Nov 17, 2021 · 41m · 20growth

20Growth: Top Growth Lessons from the Early Facebook, Twitter and Quora Days, The Most Important Question to Ask When Building Your Growth Team, How To Test For True Candidate Depth and Quality When Hiring for Growth with Andy Johns, Venture Partner @ Unu

Andy Johns · 28m spoken Harry Stebbings · 11m spoken
0:00 / 0:00

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In this episode of 20 Growth, host Harry Stebbings interviews growth leader and investor Andy Johns about hiring strategies, growth operational frameworks, and why venture-scale expansion requires big product innovation over simple A/B testing.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. Harry holds 28.6% of the talking time here. How this is scored →

Harry as informed peer 3.6 Guest teaching 5.3 Guest disagreement 1.0 Harry pushing back 2.6
05100:0015:0030:002:45–5:55 · Harry as informed peer 2/10 Guest Background & Entry into Growth Harry asks standard conversational openers about Andy's background and key growth takeaways. Andy shares his entry into Facebook through Chamath Palihapitiya and emphasizes that growth teams cannot be treated with a one-size-fits-all approach.5:56–8:23 · Harry as informed peer 3/10 Defining Growth & The Impact of Network Effects Harry asks foundational questions on defining growth roles and organizational placement. Andy provides a clear conceptual framing comparing growth to finance and outlines the critical distinction between network effects and non-network effects businesses.8:28–12:58 · Harry as informed peer 3/10 Timing and Target Profiles for Initial Growth Hires Harry sets up a role-play scenario asking when and who to hire first for growth. Andy educates Harry on delaying growth hires until post-product-market fit and describes ideal candidate profiles, such as experimental physicists.12:59–16:28 · Harry as informed peer 5/10 Evaluating Candidate Depth and the Innovation vs. Optimization Mindset Harry asks how to screen out articulate candidates lacking depth and directly challenges Andy on whether choosing innovation versus optimization is the CEO's job rather than the VP of Growth's. Andy responds with an example of shutting down growth at Wealthfront to build new product lines.16:30–21:03 · Harry as informed peer 3/10 Three-Stage Interview Process for Growth Executives Harry asks about structuring executive interviews and addresses founder anxiety around giving case studies to senior candidates. Andy outlines a three-step interview process and firmly dismisses candidate egos regarding practical case studies.21:05–25:17 · Harry as informed peer 3/10 Onboarding Growth Leaders, Strategic Frameworks, and Metrics Harry asks about onboarding growth leaders, defining North Star metrics, and establishing healthy CEO communication. Andy breaks down his core growth equation framework and input versus output metrics.25:18–29:03 · Harry as informed peer 6/10 Navigating Cross-Team Friction & Engineering Alignment Harry demonstrates domain knowledge by citing Casey Winters' comments regarding engineering resentment towards growth teams. Andy details the internal 'stay off my lawn' territorialism and the need to align engineering DNA with role requirements.29:07–34:25 · Harry as informed peer 3/10 Adapting Post-Mortems to Startup Stage Harry asks about adapting post-mortems and presses on how leaders can manage risk without going too far. Andy recounts launching an unapproved Twitter username experiment that generated 70,000 signups per week and candidly admits some conservative CEOs cannot be changed.34:26–39:02 · Harry as informed peer 4/10 Investor Insights: Why Breakthrough Growth Requires Big Product Risks During the quickfire round, Harry prompts Andy on investor insights and growth tactics. Andy argues that no major tech breakout succeeded purely on A/B testing optimization, requiring large product risks instead.2:45–5:55 · Guest teaching 4/10 Guest Background & Entry into Growth Harry asks standard conversational openers about Andy's background and key growth takeaways. Andy shares his entry into Facebook through Chamath Palihapitiya and emphasizes that growth teams cannot be treated with a one-size-fits-all approach.5:56–8:23 · Guest teaching 6/10 Defining Growth & The Impact of Network Effects Harry asks foundational questions on defining growth roles and organizational placement. Andy provides a clear conceptual framing comparing growth to finance and outlines the critical distinction between network effects and non-network effects businesses.8:28–12:58 · Guest teaching 5/10 Timing and Target Profiles for Initial Growth Hires Harry sets up a role-play scenario asking when and who to hire first for growth. Andy educates Harry on delaying growth hires until post-product-market fit and describes ideal candidate profiles, such as experimental physicists.12:59–16:28 · Guest teaching 6/10 Evaluating Candidate Depth and the Innovation vs. Optimization Mindset Harry asks how to screen out articulate candidates lacking depth and directly challenges Andy on whether choosing innovation versus optimization is the CEO's job rather than the VP of Growth's. Andy responds with an example of shutting down growth at Wealthfront to build new product lines.16:30–21:03 · Guest teaching 6/10 Three-Stage Interview Process for Growth Executives Harry asks about structuring executive interviews and addresses founder anxiety around giving case studies to senior candidates. Andy outlines a three-step interview process and firmly dismisses candidate egos regarding practical case studies.21:05–25:17 · Guest teaching 5/10 Onboarding Growth Leaders, Strategic Frameworks, and Metrics Harry asks about onboarding growth leaders, defining North Star metrics, and establishing healthy CEO communication. Andy breaks down his core growth equation framework and input versus output metrics.25:18–29:03 · Guest teaching 5/10 Navigating Cross-Team Friction & Engineering Alignment Harry demonstrates domain knowledge by citing Casey Winters' comments regarding engineering resentment towards growth teams. Andy details the internal 'stay off my lawn' territorialism and the need to align engineering DNA with role requirements.29:07–34:25 · Guest teaching 5/10 Adapting Post-Mortems to Startup Stage Harry asks about adapting post-mortems and presses on how leaders can manage risk without going too far. Andy recounts launching an unapproved