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#datapointlive
How Best in Class Companies Are
Using Data to Win Investor
Confidence (at Any Growth Stage)
Stephanie Palmeri,
Principal, SoftTech VC
#DPL15 | @stephpalmeri
Bio
● Leads deals in next-generation commerce &
marketplaces, mobile, edtech, consumer health,
and SaaS startups
● Before moving to Silicon Valley from NYC in 2011,
spent a decade working at the intersection of
marketing and technology for startups and seed
funds/incubators (like Lot18 & NYC Seed) and
large corporations (Accenture, Estee Lauder, SAP
AG)
#DPL15 | @stephpalmeri
SoftTech VC
● 3 investors
● 4 Funds (I, II, III, IV)
● $85 M current fund, $155M under management
● 170+ startups funded
● $2.25 B in follow-ons
● $2.5 B in M&A considerations
● $8.0 B in 1st IPO
#DPL15 | @stephpalmeri
Investment criteria
● 45-50 seed deals over 3 years
● $500K to $1M+ per initial investments
● Roughly 45-50 new investments per fund, plus reserves
for “follow-ons” in Series A and Series B
● Geos: SF/SV, NYC, SoCal, Toronto
● Target ownership: 7 to 10%
● Always syndicating with peer micro-VCs and angels
#DPL15 | @stephpalmeri
Representative investments
#DPL15 | @stephpalmeri
The Current State of Fundraising
#DPL15 | @stephpalmeri
Stages of fundraising
Seed
Product/
market fit
Series A
Refine sales
& marketing
Series B
Scale
#DPL15 | @stephpalmeri
The goals of a VC
●
Deliver profit to investors
●
Always on the lookout for outsized returns
●
80/20 Rule or ⅓ - ⅓ - ⅓
#DPL15 | @stephpalmeri
A typical year
Of about 2000 opportunities...
●
~20% result in a review/screening/meeting
●
~2.5% get through to due diligence
●
<1% (~0.75%) result in an investment
#DPL15 | @stephpalmeri
SoftTech VC’s “Three Asses” Rule
#DPL15 | @stephpalmeri
The Old World (2013)
Raise
$1M
Raise
Series A
$1M ARR in 12
months
6 months to raise
your series A
18 month runway
#DPL15 | @stephpalmeri
Increased
availability of
seed capital
More $$
going
after each
deal
companies
raise more
$$, round
sizes
increase
surplus of
capital means
more
companies
enter the
market
more
investors
and dollars
to support
increased
deals
The New World
#DPL15 | @stephpalmeri
The current environment
●
Flywheel is moving
rapidly
●
A $1M round is 50% less
than the round your
biggest competitor raises
6 months later
●
The bar for a Series A
rises
#DPL15 | @stephpalmeri
Seed is the new A
#DPL15 | @stephpalmeri
A rounds are also getting bigger
#DPL15 | @stephpalmeri
What this means for you
●
You have more competitors, and they can hire more
people
○ move faster on product
○ spend more on sales & market efforts
●
You have more competition for investor attention
○ more companies looking for funding
○ more pressure on investor time
●
The bar for Series A gets raised
○ It’s no longer $1M ARR, it’s now $2-3M ARR
#DPL15 | @stephpalmeri
The New World: 2015
Raise
$1M
Raise
Series A
$1M ARR in 12
months
6 months to raise
your series A
18 month runway
Raise
$2M
Raise
Series A
$2-3M ARR in 12-18
months
6 months to raise
your series A
18-24 month runway
#DPL15 | @stephpalmeri
Your options
●
Raise a bridge
●
Cobble together a round of investors you
might be less likely to take in “good times”
●
Sell early
#DPL15 | @stephpalmeri
How the Smartest Founders are
Navigating This Landscape
#DPL15 | @stephpalmeri
When data matters
UnicornsStrongBottom 1/3 Middle 1/3
$ $$$$
#DPL15 | @stephpalmeri
When data matters
UnicornsStrongBottom 1/3
Data may help you
improve your company’s
performance but will not
help raise $$
Middle 1/3
$ $$$$
#DPL15 | @stephpalmeri
When data matters
UnicornsStrongBottom 1/3 Middle 1/3
How you leverage data
may move your
company here or here
$ $$$$
#DPL15 | @stephpalmeri
When data matters
UnicornsStrong
Effective use of
data will help you
get the deal done
Bottom 1/3 Middle 1/3
$ $$$$
#DPL15 | @stephpalmeri
When data matters
UnicornsStrong
Data will
help you
maximize
valuation
Bottom 1/3 Middle 1/3
$ $$$$
#DPL15 | @stephpalmeri
Things that matter
●
Predictability
●
Momentum/ Positive Trendlines
●
Healthy Cohorts
●
Negative Churn (for SaaS) / Retention
●
Expansion
●
Repeat transactions
●
Positive LTV (lifetime spend - CAC)
#DPL15 | @stephpalmeri
What are the smartest founders doing?
