Analyst Dojo
Lesson 4 of 4 6–9% of the exam

Network effects and platform business models

A network effect means each new user makes the network more valuable to the others. In one-sided networks all users are alike; in two- or multi-sided platforms different groups attract each other, such as buyers and sellers. Network effects create strong barriers to entry, so a few platforms often dominate.

4 min cram, 20 min full read. Based on the 2027 CFA® Program Level I curriculum, Corporate Finance, Learning Module 7. Also part of the 2026 curriculum, so it applies to the November 2026 exam too.

Tailor this to you: take the self-assessment

Before this: Conventional business models, variations and innovation

On the exam

  • Describe various types of business models

Describe network effects and platform business models. Expect: define a network effect; classify an example as one-sided or multi-sided; crowdsourcing; why network effects raise barriers to entry; and, as an illustration of why value grows faster than users, a count of possible connections.

How deeply to learn each part
Know the idea
Understand it in general. It frames other topics, but you will not calculate with it.
Use it
Understand it well enough to solve a question with it. Recognize when it applies.
Memorize
Learn it by heart. The exam will not give it to you.

You know this one. The full lesson is folded away. The takeaways, formulas and checkpoint below are your quick refresher, and the checkpoint is a fair test of whether you still do.

You tested strong here. The full lesson is folded away. The takeaways, formulas and checkpoint below are your quick refresher, and the checkpoint is a fair test of whether you still know it.

Cram mode: the one-screen version of this lesson. Switch to Full for the explanations, worked examples and interactives.

What are network effects?

Network effects are the increase in a network’s value to its users as more users join. A telephone is useless alone and valuable when everyone you know has one. Many internet businesses are built on this idea: messaging and payment apps, online classifieds, social media and ride-sharing. Network effects also exist in older, pre-internet businesses such as telephone service, card payment systems and stock exchanges. Digital technology did not invent them; it made them cheaper and faster to build.

In all these businesses the key metric is the number of users and their growth rate. They draw on both economies of scale and scope, but they are not the same as scale. Economies of scale lower the cost of each unit produced; network effects raise the value each user gets.

Once a network reaches enough users, it becomes attractive to marginal users too, which further speeds growth. That threshold is its critical mass .

One-sided or multi-sided?

In a one-sided network only one type of user matters to the other users. Telephone services and peer-to-peer payment apps are examples: connections between users are what counts, and there is only one kind of user. Once the network is large enough, the cost of adding another user is lower than the revenue the user brings.

In a two-sided network , there are two types of user, such as buyers and sellers in an online marketplace. A multi-sided platform has two or more. Typical examples are card networks (cardholders and merchants), digital marketplaces (hosts and guests) and food delivery apps (diners, restaurants and couriers). As each group grows, it attracts the others: more diners bring more orders, which attract more restaurants and couriers, which attract more diners. These loops make multi-sided platforms capable of exponential growth.

One-sidedTwo- or multi-sided
Usersone type; all connect with each othertwo or more types that need each other
Examplesa messaging app; a peer-to-peer payment appa card network; a delivery app
Growth enginemore users, more people to reachmore buyers attract more sellers, who attract more buyers
Key metricnumber and growth of usersusers on each side and transactions between them
InteractiveWhy bigger networks pull ahead

Try this 0 of 3

  • Triple the network from 10 to 30 users
  • Grow the network to 60 users
  • Switch to two-sided and find the split of 20 users with the most connections

One-sided: every user is the same kind and any two can connect, so possible connections = n(n − 1) ÷ 2.

Users10
Possible connections45
Others each user can reach9
Versus 10 usersusers 1.0×, connections 1.0×

Ten users can form 45 connections. Add an 11th and it brings 10 new connections, not 1.

  • Possible connections
  • Users (one unit each)
3378861,4341,9822102030405060Users10
Show working

Each of the 10 users can connect with the other 9; that counts every pair twice, so possible connections = n(n − 1) ÷ 2 = 10 × 9 ÷ 2 = 45.

Versus the 10-user network: users 10 ÷ 10 = 1.0×; connections 45 ÷ 45 = 1.00×. At 100 users there would be 4,950 (users 10×, connections 110×).

This is a rule of thumb for showing why value grows faster than users, not a formula to memorize. It is not economies of scale: there, cost per unit falls; here, value per user rises.

Count the connections on your calculator
  1. 10×9÷2=45 possible connections
  2. 45÷45=1.00 times the 10-user network
  1. 10ENTER9×2÷45 possible connections
  2. 45ENTER45÷1.00 times the 10-user network

ENTER enter (on the HP, puts the number on the stack)

Each new user adds more than one unit of value, which is why platforms race for scale.
Kinds of network and platform
Network effectsvalue to each user rises as more users join
  • One-sided network Memorize one type of user, all connect with each other
    • Telephone and messaging more people to reach
    • Peer-to-peer payments more people to pay
  • Two-sided or multi-sided platform Memorize two or more user types that need each other
    • Card networks cardholders and merchants
    • Digital marketplaces hosts and guests, buyers and sellers
    • Delivery apps diners, restaurants and couriers
  • Crowdsourcing Memorize often built in: users create the content or product

How fast does value grow with users?

