Lean Analytics: Use Data to Build a Better Startup Faster


Whether you’re a startup founder trying to disrupt an industry or an intrapreneur trying to provoke change from within, your biggest challenge is creating a product people actually want. Lean Analytics steers you in the right direction.

This book shows you how to validate your initial idea, find the right customers, decide what to build, how to monetize your business, and how to spread the word. Packed with more than thirty case studies and insights from over a hundred business ...

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Lean Analytics: Use Data to Build a Better Startup Faster

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Whether you’re a startup founder trying to disrupt an industry or an intrapreneur trying to provoke change from within, your biggest challenge is creating a product people actually want. Lean Analytics steers you in the right direction.

This book shows you how to validate your initial idea, find the right customers, decide what to build, how to monetize your business, and how to spread the word. Packed with more than thirty case studies and insights from over a hundred business experts, Lean Analytics provides you with hard-won, real-world information no entrepreneur can afford to go without.

  • Understand Lean Startup, analytics fundamentals, and the data-driven mindset
  • Look at six sample business models and how they map to new ventures of all sizes
  • Find the One Metric That Matters to you
  • Learn how to draw a line in the sand, so you’ll know it’s time to move forward
  • Apply Lean Analytics principles to large enterprises and established products
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Product Details

  • ISBN-13: 9781449335670
  • Publisher: O'Reilly Media, Incorporated
  • Publication date: 3/21/2013
  • Edition number: 1
  • Pages: 440
  • Sales rank: 340,430
  • Product dimensions: 6.30 (w) x 9.00 (h) x 1.30 (d)

Meet the Author

Alistair Croll has been an entrepreneur, author, and public speaker for nearly 20 years. He’s worked on a variety of topics, from web performance, to big data, to cloud computing, to startups, in that time.
In 2001, he co-founded web performance startup Coradiant, and since that time has also launched Rednod, CloudOps, Bitcurrent, Year One Labs, the Bitnorth conference, the International Startup Festival and several other early-stage companies.
Alistair is the author of three books on web performance, analytics, and IT operations, including "Lean Analytics" http://leananalyticsbook.com/, a book on using data to build a better business faster that's due out in March from O'Reilly Media. He lives in Montreal, Canada and tries to mitigate chronic ADD by writing about far too many things at "Solve For Interesting": http://www.solveforinteresting.com. Alistair chairs O'Reilly's Strata Conference.

Benjamin Yoskovitz is a serial entrepreneur with over 15 years of experience in web businesses. The co-founder of Standout Jobs and Year One Labs, he is also an active mentor to numerous startups and startup accelerators. Ben is the author of "Instigator Blog" (instigatorblog.com), and regularly speaks at startup conferences. He's currently VP Product at GoInstant, which was acquired by Salesforce in 2012.

