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

Trendingnow

1

Jensen Huang made his $172 billion fortune on AI chips. His family's $75 million gift to Vanderbilt argues art decides what technology is for

2

'The demographic dividend of the last 40 years is ending': J.P. Morgan says the world is running out of the two things that kept interest rates down

3

The $39 trillion U.S. national debt isn’t as high as Japan’s and Singapore’s relative to economy size—and yet it's still worse somehow

1

Jensen Huang made his $172 billion fortune on AI chips. His family's $75 million gift to Vanderbilt argues art decides what technology is for

2

'The demographic dividend of the last 40 years is ending': J.P. Morgan says the world is running out of the two things that kept interest rates down

3

The $39 trillion U.S. national debt isn’t as high as Japan’s and Singapore’s relative to economy size—and yet it's still worse somehow
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
  • TikTok icon
  • YouTube icon

Latest in Commentary

craig
CommentaryPharmaceutical Industry
Big pharma’s patent cliff meets a new biotech Cold War: We need to outrun China, not outlaw it
By Craig GarthwaiteJuly 24, 2026
16 hours ago
tim
Commentarysmartphones and mobile devices
NYU Stern pricing expert: There’s a hidden ‘AI tax’ hitting Apple, Dell — and your next phone
By Srikanth JagabathulaJuly 24, 2026
16 hours ago
nyse
CommentaryEconomics
AI doesn’t end scarcity. It relocates it
By François Candelon, Paul-Louis Andres and Augustin ManchonJuly 24, 2026
18 hours ago
Can Bangkok future-proof itself against the heat?
CommentaryThailand
Can Bangkok future-proof itself against the heat?
By Curtis S. Chin and Ella TanJuly 23, 2026
1 day ago
mm
CommentaryLeadership
Michael Muthukrishna: The ‘lone genius’ myth is wrong and it’s holding back your business
By Michael MuthukrishnaJuly 23, 2026
2 days ago
Paul Keary (L) and Mike Sutcliff (R).
CommentaryAI agents
Teneo & Thoughtworks CEOs: the AI race will be won with governance, not speed 
By Paul Keary and Mike SutcliffJuly 23, 2026
2 days ago

Most Popular

Jensen Huang made his $172 billion fortune on AI chips. His family's $75 million gift to Vanderbilt argues art decides what technology is for
Big Tech
Jensen Huang made his $172 billion fortune on AI chips. His family's $75 million gift to Vanderbilt argues art decides what technology is for
By Sydney LakeJuly 23, 2026
2 days ago
'The demographic dividend of the last 40 years is ending': J.P. Morgan says the world is running out of the two things that kept interest rates down
Economy
'The demographic dividend of the last 40 years is ending': J.P. Morgan says the world is running out of the two things that kept interest rates down
By Eleanor PringleJuly 24, 2026
21 hours ago
The $39 trillion U.S. national debt isn’t as high as Japan’s and Singapore’s relative to economy size—and yet it's still worse somehow
Economy
The $39 trillion U.S. national debt isn’t as high as Japan’s and Singapore’s relative to economy size—and yet it's still worse somehow
By Sasha RogelbergJuly 23, 2026
2 days ago
The millennial generation has split, new Fed research shows: Those over 35 are edging toward boomer-style wealth, while everyone else falls behind
Real Estate
The millennial generation has split, new Fed research shows: Those over 35 are edging toward boomer-style wealth, while everyone else falls behind
By Nick LichtenbergJuly 22, 2026
2 days ago
Current price of oil as of July 24, 2026
Personal Finance
Current price of oil as of July 24, 2026
By Joseph HostetlerJuly 24, 2026
18 hours ago
Turns out Dead Internet Theory was right: AI agents are eating the Web, growing by nearly 8,000% and rewiring the Internet's business model
AI
Turns out Dead Internet Theory was right: AI agents are eating the Web, growing by nearly 8,000% and rewiring the Internet's business model
By Mia OsmonbekovJuly 23, 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.