Incubator Seed Data Coverage

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Incubator Seed Data Coverage
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Project Information
Has title Incubator Seed Data Coverage
Has owner Ed Egan
Has start date
Has deadline date
Has project status Active
Subsumed by: Incubator Seed Data, Incubators in Five Ecosystems
Copyright © 2019 All Rights Reserved.


The purpose of this project is to test the coverage and accuracy of the Incubator Seed Data using the hand-collected data on Incubators in Five Ecosystems as a benchmark.

Specifically, this project fulfills point 6 of the Expected Outcomes by June 2019 of the Kauffman Incubator Project:

6. The seed data will have at least a 70% baseline accuracy and coverage of incubators compared to results from hand collected data on 5 ecosystems, as measured by the data analysis.


The five ecosystem incubators are:

City State Incubator Name
Washington DC Inclusive Innovation Incubator (In3)
Washington DC AU Entrepreneurship Incubator
Washington DC Global Development Incubator
Washington DC Halcyon Incubator
Washington DC The Hatchery
Burlington VT Vermont Center for Emerging Technologies (VCET)
Austin TX Austin Technology Incubator
Austin TX IncubatorCTX
Austin TX Economic Growth Business Incubator
Austin TX ACC Bioscience Incubator
Austin TX Bunker Labs
Austin TX Galvanize
St. Paul MN University Enterprise Laboratories
Minneapolis MN Discovery Launchpad at UMN
St. Paul MN Lunar Startups

The datasets to test against are (as tables in the incubators database, also available as tab-delimited text files):

  • Incubators -- 2137 records, combining the records in CIAIncubators and USIncubators
  • CIAIncubators -- 1603 records, combining incubators identified in Crunchbase, INBIA, and AngelList
  • USIncubators -- 707 records, combining state and regional incubator lists found as a part of the US Incubators project
  • Data from the Google Crawler run against the five ecosystems


Load FiveEcosystemIncubators.txt into incubators then run the matcher:

perl -mode=2 -file1="FiveEcosystemIncubators.txt" -file2="Incubators.txt"

Note that there is substantial name variation in Incubators.txt for the same firm, so standard name based matching doesn't work. For example:

Inclusive Innovation Incubator	Inclusive Innovation Incubator	DC	Inclusive Innovation Incubator (In3) - D.C's first co-working, training, & incubator space intentional about diversity & inclusion.	Washington	2301-D Georgia Ave, NW		Crunchbase
Inclusive Innovation Incubator (In3)	Inclusive Innovation Incubator (In3)	DC	Inclusive Innovation Incubator (In3) is the District's first community space focused on inclusion innovation and incubation. The incubator is committed to creating a collaborative environment where under-resourced members have access to the space and services needed to build or grow a successful business.	Washington DC			AngelList,USIncubators

And out of the 15 incubator names, 11 were in our incubators table (irrespective of location), and of these y had name variation(s).

Fortunately the count is small, so we can conduct a manual review. For the Google crawler, we only count a hit if the website of the incubator itself is included in the results, rather than a news article or other information that references the incubator.

Name Location Crunchbase INBIA Angellist US Incubators Google Crawler Any
Inclusive Innovation Incubator
Washington, DC 1 0 1 1 1 1
AU Entrepreneurship Incubator Washington, DC 0 0 0 0 0 0
Global Development
Washington, DC 0 0 0 1 0 1
Halcyon Incubator Washington, DC 0 0 0 1 1 1
The Hatchery Washington, DC 0 0 0 1 0 1
Vermont Center for Emerging
 Technologies (VCET)
Burlington, VT 1 1 0 0 1 1
Austin Technology Incubator Austin, TX 1 0 1 0 1 1
IncubatorCTX Austin, TX 0 0 0 0 0 0
Economic Growth Business
Austin, TX 0 0 0 0 1 1
ACC Bioscience Incubator Austin, TX 0 0 1 0 1 1
Bunker Labs Austin, TX 0 0 0 0 1 1
Galvanize Austin, TX 0 0 0 0 0 0
University Enterprise
St. Paul , MN 0 0 0 1 1 1
Discovery Launchpad at UMN Minneapolis , MN 0 0 0 0 0 0
Lunar Startups St. Paul, MN 0 0 0 1 0 1
Total 3 (20%) 1 (7%) 3 (20%) 6 (40%) 8 (53%) 11 (73%)