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Table of Contents

Praise for Lean Analytics;
Who This Book Is For;
How This Book Works;
The Building Blocks;
We’d Like to Hear from You;
Safari® Books Online;
Thanks and Acknowledgments;
Stop Lying to Yourself;
Chapter 1: We’re All Liars;
1.1 The Lean Startup Movement;
1.2 Poking a Hole in Your Reality Distortion Field;
1.3 Airbnb Photography—Growth Within Growth;
Chapter 2: How to Keep Score;
2.1 What Makes a Good Metric?;
2.2 Qualitative Versus Quantitative Metrics;
2.3 Vanity Versus Real Metrics;
2.4 Eight Vanity Metrics to Watch Out For;
2.5 Exploratory Versus Reporting Metrics;
2.6 Circle of Moms Explores Its Way to Success;
2.7 Leading Versus Lagging Metrics;
2.8 Correlated Versus Causal Metrics;
2.9 Moving Targets;
2.10 HighScore House Defines an “Active User”;
2.11 Segments, Cohorts, A/B Testing, and Multivariate Analysis;
2.12 The Lean Analytics Cycle;
2.13 Evaluating the Metrics You Track;
Chapter 3: Deciding What to Do with Your Life;
3.1 The Lean Canvas;
3.2 What Should You Work On?;
3.3 Create a Lean Canvas;
Chapter 4: Data-Driven Versus Data-Informed;
4.1 How to Think Like a Data Scientist;
4.2 Lean Startup and Big Vision;
Finding the Right Metric for Right Now;
Chapter 5: Analytics Frameworks;
5.1 Dave McClure’s Pirate Metrics;
5.2 Eric Ries’s Engines of Growth;
5.3 Ash Maurya’s Lean Canvas;
5.4 Sean Ellis’s Startup Growth Pyramid;
5.5 The Long Funnel;
5.6 The Lean Analytics Stages and Gates;
Chapter 6: The Discipline of One Metric That Matters;
6.1 Moz Tracks Fewer KPIs to Increase Focus;
6.2 Four Reasons to Use the One Metric That Matters;
6.3 Solare Focuses on a Few Key Metrics;
6.4 Drawing Lines in the Sand;
6.5 The Squeeze Toy;
6.6 Define Your OMTM;
Chapter 7: What Business Are You In?;
7.1 About Those People;
7.2 The Business Model Flipbook;
7.3 Six Business Models;
7.4 Pick Your Business Model;
Chapter 8: Model One: E-commerce;
8.1 What Mode of E-commerce Are You?;
8.2 A Practical Example;
8.3 WineExpress Increases Revenue by 41% Per Visitor;
8.4 Offline and Online Combinations;
8.5 Visualizing the E-commerce Business;
8.6 Wrinkles: Traditional E-commerce Versus Subscription E-commerce;
8.7 Key Takeaways;
Chapter 9: Model Two: Software as a Service (SaaS);
9.1 Backupify’s Customer Lifecycle Learning;
9.2 Measuring Engagement;
9.3 Churn;
9.4 Visualizing the SaaS Business;
9.5 ClearFit Abandons Monthly Subscriptions for 10x Growth;
9.6 Wrinkles: Freemium, Tiers, and Other Pricing Models;
9.7 Key Takeaways;
Chapter 10: Model Three: Free Mobile App;
10.1 Installation Volume;
10.2 Average Revenue Per User;
10.3 Percentage of Users Who Pay;
10.4 Churn;
10.5 Visualizing the Mobile App Business;
10.6 Wrinkles: In-App Monetization Versus Advertising;
10.7 Key Takeaways;
Chapter 11: Model Four: Media Site;
11.1 Audience and Churn;
11.2 Inventory;
11.3 Performance and the Sessions-to-Clicks Ratio;
11.4 Ad Rates;
11.5 Content/Advertising Trade-off;
11.6 Visualizing the Media Business;
11.7 Wrinkles: Hidden Affiliates, Background Noise, Ad Blockers, and Paywalls;
11.8 Key Takeaways;
Chapter 12: Model Five: User-Generated Content;
12.1 Visitor Engagement;
12.2 Content Creation and Interaction;
12.3 Engagement Funnel Changes;
12.4 Value of Created Content;
12.5 Content Sharing and Virality;
12.6 Notification Effectiveness;
12.7 Visualizing a UCG Business;
12.8 Wrinkles: Passive Content Creation;
12.9 Key Takeaways;
Chapter 13: Model Six: Two-Sided Marketplaces;
13.1 What DuProprio Watches;
13.2 Rate at Which You’re Adding Buyers and Sellers;
13.3 Rate of Inventory Growth;
13.4 Buyer Searches;
13.5 Conversion Rates and Segmentation;
13.6 Buyer and Seller Ratings;
13.7 Visualizing a Two-Sided Marketplace;
13.8 Wrinkles: Chicken and Egg, Fraud, Keeping the Transaction, and Auctions;
13.9 Key Takeaways;
Chapter 14: What Stage Are You At? Chapter;
14.1 Pick the Stage That You’re At;
Chapter 15: Stage One: Empathy;
15.1 Metrics for the Empathy Stage;
15.2 This Is the Best Idea I’ve Ever Had! (or, How to Discover Problems Worth Solving);
15.3 Finding a Problem to Fix (or, How to Validate a Problem);
15.4 Signs You’ve Found a Problem Worth Tackling;
15.5 Running Lean and How to Conduct a Good Interview;
15.6 How to Avoid Leading the Witness;
15.7 Convergent and Divergent Problem Interviews;
15.8 How Do I Know If the Problem Is Really Painful Enough?;
15.9 Cloud9 IDE Interviews Existing Customers;
15.10 How Are People Solving the Problem Now?;
15.11 Are There Enough People Who Care About This Problem? (or, Understanding the Market);
15.12 What Will It Take to Make Them Aware of the Problem?;
15.13 A “Day in the Life” of Your Customer;
15.14 Finding People to Talk To;
15.15 Getting Answers at Scale;
15.16 LikeBright “Mechanical Turks” Its Way into TechStars;
15.17 Creating an Answers-at-Scale Campaign;
15.18 Build It Before You Build It (or, How to Validate the Solution);
