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

Trendingnow

1

Social Security unraveling: 7,100 workers sacked, performance metrics retired, disability claims falling

2

Erin Brockovich, the activist who defeated a utility giant and inspired a Julia Roberts film, is pushing data centers to be more transparent

3

'Where we are today is frightening': a Pulitzer-winning historian sees a doomsday scenario involving China and the national debt

1

Social Security unraveling: 7,100 workers sacked, performance metrics retired, disability claims falling

2

Erin Brockovich, the activist who defeated a utility giant and inspired a Julia Roberts film, is pushing data centers to be more transparent

3

'Where we are today is frightening': a Pulitzer-winning historian sees a doomsday scenario involving China and the national debt
Leadership

Pattern Recognition

By
Bryan Roberts
Bryan Roberts
Down Arrow Button Icon
By
Bryan Roberts
Bryan Roberts
Down Arrow Button Icon
April 27, 2017, 11:29 AM ET
Venrock partner Bryan Roberts.
Venrock partner Bryan Roberts.Eric Millette; Courtesy of Venrock

So here is the question I want to explore: In our ecosystem, whether as a leader in a start-up, or as an investor or board member, is experience more often enabling or constraining?

People often talk about their knowledge and experience as being an invaluable asset—many call it “pattern recognition.” The TL:DR version here is that, for most decisions truly crucial to company/investment success, the application of pattern recognition is a red herring; and often it is derived from intellectual laziness that takes root once someone has success. For the most impactful decisions, it is crucial not to apply some model but to accept the ambiguity that comes with doing new things, and to undertake the hard thinking from first principles required to construct the best path forward. Maybe that will lead to the same conclusion as prior experience, but most often not.

Click here to subscribe to Brainstorm Health Daily, our brand new newsletter about health innovations.

To be clear, tackling questions for which there are not knowable “correct” answers is both really uncomfortable and a very regular occurrence. Sure, there are places where there is no need to reinvent the wheel, and some are important—approaches to HR for example—but every really successful company across the start-up landscape succeeds because it did something fundamentally new for the first time. It starts with the idea. Disruption doesn’t come in the form of +1 improvements; it comes when you decide to do something others believe is either impossible or silly. Often there have been previous failures in the space, but you believe it could work this time because of people, timing, technology or whatnot. Based on those prior failures to solve that same problem or serve that perceived market need, blindly applied pattern recognition would tell you to stay home. Maybe one should stay home, but then again, Illumina [a Venrock investment] was a follower of Affymetrix, which purportedly had dominant IP.

Misapplied pattern recognition continues to offer temptation incessantly throughout the course of building a company—and at every turn, people provide strongly voiced opinions as to the “right” path. With every problem or challenge, you have to recognize the uniqueness of each situation and invest the time to get to the best solution, even in the face of all this input and too many things to accomplish in any day.

Every time a startup succeeds with a new business model or technology platform, we see a flood of “me too” companies—the model du jour. For sure, there are many ways to skin a cat; the first entrant may not have found the best way and therefore isn’t always the winner. Tech has lots of these examples (Google v. Yahoo; Facebook v. MySpace), and on the healthcare side, Lipitor was the fifth statin to market while becoming far and away the most successful.

On the other hand, the model du jour is often another case of pattern recognition doing you a disservice. Think of the “Uber for X” craze of 2014-15. In oncology, for example, molecular diagnostics now has a multitude of entrants struggling to differentiate and capture share. (And the same is true of the software packages for DNA sequencing/genomics.).

Our ecosystem is about thinking differently and forging your own path. Pretty much the exact opposite of following patterns. And it is hard. Really hard. But so awesome when it works.

—-

Bryan Roberts is a partner at Venrock. He invests actively in the healthcare sector and has ownership positions in some of the companies he mentions above.

About the Author
By Bryan Roberts
See full bioRight Arrow Button Icon

Latest in Leadership

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 Leadership

Google CEO Sundar Pichai
AICorporate America
By every measure, U.S. companies are winning on AI adoption—but a series of high-profile snafus shows they’re getting pummeled by costs
By Tristan BoveJune 3, 2026
2 hours ago
dw
ConferencesCOO Summit
This CEO has had 6 major jobs in Silicon Valley: How Dennis Woodside built a career on saying yes to hard problems
By Nick LichtenbergJune 3, 2026
4 hours ago
dep
ConferencesCOO Summit
‘Will I still matter?’ The ‘Optimism Doctor’ says people can tolerate uncertainty—the AI angst is about something else
By Nick LichtenbergJune 3, 2026
4 hours ago
coo
ConferencesCOO Summit
From ‘reinvention exhaustion’ to ‘friction absorption’: the e-commerce elves who make your groceries and clothes appear are worn out
By Nick LichtenbergJune 3, 2026
4 hours ago
CHONGQING, CHINA - JANUARY 22: In this photo illustration, a smartphone displays the logo of Automatic Data Processing, Inc. (NASDAQ: ADP), an American provider of human capital management solutions including payroll, workforce management and business outsourcing services, in front of a screen showing the company's latest stock market chart on January 22, 2026, in Chongqing, China. (Photo illustration by Cheng Xin/Getty Images)
EconomyLabor
AI was supposed to be killing jobs. In spring, the labor market is opening up instead
By Eva RoytburgJune 3, 2026
5 hours ago
zhu
ConferencesCOO Summit
‘One thing after the next’: Axon and Schneider Electric supply chain chiefs talk life in permanent disruption
By Nick LichtenbergJune 3, 2026
6 hours ago

Most Popular

Social Security unraveling: 7,100 workers sacked, performance metrics retired, disability claims falling
North America
Social Security unraveling: 7,100 workers sacked, performance metrics retired, disability claims falling
By Katie Savin, Callie Freitag, Matthew Borus and The ConversationJune 2, 2026
1 day ago
Erin Brockovich, the activist who defeated a utility giant and inspired a Julia Roberts film, is pushing data centers to be more transparent
Environment
Erin Brockovich, the activist who defeated a utility giant and inspired a Julia Roberts film, is pushing data centers to be more transparent
By Marco Quiroz-GutierrezJune 1, 2026
2 days ago
'Where we are today is frightening': a Pulitzer-winning historian sees a doomsday scenario involving China and the national debt
Banking
'Where we are today is frightening': a Pulitzer-winning historian sees a doomsday scenario involving China and the national debt
By Nick LichtenbergJune 2, 2026
1 day ago
Cognizant CEO says AI is remaking middle managers into player-coaches who can 'both  execute and develop others'
Newsletters
Cognizant CEO says AI is remaking middle managers into player-coaches who can 'both execute and develop others'
By Diane BradyJune 2, 2026
1 day ago
Current price of oil as of June 2, 2026
Personal Finance
Current price of oil as of June 2, 2026
By Joseph HostetlerJune 2, 2026
1 day ago
Current price of gold as of June 2, 2026
Personal Finance
Current price of gold as of June 2, 2026
By Danny BakstJune 2, 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.