Twitter username experiment that generated 70,000 signups per week and candidly admits some conservative CEOs cannot be changed.34:26–39:02 · Guest teaching 6/10 Investor Insights: Why Breakthrough Growth Requires Big Product Risks During the quickfire round, Harry prompts Andy on investor insights and growth tactics. Andy argues that no major tech breakout succeeded purely on A/B testing optimization, requiring large product risks instead.2:45–5:55 · Guest disagreement 0/10 Guest Background & Entry into Growth Harry asks standard conversational openers about Andy's background and key growth takeaways. Andy shares his entry into Facebook through Chamath Palihapitiya and emphasizes that growth teams cannot be treated with a one-size-fits-all approach.5:56–8:23 · Guest disagreement 0/10 Defining Growth & The Impact of Network Effects Harry asks foundational questions on defining growth roles and organizational placement. Andy provides a clear conceptual framing comparing growth to finance and outlines the critical distinction between network effects and non-network effects businesses.8:28–12:58 · Guest disagreement 0/10 Timing and Target Profiles for Initial Growth Hires Harry sets up a role-play scenario asking when and who to hire first for growth. Andy educates Harry on delaying growth hires until post-product-market fit and describes ideal candidate profiles, such as experimental physicists.12:59–16:28 · Guest disagreement 2/10 Evaluating Candidate Depth and the Innovation vs. Optimization Mindset Harry asks how to screen out articulate candidates lacking depth and directly challenges Andy on whether choosing innovation versus optimization is the CEO's job rather than the VP of Growth's. Andy responds with an example of shutting down growth at Wealthfront to build new product lines.16:30–21:03 · Guest disagreement 2/10 Three-Stage Interview Process for Growth Executives Harry asks about structuring executive interviews and addresses founder anxiety around giving case studies to senior candidates. Andy outlines a three-step interview process and firmly dismisses candidate egos regarding practical case studies.21:05–25:17 · Guest disagreement 0/10 Onboarding Growth Leaders, Strategic Frameworks, and Metrics Harry asks about onboarding growth leaders, defining North Star metrics, and establishing healthy CEO communication. Andy breaks down his core growth equation framework and input versus output metrics.25:18–29:03 · Guest disagreement 1/10 Navigating Cross-Team Friction & Engineering Alignment Harry demonstrates domain knowledge by citing Casey Winters' comments regarding engineering resentment towards growth teams. Andy details the internal 'stay off my lawn' territorialism and the need to align engineering DNA with role requirements.29:07–34:25 · Guest disagreement 2/10 Adapting Post-Mortems to Startup Stage Harry asks about adapting post-mortems and presses on how leaders can manage risk without going too far. Andy recounts launching an unapproved Twitter username experiment that generated 70,000 signups per week and candidly admits some conservative CEOs cannot be changed.34:26–39:02 · Guest disagreement 2/10 Investor Insights: Why Breakthrough Growth Requires Big Product Risks During the quickfire round, Harry prompts Andy on investor insights and growth tactics. Andy argues that no major tech breakout succeeded purely on A/B testing optimization, requiring large product risks instead.2:45–5:55 · Harry pushing back 0/10 Guest Background & Entry into Growth Harry asks standard conversational openers about Andy's background and key growth takeaways. Andy shares his entry into Facebook through Chamath Palihapitiya and emphasizes that growth teams cannot be treated with a one-size-fits-all approach.5:56–8:23 · Harry pushing back 1/10 Defining Growth & The Impact of Network Effects Harry asks foundational questions on defining growth roles and organizational placement. Andy provides a clear conceptual framing comparing growth to finance and outlines the critical distinction between network effects and non-network effects businesses.8:28–12:58 · Harry pushing back 2/10 Timing and Target Profiles for Initial Growth Hires Harry sets up a role-play scenario asking when and who to hire first for growth. Andy educates Harry on delaying growth hires until post-product-market fit and describes ideal candidate profiles, such as experimental physicists.12:59–16:28 · Harry pushing back 6/10 Evaluating Candidate Depth and the Innovation vs. Optimization Mindset Harry asks how to screen out articulate candidates lacking depth and directly challenges Andy on whether choosing innovation versus optimization is the CEO's job rather than the VP of Growth's. Andy responds with an example of shutting down growth at Wealthfront to build new product lines.16:30–21:03 · Harry pushing back 3/10 Three-Stage Interview Process for Growth Executives Harry asks about structuring executive interviews and addresses founder anxiety around giving case studies to senior candidates. Andy outlines a three-step interview process and firmly dismisses candidate egos regarding practical case studies.21:05–25:17 · Harry pushing back 1/10 Onboarding Growth Leaders, Strategic Frameworks, and Metrics Harry asks about onboarding growth leaders, defining North Star metrics, and establishing healthy CEO communication. Andy breaks down his core growth equation framework and input versus output metrics.25:18–29:03 · Harry pushing back 4/10 Navigating Cross-Team Friction & Engineering Alignment Harry demonstrates domain knowledge by citing Casey Winters' comments regarding engineering resentment towards growth teams. Andy details the internal 'stay off my lawn' territorialism and the need to align engineering DNA with role requirements.29:07–34:25 · Harry pushing back 3/10 Adapting Post-Mortems to Startup Stage Harry asks about adapting post-mortems and presses on how leaders can manage risk without going too far. Andy recounts launching an unapproved Twitter username experiment that generated 70,000 signups per week and candidly admits some conservative CEOs cannot be changed.34:26–39:02 · Harry pushing back 3/10 Investor Insights: Why Breakthrough Growth Requires Big Product Risks During the quickfire round, Harry prompts Andy on investor insights and growth tactics. Andy argues that no major tech breakout succeeded purely on A/B testing optimization, requiring large product risks instead.