15.19 Localmind Hacks Twitter;
15.20 Before You Launch the MVP;
15.21 Deciding What Goes into the MVP;
15.22 Measuring the MVP;
15.23 Static Pixels Eliminates a Step in Its Order Process;
15.24 A Summary of the Empathy Stage;
15.25 Should You Move to the Next Stage?;
Chapter 16: Stage Two: Stickiness;
16.1 MVP Stickiness;
16.2 Iterating the MVP;
16.3 qidiq Changes How It Adds Users;
16.4 Premature Virality;
16.5 The Goal Is Retention;
16.6 Seven Questions to Ask Yourself Before Building a Feature;
16.7 How Rally Builds New Features with a Lean Approach;
16.8 How to Handle User Feedback;
16.9 The Minimum Viable Vision;
16.10 The Problem-Solution Canvas;
16.11 VNN Uses the Problem-Solution Canvas to Solve Business Problems;
16.12 A Summary of the Stickiness Stage;
16.13 Exercise #1: Should You Move to the Next Stage?;
16.14 Exercise #2: Have You Identified Your Biggest Problems?;
Chapter 17: Stage Three: Virality;
17.1 The Three Ways Things Spread;
17.2 Metrics for the Viral Phase;
17.3 Beyond the Viral Coefficient;
17.4 Timehop Experiments with Content Sharing to Achieve Virality;
17.5 Instrumenting the Viral Pattern;
17.6 Growth Hacking;
17.7 A Summary of the Virality Stage;
17.8 Should You Move On to the Revenue Stage?;
Chapter 18: Stage Four: Revenue;
18.1 Metrics for the Revenue Stage;
18.2 The Penny Machine;
18.3 Finding Your Revenue Groove;
18.4 Customer Lifetime Value > Customer Acquisition Cost;
18.5 Parse.ly and the Pivot to Revenue;
18.6 Market/Product Fit;
18.7 The Breakeven Lines in the Sand;
18.8 Revenue Stage Summary;
Chapter 19: Stage Five: Scale;
19.1 The Hole in the Middle;
19.2 Metrics for the Scale Stage;
19.3 Is My Business Model Right?;
19.4 Buffer Goes from Stickiness to Scale (Through Revenue);
19.5 The Three-Threes Model;
19.6 Finding Discipline as You Scale;
19.7 A Summary of the Scale Stage;
Chapter 20: Model + Stage Drives the Metric You Track;
Lines in the Sand;
Chapter 21: Am I Good Enough?;
21.1 WP Engine Discovers the 2% Cancellation Rate;
21.2 Average Isn’t Good Enough;
21.3 What Is Good Enough?;
21.4 Growth Rate;
21.5 Number of Engaged Visitors;
21.6 Pricing Metrics;
21.7 Socialight Discovers the Underlying Metrics of Pricing;
21.8 Cost of Customer Acquisition;
21.9 Virality;
21.10 Mailing List Effectiveness;
21.11 Uptime and Reliability;
21.12 Site Engagement;
21.13 Web Performance;
21.14 Make Your Own Lines in the Sand;
Chapter 22: E-commerce: Lines in the Sand;
22.1 Conversion Rate;
22.2 Shopping Cart Abandonment;
22.3 Search Effectiveness;
Chapter 23: SaaS: Lines in the Sand;
23.1 Paid Enrollment;
23.2 Freemium Versus Paid;
23.3 Upselling and Growing Revenue;
23.4 Churn;
23.5 OfficeDrop’s Key Metric: Paid Churn;
Chapter 24: Free Mobile App: Lines in the Sand;
24.1 Mobile Downloads;
24.2 Mobile Download Size;
24.3 Mobile Customer Acquisition Cost;
24.4 Sincerely Learns the Challenges of Mobile Customer Acquisition;
24.5 Application Launch Rate;
24.6 Percent Active Mobile Users/Players;
24.7 Percentage of Mobile Users Who Pay;
24.8 Average Revenue Per Daily Active User;
24.9 Monthly Average Revenue Per Mobile User;
24.10 Average Revenue Per Paying User;
24.11 Mobile App Ratings Click-Through;
24.12 Mobile Customer Lifetime Value;
Chapter 25: Media Site: Lines in the Sand;
25.1 Click-Through Rates;
25.2 Sessions-to-Clicks Ratio;
25.3 Referrers;
25.4 Engaged Time;
25.5 What Onsite Engagement Can Tell You About Goals and Behaviors;
25.6 Sharing with Others;
25.7 JFL Gags Cracks Up YouTube;
Chapter 26: User-Generated Content: Lines in the Sand;
26.1 Content Upload Success;
26.2 Time on Site Per Day;
26.3 Reddit Part 1—From Links to a Community;
26.4 Engagement Funnel Changes;
26.5 Reddit Part 2—There’s Gold in Those Users;
26.6 Spam and Bad Content;
Chapter 27: Two-Sided Marketplaces: Lines in the Sand;
27.1 Transaction Size;
27.2 What Etsy Watches;
27.3 Top 10 Lists;
Chapter 28: What to Do When You Don’t Have a Baseline;
Putting Lean Analytics to Work;
Chapter 29: Selling into Enterprise Markets;
29.1 Why Are Enterprise Customers Different?;
29.2 Legacy Products;
29.3 The Enterprise Startup Lifecycle;
29.4 How Coradiant Found a Market;
29.5 So What Metrics Matter?;
29.6 The Bottom Line: Startups Are Startups;
Chapter 30: Lean from Within: Intrapreneurs;
30.1 Span of Control and the Railroads;
30.2 Skunk Works for Intrapreneurs;
30.3 Changing—or Innovating to Resist Change?;
30.4 Stars, Dogs, Cows, and Question Marks;
30.5 Swiffer Gives Up on Chemistry;
30.6 Doritos Chooses a Flavor;
30.7 Working with an Executive Sponsor;
30.8 EMI Embraces Data to Understand Its Customers;
30.9 The Stages of Intrapreneur Lean Analytics;
Chapter 31: Conclusion: Beyond Startups;
31.1 How to Instill a Culture of Data in Your Company;
References and Further Reading;
About the Authors;
The Lean Series;

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