A simple rule of thumb shows why platforms race for scale. If every pair of users in a one-sided network can connect, the number of possible connections between nn users is n(n−1)/2n(n-1)/2. Each of the nn users can link to n−1n-1 others, and dividing by two stops each pair being counted twice. This is an illustration, not a valuation formula.

Possible connections in a one-sided network Know the idea
C=n (n−1)2C = \frac{n\,(n - 1)}{2}

Ten users have 45 possible connections. One hundred users have 4,950. Users grew ten times, but connections grew about 110 times.

Rearrange itPossible connections in a one-sided network: solve for any input
The question asks for
A messaging network has 18 users, and any two can connect. The number of possible connections is closest to:

18 × 17 ÷ 2 = 153

Possible connections, C153

On your calculator
  1. 18×17÷2=153
  1. 18ENTER17×2÷153

ENTER enter (on the HP, puts the number on the stack)

On a two-sided platform, only links between the groups count. Buyer-to-buyer links do not create value, so the count is buyers times sellers.

Possible connections on a two-sided platform Know the idea
X=B×SX = B \times S
Rearrange itCross-side connections on a two-sided platform: solve for any input
The question asks for
A marketplace has 60 buyers and 40 sellers, and only buyer-seller connections count. The number of possible connections is closest to:

60 × 40 = 2400

Possible buyer-seller connections, X2400

On your calculator
  1. 60×40=2400
  1. 60ENTER40×2400

ENTER enter (on the HP, puts the number on the stack)

What is crowdsourcing?

Network business models often include crowdsourcing , in which users contribute directly to the product or service. Examples include social media and short-video feeds, open-source software, wikis, and customer reviews and ratings. The company builds the service and sets rules, and the community supplies the content, with a small amount of moderation and oversight from the host. In effect, the company creates a service that users build.

Why do network effects create barriers to entry?

Network effects create strong barriers to entry and are a form of competitive advantage. A network’s value to each user rises with its size, so users gravitate toward the biggest network. A challenger must reach critical mass against a larger incumbent, and a challenger that merely matches the incumbent’s price still offers fewer people to reach. The result is that a few platforms often dominate, so industries with strong network effects tend to concentrate.

Exam tip Scale lowers the cost of each unit. Network effects raise the value to each user. Different advantage, same barrier.

Go deeper Disintermediation

Disintermediation is the displacement of an established intermediary. An online travel platform is itself a two-sided network (travelers and hotels); by automating research, price comparison and booking, it displaced many traditional travel agents and shifted the balance of power between agencies and hotels. The remaining agencies have to specialize. Hotels responded by investing in their own websites, customer data and direct booking.

Go deeper Network effects in industry analysis

When an analyst studies an industry, network effects show up as a barrier to entry and as a driver of concentration. A market where one or two platforms hold most users will show a high concentration ratio, and an entrant faces a harder path than in a market where customers can use several services at once. Ask whether users can easily use rival networks at the same time, and whether the platform charges one side and subsidizes the other.

Memorize this

MemorizeOne-sided versus multi-sided

One-sidedTwo- or multi-sided
Usersone type; all connect with each othertwo or more types that need each other
Examplestelephone, messaging app, peer-to-peer paymentscard network (cardholders and merchants), marketplace, delivery app
Growth enginemore users, more people to reachmore buyers attract more sellers, who attract more buyers
Key metricnumber and growth of usersusers on each side and transactions between them

Memory hook Count the kinds of user. One kind, one-sided. Two or more kinds that need each other, multi-sided.

Know it cold Network effects = value per user rises with the number of users. Economies of scale = cost per unit falls with output.

MemorizeWhat network effects do

FactDetail
Barrier to entryRaise it: users gravitate to the biggest network
Where they occurold (telephones, card networks, exchanges) and new (internet platforms)
Crowdsourcingusers create the product, the host sets rules and moderates
Connectionsany pair can connect: n(n−1)/2n(n-1)/2; ten users give 45, 100 give 4,950

Memory hook Ten times the users, about 110 times the connections.

Know it cold Digital technology made network effects cheaper to build; it did not invent them.

Kinds of network and platform
Network effectsvalue to each user rises as more users join
  • One-sided network Memorize one type of user, all connect with each other
    • Telephone and messaging more people to reach
    • Peer-to-peer payments more people to pay
  • Two-sided or multi-sided platform Memorize two or more user types that need each other
    • Card networks cardholders and merchants
    • Digital marketplaces hosts and guests, buyers and sellers
    • Delivery apps diners, restaurants and couriers
  • Crowdsourcing Memorize often built in: users create the content or product
Possible connections in a one-sided network Know the idea
C=n (n−1)2C = \frac{n\,(n - 1)}{2}
Quick example

15 users, any two of whom can connect: 15 × 14 ÷ 2 = 105 possible connections.

