Resources

Data

Explore data about small business health, operations, and activities.

A/B Test Results Show That Enigma Data Is Helping Banks Grow 1.4x More Efficiently

A/B Test Results Show That Enigma Is Helping Payments Providers Grow 3x More Efficiently

Controlling for Bias: How We're Strengthening Our Card Revenue Estimates and Making Them Even More Accurate

SMB Data Landscape

2023 SMB Data Landscape Report

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Reducing Bias in Our Dataset with New Card Types

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How Restaurant Awards Affect Revenue

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Now: Search by URL to View Omnichannel Business Revenue

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Every Type of Swipe: Launching Omnichannel Card Revenue

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Enigma Revenue Data vs. Reported Revenue: Comparing 4 Brands

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Industry + Revenue: Find Your Ideal Customers

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Finding the Gems in Your Customer Base

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Introducing Business Hierarchies

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A Pandemic Debut: Chicago’s Door 24 Wine Shop

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Introducing Enigma for Marketing & Sales

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How Data Is Transforming the SMB Lending Landscape

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A Guide to Card Transaction Data

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Did NYC Bounce Back in 2021? Manhattan vs. Brooklyn

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Rise of the “Pandemic Entrepreneur”

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3 Tips for Adding Validation into Your Data Science Workflow

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How to Identify a Future Unicorn (Before Your Competitors)

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4 Insights About Small Business Performance During the Pandemic

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Comparing SMB Health Across 50 U.S. Cities

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Finding Early Warning Signs of Business Bankruptcy

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Which Lenders Have the Highest Performing “PPP Portfolios”?

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Introducing Merchant Transaction Signals

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How Data Decay Can Spoil Your Small Business Database

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How to Find New Small Business Credit Risk Signals

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Over $1B in PPP Loans Went to Now-Closed Businesses

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What is an Industry Classification Code?

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Introducing Business Closures Data

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Enigma Shipping Imports data reveals a 12% drop in imports in 2020

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How Enigma Develops Small Business Data

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Introducing Industry Classification Data

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Introducing Business Bankruptcies Data

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TF-IDF for tabular data featurization and classification

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P-Hacking Recession Indicators

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The Journey Towards a Knowledge Graph of Public Data

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Data 101: Semantic Data + Ontologies

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Improving Entity Resolution with the Soft TF-IDF Algorithm

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What is Public Data?

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23 Questions You’ve Always Wanted to Ask (and the 11 Datasets You Need to Answer Them)

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Data 101: Metadata

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