Using data to show a clear path to growth.
Give investors confidence about their $$$ Series A Funding
#DPL15 | @stephpalmeri
SaaS tools companies are using to
make better decisions with data
#DPL15 | @stephpalmeri
Using Data to Speak the VC
Language
#DPL15 | @stephpalmeri
Company 1: using cohort analysis to
demonstrate path to growth
●
Early-stage SaaS company
●
Shifting from SMB to
Corporate market
●
Leverage cohort data to
demonstrate greater ARPU
plus long-term (non-
transactional) value
Acquisition
Retention/
Engagement
#DPL15 | @stephpalmeri
Company 2: funnel report card
●
EdTech company
●
Build a funnel report card to
review:
○ Acquisition
○ Activation
○ Retention
○ Virality
●
Identify critical actions & timing
●
Drive key product and
marketing initiatives
Retention/
Engagement
Activation
#DPL15 | @stephpalmeri
Company 3: identifying your unique
metrics
●
P2P Marketplace
●
Strong social component
●
Insights:
○ Listers Need Love
○ Buyer/Seller is Power
○ Network Effects!!!
Social
User
Lister
Seller
Buyer/
Seller
Buyer
Buyer/
Lister
Retention/
Engagement
Activation
#DPL15 | @stephpalmeri
What these founders have in common
They’re using data to tell a compelling
story about a clear and sustainable
path to growth, informing product and
marketing decisions along the way.
#DPL15 | @stephpalmeri
How you can do this
Acquisition Activation
Retention/
Engagement
#DPL15 | @stephpalmeri
● CAC: Blended & Paid
○ $$ spent across your
channels
● LTV to CAC ratios
● Funnel-specific metrics:
○ Installs -> Account -> Active
○ Free Trial -> Paid
Acquisition
#DPL15 | @stephpalmeri
● Identify key
behaviors/milestones
● # Active users (define!)
● MoM growth/CMGR
● Cohort analysis
● Network effects
Activation
#DPL15 | @stephpalmeri
● MAU/WAU/DAU
● Social: likes, shares, etc.
● Usage frequency and duration
● Growth in ARPU
● Repeat purchasing
● Expansion
● Sell-Thru/Inventory Turn
● Churn ($, Customers, Net $)
Retention/
Engagement
#DPL15 | @stephpalmeri
5 Tips for Using Data to Show the
Path to Growth
#DPL15 | @stephpalmeri
1. Guide the conversation
Size of your business:
○ GMV
○ Revenue
○ Bookings
Growth of your business:
○ MoM growth/ CMGR
○ Cohort dynamics
○ Network effects
#DPL15 | @stephpalmeri
2. Help them focus
Organize the data, conversation, etc. to help
investors focus on what matters most
●
Use standard industry terminology
●
Be clear on your definitions
#DPL15 | @stephpalmeri
3. Give them access
●
Real-time dashboards
●
Create an investor-
appropriate view
●
Prevent surprises!
#DPL15 | @stephpalmeri
4. Avoid restatements, get answers
●
Know the major inputs to your “polished” metrics
●
Prefer “I’ll get back to you” to a guess
●
Misstating metrics hurts credibility
●
Be nimble in your ability to pull & discuss data
#DPL15 | @stephpalmeri
5. Remember metrics aren’t static
●
Good metrics aren’t just about raising money
●
Metrics are for founders, executives, and
investors
○ To understand what’s working and what isn’t
○ To adjust operations accordingly
○ To use for board meetings, investor updates,
management meetings, and pitches
#DPL15 | @stephpalmeri
Thank You!

