key terms

Written by

Kartikeya Awasthi, Co-founder, InTrendz Media

Kartikeya has 12 years of experience across Accenture, EY, Coforge and other enterprises. He holds an MBA from NMIMS Mumbai and has received CII National Gold and Silver awards for AI and Industry 4.0 work. He writes and reviews every Growth Lab article. More about the author

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