speaking balance: gold is Harry, purple is the guest (3 minute bins)

0:00 · Harry 97.4% · guest 2.6%0:00 · Harry 97.4% · guest 2.6%3:00 · Harry 20.7% · guest 79.3%3:00 · Harry 20.7% · guest 79.3%6:00 · Harry 15.7% · guest 84.3%6:00 · Harry 15.7% · guest 84.3%9:00 · Harry 19.8% · guest 80.2%9:00 · Harry 19.8% · guest 80.2%12:00 · Harry 12% · guest 88%12:00 · Harry 12% · guest 88%15:00 · Harry 16.7% · guest 83.3%15:00 · Harry 16.7% · guest 83.3%18:00 · Harry 17.8% · guest 82.2%18:00 · Harry 17.8% · guest 82.2%21:00 · Harry 21.6% · guest 78.4%21:00 · Harry 21.6% · guest 78.4%24:00 · Harry 12.5% · guest 87.5%24:00 · Harry 12.5% · guest 87.5%27:00 · Harry 21.8% · guest 78.2%27:00 · Harry 21.8% · guest 78.2%30:00 · Harry 10.9% · guest 89.1%30:00 · Harry 10.9% · guest 89.1%33:00 · Harry 30.1% · guest 69.9%33:00 · Harry 30.1% · guest 69.9%36:00 · Harry 27.7% · guest 72.3%36:00 · Harry 27.7% · guest 72.3%39:00 · Harry 99% · guest 1%39:00 · Harry 99% · guest 1%
Sharpest disagreement ▶ 20:05 Rejecting candidate ego on case studies

Andy forcefully rejects executive candidates who refuse to perform case studies, asserting that early startups cannot afford egos unwilling to do grungy execution work.

Hardest push from Harry ▶ 15:32 Harry challenges growth leader scope

Harry directly interrupts and questions Andy's assertion, arguing that balancing product innovation versus optimization is fundamentally the CEO or Head of Product's job rather than the VP of Growth's.

Biggest teaching moment ▶ 34:40 Optimization vs major product shots on goal

Andy corrects the widespread industry assumption that growth teams and A/B testing create breakout startups, explaining that massive growth requires multi-year strategic product risks.