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How Best in Class Companies Are Using Data to Win Investor Confidence (at Any Growth Stage) - Stephanie Palmeri, Principal at SoftTech VC

  • 1. #datapointlive How Best in Class Companies Are Using Data to Win Investor Confidence (at Any Growth Stage) Stephanie Palmeri, Principal, SoftTech VC
  • 2. #DPL15 | @stephpalmeri Bio ● Leads deals in next-generation commerce & marketplaces, mobile, edtech, consumer health, and SaaS startups ● Before moving to Silicon Valley from NYC in 2011, spent a decade working at the intersection of marketing and technology for startups and seed funds/incubators (like Lot18 & NYC Seed) and large corporations (Accenture, Estee Lauder, SAP AG)
  • 3. #DPL15 | @stephpalmeri SoftTech VC ● 3 investors ● 4 Funds (I, II, III, IV) ● $85 M current fund, $155M under management ● 170+ startups funded ● $2.25 B in follow-ons ● $2.5 B in M&A considerations ● $8.0 B in 1st IPO
  • 4. #DPL15 | @stephpalmeri Investment criteria ● 45-50 seed deals over 3 years ● $500K to $1M+ per initial investments ● Roughly 45-50 new investments per fund, plus reserves for “follow-ons” in Series A and Series B ● Geos: SF/SV, NYC, SoCal, Toronto ● Target ownership: 7 to 10% ● Always syndicating with peer micro-VCs and angels
  • 6. #DPL15 | @stephpalmeri The Current State of Fundraising
  • 7. #DPL15 | @stephpalmeri Stages of fundraising Seed Product/ market fit Series A Refine sales & marketing Series B Scale
  • 8. #DPL15 | @stephpalmeri The goals of a VC ● Deliver profit to investors ● Always on the lookout for outsized returns ● 80/20 Rule or ⅓ - ⅓ - ⅓
  • 9. #DPL15 | @stephpalmeri A typical year Of about 2000 opportunities... ● ~20% result in a review/screening/meeting ● ~2.5% get through to due diligence ● <1% (~0.75%) result in an investment
  • 10. #DPL15 | @stephpalmeri SoftTech VC’s “Three Asses” Rule
  • 11. #DPL15 | @stephpalmeri The Old World (2013) Raise $1M Raise Series A $1M ARR in 12 months 6 months to raise your series A 18 month runway
  • 12. #DPL15 | @stephpalmeri Increased availability of seed capital More $$ going after each deal companies raise more $$, round sizes increase surplus of capital means more companies enter the market more investors and dollars to support increased deals The New World
  • 13. #DPL15 | @stephpalmeri The current environment ● Flywheel is moving rapidly ● A $1M round is 50% less than the round your biggest competitor raises 6 months later ● The bar for a Series A rises
  • 15. #DPL15 | @stephpalmeri A rounds are also getting bigger
  • 16. #DPL15 | @stephpalmeri What this means for you ● You have more competitors, and they can hire more people ○ move faster on product ○ spend more on sales & market efforts ● You have more competition for investor attention ○ more companies looking for funding ○ more pressure on investor time ● The bar for Series A gets raised ○ It’s no longer $1M ARR, it’s now $2-3M ARR
  • 17. #DPL15 | @stephpalmeri The New World: 2015 Raise $1M Raise Series A $1M ARR in 12 months 6 months to raise your series A 18 month runway Raise $2M Raise Series A $2-3M ARR in 12-18 months 6 months to raise your series A 18-24 month runway
  • 18. #DPL15 | @stephpalmeri Your options ● Raise a bridge ● Cobble together a round of investors you might be less likely to take in “good times” ● Sell early
  • 19. #DPL15 | @stephpalmeri How the Smartest Founders are Navigating This Landscape
  • 20. #DPL15 | @stephpalmeri When data matters UnicornsStrongBottom 1/3 Middle 1/3 $ $$$$
  • 21. #DPL15 | @stephpalmeri When data matters UnicornsStrongBottom 1/3 Data may help you improve your company’s performance but will not help raise $$ Middle 1/3 $ $$$$
  • 22. #DPL15 | @stephpalmeri When data matters UnicornsStrongBottom 1/3 Middle 1/3 How you leverage data may move your company here or here $ $$$$
