• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia

Trendingnow

1

Social Security's 2032 deadline puts a 22% cut on the table — but Washington has way less room to negotiate than 1983

2

Boomers actually do hold most of the wealth and power. So why do they call it 'whiny' to point that out?

3

CEO of $20 billion AI firm Perplexity says the secret to success is ‘sleeping with that fear’ that your competitor will steal your idea

1

Social Security's 2032 deadline puts a 22% cut on the table — but Washington has way less room to negotiate than 1983

2

Boomers actually do hold most of the wealth and power. So why do they call it 'whiny' to point that out?

3

CEO of $20 billion AI firm Perplexity says the secret to success is ‘sleeping with that fear’ that your competitor will steal your idea
TechPredictions

How employees who bet can guide a company’s future

Fortune Editors
By
Fortune Editors
Fortune Editors
Down Arrow Button Icon
Fortune Editors
By
Fortune Editors
Fortune Editors
Down Arrow Button Icon
December 16, 2010, 3:00 AM ET

By Chris Taylor, MIT Technology Review

The need to predict the future, as exciting as it sounds, crops up in corporate life in terribly mundane ways. Case in point: large videogame companies need to know where to put their marketing dollars many months before they complete their games. Inevitably, some games will be stinkers, hardly worth the investment of an ad campaign. But how do you know which ones?

Here’s how one very large videogame company used to guess the answer: its marketing people would predict the score their games in progress would garner on the website Metacritic, which aggregates game reviews. But why would the marketing people know more than the game’s developers?

Three years ago, a startup called Crowdcast suggested a different tactic. Why not take hundreds of your lowliest employees, the ones in the trenches who are actually making and testing these games, and ask them what they think the Metacritic scores will be? Better yet, why not give them each $10,000 in play money and ask them to bet on the outcome? Let them accumulate a pot of pretend wealth if they’re right. Turn game marketing prediction into, well, a game.

To the executives’ delight, the employees’ Metacritic predictions turned out to be 32 percent more accurate. More disturbingly, their accuracy was inversely proportional to their place in the hierarchy. The closer you got to the C-suites, the less of a clue you had—and the lower your pretend wealth in Crowdcast’s game.

That embarrassing factoid might explain why this particular videogame company, like many Crowdcast customers, wants such stories to remain anonymous. “It’s kind of experimental,” explains Mat Fogarty, Crowdcast’s sardonic British CEO, “and it may undermine the credibility of their awesome management.”

Indeed, anonymity and uncomfortable revelations in the boardroom are Crowdcast’s stock-in-trade. The San Francisco startup already boasts clients and partners as diverse as Hallmark, Hershey’s, and Harvard Business School. It is built on the back of years of research into how internal prediction markets work. In such a market, managers ask employees questions about the future of their product and let them bet on the answers, without knowing who bet what. The results can be scarily accurate.

The Crowdcast platform

In September, Crowdcast ran a prediction market for a large American car company, one that normally runs its designs for new autos through a car clinic—a lengthy and expensive kind of focus group of buyers. Crowdcast’s project involved asking engineers and factory supervisors what they thought the outcome of the car clinic would be.

Forty questions were in front of these ground-floor experts at any given time during the market. For example: What percentage of buyers will list this car’s dashboard as its most important feature? The trial market was so accurate that the car company will be trying another in January. The auto giant now has a new way to cut costs: use these predictions markets instead of expensive car clinics at least a third of the time.

Crowdcast calls the space it’s in “social business intelligence” rather than crowdsourcing. “Within your organization, there are people who know true future outcomes and metrics,” says Leslie Fine, Crowdcast’s chief scientist. “When is your product going to ship? How well will it do? Normally, crowdsourcing asks for creative content. We’re asking for quantitative opinions.”

Put that way, it sounds a lot more respectable than “get your employees to play a kind of fantasy football with sales and shipping dates.” But make no mistake—that’s actually what Crowdcast does. That used to be a hard sell, Fogarty admits: “It seemed weird to be talking about playing games at work and using Monopoly money.”

But the gaming approach has gotten easier as more executives have heard about large-scale prediction markets like InTrade, which accurately forecasted the results of the 2008 and 2010 elections, and the Hollywood Stock Exchange, which predicts the success or failure of major movies. The current craze for “game dynamics” in apps like Foursquare and SCVNGR, which let users rack up points for various tasks, also helped drive the idea home. Crowdcast differs from other prediction markets, however, because users don’t get to bet on any outcome they can name. Instead, the company runs closed markets where top executives get to pose the questions.

Part of what’s fascinating about Crowdcast’s approach is how wildly inequitable it is—much like capitalism itself. The democratic, politically correct thing to do would have been to hand those auto employees survey forms, and count all their voices equally. But that would not have given the more prescient ones a louder voice. “We’re trying to create a meritocracy of information,” says Fine, who spent more than a decade studying prediction markets at HP Labs and holds several patents in the field. In theory, if you make bad bets, you go bankrupt. (In practice, these virtual bankruptcies happen rarely, and Fine can provide a back-end bailout by gifting every employee an extra $10,000, say.)

