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

Trendingnow

1

Mark Cuban says he has the solution to growing income inequality, and it's to reward every employee—from CEO to janitor—with company stock

2

‘I want to die broke’: Billionaire philanthropist Denny Sanford dies after giving away $4 billion

3

'Dr. Doom' Nouriel Roubini says we're headed for universal basic income or 'some form of socialism' as AI revolutionizes work—He calls that optimistic

1

Mark Cuban says he has the solution to growing income inequality, and it's to reward every employee—from CEO to janitor—with company stock

2

‘I want to die broke’: Billionaire philanthropist Denny Sanford dies after giving away $4 billion

3

'Dr. Doom' Nouriel Roubini says we're headed for universal basic income or 'some form of socialism' as AI revolutionizes work—He calls that optimistic
CommentaryEconomy

Business Needs a Better Way to Predict the Next Economic Downturn

By
Rob Bernshteyn
Rob Bernshteyn
Down Arrow Button Icon
By
Rob Bernshteyn
Rob Bernshteyn
Down Arrow Button Icon
July 11, 2019, 2:19 PM ET
Add Fortune on Google for similar content.

Experience and intuition only go so far. To make smart decisions, all business leaders must turn to data—about our competitors, about our pipeline, and about the health of our economy today and tomorrow. But not all data are created equal. And the most reliable economic indicator is something we don’t traditionally turn to: how businesses are spending money today.

For my entire career, I’ve looked for economic indicators I can trust. If a recession is looming, I want to know as soon as possible so I can ensure my company’s stability and continued growth. And if the coming months ahead will be strong for the national and global economies, I want to know that so I can put more dollars into expanding our offerings, hiring top talent, and investing in marketing to increase our pipeline.

In the early 2000s, I worked for Siebel Systems, then a rapidly-growing Fortune 500 company with 70% market share in customer relationship management software. Our CEO was able to examine his sales pipeline data, which had been growing at a record quarterly pace for many years before abruptly slowing, to predict the dotcom bubble bust. Not only was he able to warn of a coming recession, but he was able to get ahead of it a month before it started.

Still, there were shortcomings to that approach. It relied on salespeople to put accurate data into our database about their potential deals, and it only provided visibility into one segment of the broader software industry.

As business leaders, we cannot use our sales numbers to predict the health of the entire economy, so we are forced to use indicators that fail us time and again. Today’s leading indicators are insufficient. For example, the stock market is based on earnings estimates and expected future growth, not actual earnings, and can be artificially inflated by the government. Other leading indicators tell us about the creation of goods, but not when they are actually purchased. So we turn to lagging indicators, such as reports on the GDP, to help provide insights in which we can base business decisions. But while GDP it is a decent indicator of the current health of the economy, it does not tell us where the economy is headed.

To try to solve for this, economists look at a number of factors to try to predict future economic health. Among them: tax revenue, satellite data of a country’s nighttime lights, overall electricity consumption, even maritime trade. But it’s still imperfect data based on past behavior or human confidence in future performance. And business leaders will find little excuse for failing to see and get ahead of a downturn that threatens their companies.

What if we had access to a data set based on how businesses are behaving? Perhaps we might find that companies in a given industry, or even across industries, are reducing spending or lengthening approval times. If we could see how companies are spending—and not how they plan to spend—we might be able to more accurately predict economic health.

It starts with collecting spending data. Here’s the good news: Today’s cloud-based technologies that help businesses manage their spend can also “see” behavior as it happens. Add a few machine learning capabilities to the mix and we might have a way to make a prediction.

Even the fiercest competitors typically reluctant to share data are willing to share spending information if it’s anonymized and aggregated at scale. So long as there’s a clear value exchange, we’re evolving as a society to willingly share information anonymously.

At Coupa, we want to help businesses do better and learn from others. Our core belief is that none of us is as smart as all of us. So we explored a leading indicator based on behavior, rather than opinions or lagging data. We reviewed billions of dollars of spend transactions and tested our hypothesis that business spend is an effective leading indicator. Factoring in several quarters of spend data, we see that spending behavior correlates with future economic growth. We call the result our Business Spend Index.