  • 23. #DPL15 | @stephpalmeri When data matters UnicornsStrong Effective use of data will help you get the deal done Bottom 1/3 Middle 1/3 $ $$$$
  • 24. #DPL15 | @stephpalmeri When data matters UnicornsStrong Data will help you maximize valuation Bottom 1/3 Middle 1/3 $ $$$$
  • 25. #DPL15 | @stephpalmeri Things that matter ● Predictability ● Momentum/ Positive Trendlines ● Healthy Cohorts ● Negative Churn (for SaaS) / Retention ● Expansion ● Repeat transactions ● Positive LTV (lifetime spend - CAC)
  • 26. #DPL15 | @stephpalmeri What are the smartest founders doing? Using data to show a clear path to growth. Give investors confidence about their $$$ Series A Funding
  • 27. #DPL15 | @stephpalmeri SaaS tools companies are using to make better decisions with data
  • 28. #DPL15 | @stephpalmeri Using Data to Speak the VC Language
  • 29. #DPL15 | @stephpalmeri Company 1: using cohort analysis to demonstrate path to growth ● Early-stage SaaS company ● Shifting from SMB to Corporate market ● Leverage cohort data to demonstrate greater ARPU plus long-term (non- transactional) value Acquisition Retention/ Engagement
  • 30. #DPL15 | @stephpalmeri Company 2: funnel report card ● EdTech company ● Build a funnel report card to review: ○ Acquisition ○ Activation ○ Retention ○ Virality ● Identify critical actions & timing ● Drive key product and marketing initiatives Retention/ Engagement Activation
  • 31. #DPL15 | @stephpalmeri Company 3: identifying your unique metrics ● P2P Marketplace ● Strong social component ● Insights: ○ Listers Need Love ○ Buyer/Seller is Power ○ Network Effects!!! Social User Lister Seller Buyer/ Seller Buyer Buyer/ Lister Retention/ Engagement Activation
  • 32. #DPL15 | @stephpalmeri What these founders have in common They’re using data to tell a compelling story about a clear and sustainable path to growth, informing product and marketing decisions along the way.
  • 33. #DPL15 | @stephpalmeri How you can do this Acquisition Activation Retention/ Engagement
  • 34. #DPL15 | @stephpalmeri ● CAC: Blended & Paid ○ $$ spent across your channels ● LTV to CAC ratios ● Funnel-specific metrics: ○ Installs -> Account -> Active ○ Free Trial -> Paid Acquisition
  • 35. #DPL15 | @stephpalmeri ● Identify key behaviors/milestones ● # Active users (define!) ● MoM growth/CMGR ● Cohort analysis ● Network effects Activation
  • 36. #DPL15 | @stephpalmeri ● MAU/WAU/DAU ● Social: likes, shares, etc. ● Usage frequency and duration ● Growth in ARPU ● Repeat purchasing ● Expansion ● Sell-Thru/Inventory Turn ● Churn ($, Customers, Net $) Retention/ Engagement
  • 37. #DPL15 | @stephpalmeri 5 Tips for Using Data to Show the Path to Growth
  • 38. #DPL15 | @stephpalmeri 1. Guide the conversation Size of your business: ○ GMV ○ Revenue ○ Bookings Growth of your business: ○ MoM growth/ CMGR ○ Cohort dynamics ○ Network effects
  • 39. #DPL15 | @stephpalmeri 2. Help them focus Organize the data, conversation, etc. to help investors focus on what matters most ● Use standard industry terminology ● Be clear on your definitions
  • 40. #DPL15 | @stephpalmeri 3. Give them access ● Real-time dashboards ● Create an investor- appropriate view ● Prevent surprises!
  • 41. #DPL15 | @stephpalmeri 4. Avoid restatements, get answers ● Know the major inputs to your “polished” metrics ● Prefer “I’ll get back to you” to a guess ● Misstating metrics hurts credibility ● Be nimble in your ability to pull & discuss data
  • 42. #DPL15 | @stephpalmeri 5. Remember metrics aren’t static ● Good metrics aren’t just about raising money ● Metrics are for founders, executives, and investors ○ To understand what’s working and what isn’t ○ To adjust operations accordingly ○ To use for board meetings, investor updates, management meetings, and pitches