What crowdcasting proves is that even play money talks—and losers walk. Studies show there’s no practical difference between using real money and play money in this context—both equally represent a person’s intention. It turns out you put your money where your mouth is, even if it’s Monopoly money. And as much as the best players like racking up millions of fake dollars, here’s the answer participants most frequently give as the reason they enjoy the game: “I believe management is listening to me through this tool.”

Management, however, doesn’t always like what it’s hearing. The biggest blow of Crowdcast’s young life came when it ran a trial market for a consumer goods company, one that makes a popular household lubricant. The market was asked about sales figures, new customer acquisition, and the price of oil (vital for lubricants) at the end of the month. In every metric, the market was more accurate than the company’s official forecast. “We nailed it,” says Fine. After presenting their results, “we were high-fiving each other.”

But Crowdcast didn’t win the contract—because it had failed to connect with the head of sales, a 20-year veteran of the company who simply ignored the evidence. As much as it believes math should win any argument, the startup is learning the importance of the personal touch. If the marketing department says a product will ship on time, but engineering is more bearish, some boardrooms may prefer to cling to the marketing fantasy. Crowdcast’s next task, therefore, is figuring out how to make an eminently disruptive tool look less threatening to “awesome management.”

Copyright Technology Review 2010.

About the Author
Fortune Editors
By Fortune Editors
See full bioRight Arrow Button Icon

Latest in Tech

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Fortune Secondary Logo
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • World's Most Admired Companies
  • See All Rankings
  • Lists Calendar
Sections
  • Finance
  • Fortune Crypto
  • Features
  • Leadership
  • Health
  • Commentary
  • Success
  • Retail
  • Mpw
  • Tech
  • Lifestyle
  • CEO Initiative
  • Asia
  • Politics
  • Conferences
  • Europe
  • Newsletters
  • Personal Finance
  • Environment
  • Magazine
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
  • Group Subscriptions
About Us
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in Tech

Dario Amodei, Anthropic CEO
AIAnthropic
A warning from Amazon led the White House to shut down Anthropic’s Mythos model
By Beatrice NolanJune 14, 2026
7 hours ago
Canadian Prime Minister Mark Carney warns U.S. restrictions on new Anthropic AI models show danger of relying too much on American providers
AICanada
Canadian Prime Minister Mark Carney warns U.S. restrictions on new Anthropic AI models show danger of relying too much on American providers
By Rob Gillies, Jason Ma and The Associated PressJune 14, 2026
9 hours ago
SpaceX surge further boosts Saudi billionaire prince’s fortune
InvestingSaudi Arabia
SpaceX surge further boosts Saudi billionaire prince’s fortune
By Adveith Nair and BloombergJune 14, 2026
13 hours ago
Wall Street is gaining access to new catastrophe models to help predict wars
BankingWar
Wall Street is gaining access to new catastrophe models to help predict wars
By Gautam Naik and BloombergJune 14, 2026
13 hours ago
People wait outside a building
AIJobs
AI job disruption is here. The problem may be compounded because nearly 75% of people don’t apply for unemployment benefits
By Jacqueline MunisJune 14, 2026
13 hours ago
Just months after Trump warned states not to regulate AI, Republican and Democratic lawmakers are doing it anyway
Politicsregulation
Just months after Trump warned states not to regulate AI, Republican and Democratic lawmakers are doing it anyway
By Marc Levy and The Associated PressJune 14, 2026
13 hours ago

Most Popular

Social Security's 2032 deadline puts a 22% cut on the table — but Washington has way less room to negotiate than 1983
Personal Finance
Social Security's 2032 deadline puts a 22% cut on the table — but Washington has way less room to negotiate than 1983
By John W. Diamond and The ConversationJune 12, 2026
2 days ago
Boomers actually do hold most of the wealth and power. So why do they call it 'whiny' to point that out?
Economy
Boomers actually do hold most of the wealth and power. So why do they call it 'whiny' to point that out?
By Nick LichtenbergJune 14, 2026
17 hours ago
CEO of $20 billion AI firm Perplexity says the secret to success is ‘sleeping with that fear’ that your competitor will steal your idea
Success
CEO of $20 billion AI firm Perplexity says the secret to success is ‘sleeping with that fear’ that your competitor will steal your idea
By Preston ForeJune 13, 2026
2 days ago
Iran proved it can close the Strait of Hormuz, but the U.S. is advertising very loudly that the world's top superpower can at least punch open a hole
Energy
Iran proved it can close the Strait of Hormuz, but the U.S. is advertising very loudly that the world's top superpower can at least punch open a hole
By Jason MaJune 14, 2026
10 hours ago
Gen Z fled San Francisco for Texas and Florida. Now they’re turning ‘welcomer cities’ into the next big tech towns
Real Estate
Gen Z fled San Francisco for Texas and Florida. Now they’re turning ‘welcomer cities’ into the next big tech towns
By Sydney LakeJune 13, 2026
2 days ago
The Gen Z cofounder of $1.6 billion Whop says his platform has minted over 650 millionaires—he wants to make work fun and money worries obsolete
Success
The Gen Z cofounder of $1.6 billion Whop says his platform has minted over 650 millionaires—he wants to make work fun and money worries obsolete
By Emma BurleighJune 14, 2026
18 hours ago

© 2026 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.