We could have kept this data to ourselves, but we believe it’s important to be open and share our data to help other businesses. Without an accurate leading indicator, businesses tend to hoard cash and do not invest fully in growth. If a recession looms, businesses will be unable to properly adjust their spending, leading to hasty and painful decisions that are far from strategic and ultimately hurt the broader economy. With a more accurate leading indicator, businesses can play offense and not defense.

As business leaders, we have an obligation to our employees and constituents—but also to our larger economic ecosystem—to scrutinize how we make decisions. Let’s ask ourselves if traditional indicators are still relevant. It’s time to think differently about historical indices and have the courage to embrace a new way of predicting the next downturn.

Rob Bernshteyn is CEO of Coupa Software, a cloud-based business spend management platform.

About the Author
By Rob Bernshteyn
See full bioRight Arrow Button Icon
Add Fortune on Google for similar content.

Latest in Commentary

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 Commentary

k
Commentarypower
What I keep hearing from Fortune 500 CEOs: ‘We have no idea what we’re actually paying for power’
By Kiran BhatrajuJuly 21, 2026
2 hours ago
Bolt CEO Ryan Breslow
CommentaryHuman resources
The CEO who fired HR was right. About the wrong thing.
By KeyAnna SchmiedlJuly 21, 2026
2 hours ago
ford
Commentary250 Years of Innovation
Alliance for America’s Skilled Trades: Skilled trades shaped America’s past. Here’s how they can build America’s future
By Jim Farley, Linda Hubbard, Bayo Ogunlesi and Ruth PoratJuly 21, 2026
3 hours ago
Sumeet Agrawal is VP of Product Management (Data, AI Governance & Context Engineering for Agentic Systems) at Salesforce.
CommentaryAI agents
Salesforce VP on the leaky AI pipeline: why cheaper tokens won’t fix enterprise AI
By Sumeet AgrawalJuly 20, 2026
23 hours ago
japan
CommentaryJapan
Japan’s monetary conundrum — why the yen hit a 40-year low as interest rates hit a 31-year high
By Steve H. Hanke and John GreenwoodJuly 20, 2026
1 day ago
ryan
CommentaryLeadership
I’ve interviewed 700 leaders. The ones outsourcing their thinking to AI lose their best people first
By Ryan HawkJuly 20, 2026
1 day ago

Most Popular

Mark Cuban says he has the solution to growing income inequality, and it's to reward every employee—from CEO to janitor—with company stock
Success
Mark Cuban says he has the solution to growing income inequality, and it's to reward every employee—from CEO to janitor—with company stock
By Sasha RogelbergJuly 20, 2026
20 hours ago
‘I want to die broke’: Billionaire philanthropist Denny Sanford dies after giving away $4 billion
Success
‘I want to die broke’: Billionaire philanthropist Denny Sanford dies after giving away $4 billion
By Sydney LakeJuly 20, 2026
24 hours ago
'Dr. Doom' Nouriel Roubini says we're headed for universal basic income or 'some form of socialism' as AI revolutionizes work—He calls that optimistic
AI
'Dr. Doom' Nouriel Roubini says we're headed for universal basic income or 'some form of socialism' as AI revolutionizes work—He calls that optimistic
By Jason MaJuly 18, 2026
3 days ago
Current price of silver as of Monday, July 20, 2026
Personal Finance
Current price of silver as of Monday, July 20, 2026
By Joseph HostetlerJuly 20, 2026
1 day ago
Warren Buffett says his $147 billion investing career was an accident: ‘I may be one of the 10 luckiest in the world’
Future of Work
Warren Buffett says his $147 billion investing career was an accident: ‘I may be one of the 10 luckiest in the world’
By Sarah GlodekJuly 20, 2026
1 day ago
It’s not just Taco Bell lettuce and possible glass in Pillsbury rolls: Food and drink recall events reached a 6-year year-over-year high
Retail
It’s not just Taco Bell lettuce and possible glass in Pillsbury rolls: Food and drink recall events reached a 6-year year-over-year high
By Sasha RogelbergJuly 20, 2026
1 day 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.