On your calculator
  1. 15×14÷2= 105
  1. 15ENTER14×2÷ 105

ENTER enter (on the HP, puts the number on the stack)

Possible connections on a two-sided platform Know the idea
X=B×SX = B \times S
Quick example

120 buyers and 80 sellers: only buyer-seller pairs count, so 120 × 80 = 9,600 possible connections.

On your calculator
  1. 120×80= 9600
  1. 120ENTER80× 9600

ENTER enter (on the HP, puts the number on the stack)

How it is asked

  1. Define the term

    Network effects best describes:

    The rising value of a network to its users as more users join. Trap: falling unit costs (economies of scale).

  2. One-sided or multi-sided?

    A home-repair app connecting homeowners, tradespeople and parts suppliers is a:

    Multi-sided platform: three user types need each other. Trap: one-sided.

  3. Effect on competition

    Network effects are most likely to:

    Raise barriers to entry. A challenger must reach critical mass against a larger network.

  4. Possible connections

    12 users, any two can connect. Possible connections?

    12 × 11 ÷ 2 = 66. Traps: 132 (forgetting to halve), 144 (n squared).

Exam traps

  • Calling a card network one-sided. Cardholders and merchants are two sides that need each other.
  • Thinking network effects exist only in internet businesses. Telephones, card networks and exchanges are older examples.
  • Confusing economies of scale with network effects. Scale lowers the cost per unit; network effects raise the value per user.
  • Counting every pair twice. Connections between n users are n(n − 1) ÷ 2, because a link between A and B is the same link as B and A.

Checkpoint

5 exam-style questions. About 90 seconds each.

  1. 1"Network effects" best describes:

  2. 2A home-repair app connects homeowners, independent tradespeople and parts suppliers, and each group uses it because the others do. The app is an example of a:

  3. 3Network effects are most likely to:

  4. 4A messaging app has 20 users, and any two of them can connect. The number of possible connections is closest to:

  5. 5A marketplace has 50 buyers and 30 sellers. Only buyer-seller connections count. The number of possible connections is closest to:

Key takeaways

  • A network effect: value per user rises as more users join.
  • One-sided networks have one type of user; two- and multi-sided platforms have groups that attract each other.
  • Crowdsourcing lets users build the product, with the host setting rules and moderating.
  • Network effects are a strong barrier to entry, and markets tend to concentrate.
Possible connections in a one-sided network Know the idea
C=n (n−1)2C = \frac{n\,(n - 1)}{2}
Quick example

15 users, any two of whom can connect: 15 × 14 ÷ 2 = 105 possible connections.

On your calculator
  1. 15×14÷2= 105
  1. 15ENTER14×2÷ 105

ENTER enter (on the HP, puts the number on the stack)

Possible connections on a two-sided platform Know the idea
X=B×SX = B \times S
Quick example

120 buyers and 80 sellers: only buyer-seller pairs count, so 120 × 80 = 9,600 possible connections.

On your calculator
  1. 120×80= 9600
  1. 120ENTER80× 9600

ENTER enter (on the HP, puts the number on the stack)

All Corporate Finance formulas, every lesson

Practice exam-style questions on Business Models

Questions about this lesson?

Where this comes back

Questions candidates ask

What are network effects?

A network effect is the increase in a network's value to its users as more users join. Telephones, card networks, exchanges, messaging apps and marketplaces all show it. The key metric is the number of users and how fast it grows.

What is a two-sided platform?

A two-sided (or multi-sided) platform serves two or more groups that need each other, such as cardholders and merchants, or hosts and guests. Growth on each side attracts the other, creating a loop. The platform tracks users on every side and the transactions between them.

Why do network effects create barriers to entry?

Value rises with size, so users prefer the biggest network and challengers struggle to reach critical mass. An entrant that matches an incumbent's price still offers fewer people to reach, so established platforms are hard to dislodge and markets often concentrate.

What is crowdsourcing in a business model?

Users contribute directly to the product, such as reviews, open-source code, wikis and short-video feeds. The company sets the rules and moderates lightly, while the community builds most of the content.

Spotted an error? Tell us and we will fix it.

  1. What a business model describes: who, what, where, how much and how
  2. Pricing and revenue models
  3. Conventional business models, variations and innovation
  4. Network effects and platform business models

Ask Sensei Listen instead

Questions on Network effects and platform business models

Learn with Sensei, out loud The voice tutor, in early access

Sensei teaches the lesson aloud and stops when you interrupt: "wait, why is the geometric mean lower?" It answers with the lesson's own example, then quizzes you by voice. Every account can try Sensei on one module, with one voice question.

USD 149 a month founding price (regular USD 199), kept for as long as you stay subscribed. Everything in Plus included.

In active development and improving every day. Send feedback · Plans and pricing

Analyst Dojo Plus

Your free review list holds 10 items.

Plus keeps everything you save, for USD 19 a month. To make room on the free plan, remove something from your review list.

See Plus

Lessons, checkpoints and the lesson questions in practice stay free. Compare plans