23bits unicorngrid articleLarge

It used to be a rare thing when start-ups were valued at $1 billion or more by their investors. Now it’s become so common that there are at least 131 start-ups boasting such valuations and a term — “unicorns” — to refer to the companies.

So which start-ups are next to reach the unicorn level? CB Insights, a research firm that tracks venture capital and start-ups, recently ran a data screen for The New York Times to answer the question. The exact valuations of the companies are hard to pin down because the start-ups are private and are not required to disclose their finances, but CB Insights determined that they might be on a path toward a $1 billion value through an algorithm that analyzed factors including amount of financing raised, employee turnover and social media mentions.

Here are the results, arranged alphabetically:

17zuoye

What it does: Online education
Where it’s based: Beijing

3D Robotics

What it does: Drones
Where it’s based: Berkeley, Calif.

Airware

What it does: Software and services to power drones
Where it’s based: San Francisco

AvantCredit

What it does: Financial technology
Where it’s based: Chicago

Beepi

What it does: Online car marketplace
Where it’s based: Los Altos, Calif.

Betterment

What it does: Online investing service
Where it’s based: New York

Coinbase

What it does: Bitcoin wallet
Where it’s based: San Francisco

Collective Health

What it does: Online health insurance
Where it’s based: San Mateo, Calif.

Cyanogen

What it does: Mobile software
Where it’s based: Palo Alto, Calif.

Deliveroo

What it does: Online food delivery
Where it’s based: London

DigitalOcean

What it does: Cloud computing services
Where it’s based: New York

Dollar Shave Club

What it does: Online razor sales
Where it’s based: Venice, Calif.

DoorDash

What it does: Online food delivery
Where it’s based: Palo Alto, Calif.

Edaija

What it does: Mobile driving services
Where it’s based: Beijing

Elastic

What it does: Data analytics
Where it’s based: Amsterdam and Mountain View, Calif.

Ele.me

What it does: Online food delivery
Where it’s based: Shanghai

Flatiron Health

What it does: Health care technology
Where it’s based: New York

Freshdesk

What it does: Customer support software
Where it’s based: San Francisco

Greenhouse Software

What it does: Recruiting software
Where it’s based: New York

Grofers

What it does: Mobile delivery
Where it’s based: Gurgaon, India

Harry’s

What it does: Online razor sales
Where it’s based: New York

HelloFresh

What it does: Online food delivery
Where it’s based: Berlin

HotelTonight

What it does: Mobile hotel booking
Where it’s based: San Francisco

Intercom

What it does: Customer communication technology
Where it’s based: San Francisco

Mixpanel

What it does: Mobile analytics
Where it’s based: San Francisco

Munchery

What it does: Online food delivery
Where it’s based: San Francisco

Okta

What it does: Identity and mobility technology
Where it’s based: San Francisco

One Medical

What it does: Medical services
Where it’s based: San Francisco

Optimizely

What it does: Technology to optimize websites
Where it’s based: San Francisco

Oyo Rooms

What it does: Online hotel booking
Where it’s based: New Delhi

PillPack

What it does: Online pharmacy
Where it’s based: Boston

Planet Labs

What it does: Satellites and imaging
Where it’s based: San Francisco

Postmates

What it does: On-demand delivery
Where it’s based: San Francisco

Practice Fusion

What it does: Online electronic health records
Where it’s based: San Francisco

Privia Health

What it does: Health care technology
Where it’s based: Arlington, Va.

Raise Marketplace

What it does: Online marketplace for gift cards
Where it’s based: Chicago

Rethink Robotics

What it does: Robotics
Where it’s based: Boston

Skyhigh Networks

What it does: Cloud security software
Where it’s based: Campbell, Calif.

Sonos

What it does: Wireless speakers and home audio
Where it’s based: Santa Barbara, Calif.

Squarespace

What it does: Online marketing tools
Where it’s based: New York

Stack Exchange

What it does: Communities for programmers
Where it’s based: New York

Stitch Fix

What it does: Online personal stylists for women
Where it’s based: San Francisco

Taboola

What it does: Online marketing
Where it’s based: New York

Takealot Online

What it does: Online shopping
Where it’s based: Cape Town

Thumbtack

What it does: Online services marketplace
Where it’s based: San Francisco

Upwork Global

What it does: Online marketplace for work
Where it’s based: Mountain View, Calif.

Uxin Pai

What it does: Online used car auctions
Where it’s based: Beijing

Wealthfront

What it does: Online investment management
Where it’s based: Palo Alto, Calif.

ZenPayroll

What it does: Online payroll
Where it’s based: San Francisco

Zuora

What it does: Online billing and other tools
Where it’s based: Foster City, Calif.

Original Article by New York Times