Venture Capital (Data)

McNair Project

Venture Capital (Data)
Project Information
Project Title	Venture Capital (Data)
Owner	Adrian Smart, Jake Silberman
Start Date
Deadline
Keywords	Data
Primary Billing
Notes
Has project status	Active
Copyright © 2016 edegan.com. All Rights Reserved.

Project Objective

To create a master venture capital data set on which all other projects requiring venture capital data will be built.

Specifically, we will be building data to support the following:

• Lists and counts by year as well as state, MSA, and city, zip code, etc.
• Identify seed, early and later stage deals (first investment), dollars invested and rounds
• Identify transactional VC dollars invested and rounds
• Acquisitions and IPOs of VC backed firms
• Identify when VC backed firms are "alive"
• Geocode all portfolio companies
• Geocode VC headquarters and branch offices
• Compute distances between investors and their portfolio companies
• Identify lead investors for portfolio companies
• Identify top 100 VCs

Retrieving data

Old notes are Old Venture Capital Data Work

Retrieving US VC Data From SDC requires SDC platinum, perl scripts and SQL scripts, as well as some manual processing.

Scripts and other info

SDC and Perl Scripts are in:

E:\McNair\Projects\VC Database

This includes:

• NormalizeFixedWidth.pl
• RoundOnOneLine.pl - Needed for round on one line

SQL Scripts and finished data are in:

Z:\VentureCapitalData\SDCVCData

Notes:

• Portfolio companies attributes to be extracted from roundlevel information
• Round-on-one-line processed using RoundOnOneLine.pl and NormalizeFixedWidth.pl
• Firms includes branch office so attributes must be extracted
• Portfolio company descriptions - just the portco name, state, date of first inv, and the long description - has to be custom processed.

The next steps are detailed in VC Database Rebuild.

Additional datafiles (in E:\McNair\Projects\VC Database):

• GeocodedVCData.txt 43,724 records, tab-delimited with companynames but with "none" for some geocoords.

Processing the base tables

The SQL scripts need to do the following:

• Extract company infomation from roundbase then process it
  • Add variable for growth (1), transactional (2), or non-VC (3) (see below)
  • Create clean 5-digit ZIP field
• Extract firm information from firmbase, then:
  • Add indicator variable for US
  • Create clean 5-digit ZIP field
• Build out BranchOffice (BO) table
• Build lookups for:
  • State Code
  • raisestatus

Lookup Tables

Stage of Investment

We are generating 6 binary indicators as follows:

Growth VC (4)
--------------
Seed (1)
Early Stage (2)
Later Stage (3)

Tranactional VC (5)
--------------
Acq. for Expansion
Acquisition
Bridge Loan
Expansion
Pending Acq
Recap or Turnaround

Exclude (non-VC) (6)
--------------
LBO
MBO
Open Market Purchase
PIPE
Secondary Buyout
VC Partnership
Other

Building companybase and round

Both are built from roundbase which contains portfolio companies and round details. The scripts are below.

CREATE TABLE companybase AS
SELECT DISTINCT 
coname,updateddate,foundingdate,datelastinv,datefirstinv,investedk,city,description,msa,msacode,nationcode,
statecode,addr1,addr2,indclass,indsubgroup3,indminor,url,zip 
FROM roundbase
ORDER BY coname;

CREATE TABLE round AS
SELECT DISTINCT coname,statecode,datefirstinv,rounddate,stage1,stage3,rndamtdisck,rndamtestk,roundnum,numinvestors
FROM roundbase
ORDER BY coname;

Building stageflags

Stageflags are built from the stage3 column of round. Using the tables above, I made 6 flags for seed, early, later, growth, transaction and exclude. The script is below. Verify that no row entries are missing flags in excel by copying the round table to a txt file. The last 3 columns should always sum to 1 for every row entry. There should be no zero sums and no sums greater than 1.

CREATE TABLE stageflags AS
SELECT coname, stage3,
CASE
 WHEN stage3 = 'Seed' THEN 1
 ELSE 0
 END AS seedflag,
CASE
 WHEN stage3 = 'Early Stage' THEN 1
 ELSE 0
 END AS earlyflag,
CASE
 WHEN stage3 = 'Later Stage' THEN 1
 ELSE 0
 END AS laterflag,
CASE
 WHEN stage3 = 'Seed' OR stage3 = 'Later Stage' OR stage3 = 'Early Stage' THEN 1
 ELSE 0
 END AS growthflag,
CASE
 WHEN stage3 = 'Acq. for Expansion' OR stage3 = 'Acquisition' OR stage3 = 'Bridge Loan' OR stage3 = 'Expansion' OR stage3 = 'Pending Acq' OR stage3 = 'Recap or Turnaround' OR stage3 = 'Mezzanine' THEN 1
 ELSE 0
 END AS transactionflag,
CASE
 WHEN stage3 = 'LBO' OR stage3 = 'MBO' OR stage3 = 'Open Market Purchase' OR stage3 = 'PIPE' OR stage3 = 'Secondary Buyout' 
OR stage3 = 'Other' OR stage3 = 'VC Partnership' OR stage3 = 'Secondary Purchase' THEN 1
 ELSE 0
 END AS excludeflag
FROM round;

Sample output

The psql file was copied to an output text file using:

\COPY stageflags TO 'flag.txt' WITH DELIMITER AS E'\t' HEADER NULL AS  CSV; 

A sum column was added in excel which is the sum of the last 3 columns. Notice how all entries are 1. This is good. coname stage3 seedflag earlyflag laterflag growthflag transactionflag excludeflag Sum 0-In Design Automation Inc. Seed 1 0 0 1 0 0 1 0-In Design Automation Inc. Expansion 0 0 0 0 1 0 1 0-In Design Automation Inc. Expansion 0 0 0 0 1 0 1 0-In Design Automation Inc. Early Stage 0 1 0 1 0 0 1 0-In Design Automation Inc. Expansion 0 0 0 0 1 0 1 1000 Markets Inc. Early Stage 0 1 0 1 0 0 1 1000Memories Inc. Early Stage 0 1 0 1 0 0 1 1000Memories Inc. Early Stage 0 1 0 1 0 0 1 1000Museums Inc Expansion 0 0 0 0 1 0 1 1000Museums Inc Expansion 0 0 0 0 1 0 1 100Plus Seed 1 0 0 1 0 0 1