foresight financial modeling for entrepreneurs
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Financial Modeling forEntrepreneurs
Taylor Davidson
FORESIGHT
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Im Taylor
BA Economics, University of Virginia
MBA Finance, Tepper School of Business at Carnegie Mellon
Former strategy consultant, startup business development, private equity,
innovation at big nancial services company, nance consultant,
photographer. Code HTML and CSS. Entrepreneur-ish.
VC at kbs+ Ventures
Head of Foresight
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What is the point of a
nancial model?
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Unknown experienced VC
To tell a storyabout
your business with
math.
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The key is to show someonehow you think.
What someone wants to see in a model is how
you approach building a business, what are themost important drivers of your business, and
how you understand the equation underliningyour business.
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Every
nancial model you build will bewrong.
But being right isnt important.
Creating a nancial model is about going through the
process of detailing how a business works.
The goal: Make the business model in your head
explicit.
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What do I often hear about nancial
models?
they are largely BS.The fact is, a nancial model is a framework that shows you
how things go up or down as you change certain inputs - but without knowing the
inputs, it's impossible to really derive any useful data.
In the end, the most important thing isn't a really detailed nancial model - it's
having a grasp of what the major inuencing factors are on your model (hint: sales
and growth) and then getting some kind of data that helps you accurately predict
these variables.
In the end, a nancial model is just a fancy equation with a bunch of input variables.If the input variables are mistaken, it doesn't matter how good the equation is, the
whole thing is useless - or even worse than useless, as it breeds false condence.
Direct feedback from a survey I ran in 2012
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Accuracy is a misguided goal.
Start with well-grounded assumptions, goodstructure, and scenario analysis of key inputs, andthat's as good as we can get.
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Instead of focusing on the bottom-line income
statement and the hockey-stick growth in year
5, focus on your process, assumptions, keydrivers, and scenariosand build a detailed
month-by-month model that you can modify
and update over time.
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How detailed?
The Minimum Viable Product needs
its Minimum Viable Model.
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Building Blocks
Turning Business Models into Financial Models
Unit Economics
Bottoms-up and Top-down
Verifying Inputs
Point Estimates and Range Estimates
Scenario Planning
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Make your business model explicit.
There is an equation underlying your business. Takethe ideas in your head, and outline how a businessworks in detail.
For example: apply the Business Model Canvasto Financial Models
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Unit Economics
i.e. Revenue per user, cost per user, cost to acquire auser, cost to retain a user, cost to serve a user.
i.e. Revenue per sale, cost per sale, COGS per sale,
marketing costs per sale, shipping costs per sale
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Bottoms-upBuildestimates from the bottom-up.
Top-downVerifyfrom the top-down.
i.e. Well capture x% of a $500 MM market should be theresult of your estimates, not the start of your estimates.
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Inputs. How do I know if they are
accurate?
Research. Public information. Test in-market. Askother entrepreneurs.
Dont obsess over how accurate your assumptions are.
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Focus on range estimates, not pointestimates.
i.e. Spending time guring out if $5 or $10 is the bestprice point is very tough, and probably wrong.Instead of deciding if $5 of $10 is correct, estimate
using both, and understand the range of results.
Even better, estimate using ranges and probabilities
of outcomes.
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Plan out scenarios.
Analyze key metrics and drivers. Which assumptionshave the most impact on your projections? Will a
small change in price have a big impact on prots?
Develop best, worst, and normal cases.
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Combine everything into nancial
statements.
i.e. Do the math.
Income statement rst, then balance sheet and
statement of cash ows as necessary.
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Is it reasonable? Verify.
How big is the addressable market for your product orservice, and is it growing or declining?
Who are your major competitors and what portion of
the market do they currently have?
What percentage of the market are you estimatingyoull be capturing within 3 months, 6 months and ayear?
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Metrics matter
Which businesses care about
CPA
LTV
Viral cycle and viral coefficient
Churn
MRR
% Paying UsersDAU, MAU
CPM
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Modeling Viral Growth
Virality Study, http://worklogistics.com
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Key to Viral Growth
% of users who invite others
*
# of people that each user invites
*
% that convert
*
# time that it takes to convert
Virality Study, http://worklogistics.com
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Cohort Analysis
Cohort = Groups of similar users
(by time joined, by subscription type, by engagement,by primary access device, etc.)
Goal is to deaverage usage to pull out important
insights
More about cohort analysis at LEARN on http://buildforesight.com
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Presenting your results: Always
remember the goal.
The goal of a fundraising pitch / conversation canrange from getting someone interested, to gettingthem involved, to getting a decision. Match the
information presented to the desired outcome.
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Fundraising: Focus on the big picture.
Focus on the market size, the business model and the
fundamental economics.
Revenue and Net Income projections are far lessinteresting or meaningful for early-stage companies.
But have the details ready to dive into if needed.
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Dont build a detailed nancial model if you donthave past earnings, a signicant nancial history, or
insight into the issue. Instead, include your currentstatus and milestones for the next 1-3 quarters for
product, team, marketing, sales, and quarterly andcumulative burn
Venture Hacks, http://venturehacks.com/articles/deck
Also, see http://investors.dressrush.com/
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You cant predict your revenue with
any kind of precision, but you should
be able to manage your expensesexactly to plan.
Brad Feld and Jason Mendelson, Venture Deals, p 21
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we focus on two things: (1) theassumptions underlying the revenue
forecast (which we dont need a
spreadsheet for wed rather just talk
about them) and (2) the monthly burn
rate or cash consumption of the
business.
Brad Feld and Jason Mendelson, Venture Deals, p 21
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What this all means: build a simple model
that plans out what you expect to spend
for the next 3-12 months, how you plan to
spend it, and what you expect to achieve
from it.
Explain your fundraising requirements simply.
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First: Cost Budget.
Focus
rst on cash
ow cost budget.Create a 12-24 month budget of expected
expenses to achieve key milestones.
Template models at http://buildforesight.com
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Next: User and Revenue Estimates.
Once youve planned out your key costs, startestimating users, customers, sales, and revenues.
Focus on the drivers and processes, not the estimatesthemselves.
Detailed list of example revenue models at
https://hackpad.com/EgXuEtSibE7
Template models at http://buildforesight.com
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Last: Financial statements.
While income statement gets most of the attention,managing cash ow is priority #1. Pay attention to
accounts receivable, accounts payable, paymentscycle, and other key nancial indicators. Key nancialmetrics tell a story, but only powerful if analyzed
along with key performance indicators.
Template models at http://buildforesight.com
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Raising $750K
Primary expenses on hiring 1 FT back-end developer, 1 FTfront-end developer, 1 community manager, and opening an
office.
16 months of runway
Increase burn from 30K to 60K
Key milestonesComplete v1 beta product, sign 15 customers, build and launchv2 production product
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EXAMPLE INFORMATION
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Simplicity wins.
i.e. Graphs, charts, simple descriptions of
revenue models and budgets. Find easy
ways to communicate complex thoughts.
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Common misconceptions
Dont get lost in details. (i.e. dont slap a screenshot ofyour projections on a slide)
Everybody shows a hockey stick. Be careful.
All projections are conservative. Dont game theprojections to the reactions, focus on thefundamentals rst.
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Resources
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