Insight-week4demo-v2

•

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Week 4 demo 2

Data & Analytics

There
were
514,000
new
business
owners
in
2012

…but
half
of
all
businesses
fail
within
ﬁve
years

−
U.S.
Bureau
of
Labor
StaAsAcs

UnicornHuntr:
Predict
the
success
of
early-‐stage
startups

*success
=
receive
series
A
funding

Yun
Lee
+

Random
forest
classiﬁer

•  Training:
2+
year-‐old
startups
(n
=
4565)

•  Tes;ng:
new
startups
(n
=
1760)

Numerical
features

•  total
pre-‐series
A
funding

•  employee
growth
rate

•  #
news
coverage

Categorical
features

•  industries

•  business
models

5-‐fold
cross
validaAon

accuracy
=
0.81

Popularity
maIers

High
employee

growth

Large
seed

money

High

publicity

Raise
big
money

(and
change
the
world!)

Yun
Lee,
Ph.D.

Insight
Data
Science
Fellow

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