Harry holds his own ▶ 27:24 Harry quotes Casey Winters on engineering friction

Harry brings specific domain insight from Casey Winters regarding growth teams breaking production code and alienating core engineers to challenge Andy on cross-team dynamics.

the scores for every segment, with the reasoning behind each
ChapterTopicHarry as informed peerGuest teachingGuest disagreementHarry pushing backWhy
Guest Background & Entry into Growth 2400 Harry asks standard conversational openers about Andy's background and key growth takeaways. Andy shares his entry into Facebook through Chamath Palihapitiya and emphasizes that growth teams cannot be treated with a one-size-fits-all approach.
Defining Growth & The Impact of Network Effects 3601 Harry asks foundational questions on defining growth roles and organizational placement. Andy provides a clear conceptual framing comparing growth to finance and outlines the critical distinction between network effects and non-network effects businesses.
Timing and Target Profiles for Initial Growth Hires 3502 Harry sets up a role-play scenario asking when and who to hire first for growth. Andy educates Harry on delaying growth hires until post-product-market fit and describes ideal candidate profiles, such as experimental physicists.
Evaluating Candidate Depth and the Innovation vs. Optimization Mindset 5626 Harry asks how to screen out articulate candidates lacking depth and directly challenges Andy on whether choosing innovation versus optimization is the CEO's job rather than the VP of Growth's. Andy responds with an example of shutting down growth at Wealthfront to build new product lines.
Three-Stage Interview Process for Growth Executives 3623 Harry asks about structuring executive interviews and addresses founder anxiety around giving case studies to senior candidates. Andy outlines a three-step interview process and firmly dismisses candidate egos regarding practical case studies.
Onboarding Growth Leaders, Strategic Frameworks, and Metrics 3501 Harry asks about onboarding growth leaders, defining North Star metrics, and establishing healthy CEO communication. Andy breaks down his core growth equation framework and input versus output metrics.
Navigating Cross-Team Friction & Engineering Alignment 6514 Harry demonstrates domain knowledge by citing Casey Winters' comments regarding engineering resentment towards growth teams. Andy details the internal 'stay off my lawn' territorialism and the need to align engineering DNA with role requirements.
Adapting Post-Mortems to Startup Stage 3523 Harry asks about adapting post-mortems and presses on how leaders can manage risk without going too far. Andy recounts launching an unapproved Twitter username experiment that generated 70,000 signups per week and candidly admits some conservative CEOs cannot be changed.
Investor Insights: Why Breakthrough Growth Requires Big Product Risks 4623 During the quickfire round, Harry prompts Andy on investor insights and growth tactics. Andy argues that no major tech breakout succeeded purely on A/B testing optimization, requiring large product risks instead.

Statements from this episode (16)

Assertion Not checkable as stated
Chamath Palihapitiya Hired Andy Johns at Facebook Despite Being "Least Qualified"
“I was told I was the least qualified profile of everyone that had applied for this position, but that he appreciated the scrappy approach that I took to getting my career started.”
Andy Johns Nov 17, 2021 ▶ 3:45
Insight
Growth Teams Function Like Finance for User Flow, Says Andy Johns
“I think of growth like One may think about finance at a startup. And what I mean is finance as a startup is responsible for measuring the flow of capital in and out of the business and hopefully contributing ideas to optimizing the flow of that capital, earnin…”
Andy Johns Nov 17, 2021 ▶ 6:05
Insight
Growth Teams Matter Far More in Network Effects Businesses
“I think the most important distinction that a startup has to make as it relates to this question, and really any growth-related question, is are we a network effects business, or are we not a network effects business? And the reason why I think that is critica…”
Andy Johns Nov 17, 2021 ▶ 7:04
Insight
Startups Should Delay Growth Hires Until Post-Product-Market Fit
“I wouldn't even consider hiring ahead of growth or building a growth team until you have a clear indicator of product market fit, which is some amount of exponential organic growth.”
Andy Johns Nov 17, 2021 ▶ 8:37
Assertion Supported
One of Facebook's Best Early Growth Leaders Was a Physicist
“One of the best early growth leaders at Facebook was a physicist. He was trained as an experimental physicist.”
Andy Johns Nov 17, 2021 ▶ 9:40
Insight
Drilling Into Low-Level Project Details Exposes Pretenders in Growth Hiring
“One of the easiest tools to test for depth is to ask them to point out a couple examples in which a growth project or a growth experiment was run at One of the prior companies that was successful and then spend the entire interview just drilling in on every fa…”
Andy Johns Nov 17, 2021 ▶ 13:22
Disclosure
Wealthfront Shut Down Its Growth Team to Focus on New Products
“And so eventually what we did at the Wealthfront in the early days of Wealthfront is I was the VP of growth, but at one point we said, you know what, the best thing for our business at this point is to shut down growth. And in its wake, Replace it with another…”
Andy Johns Nov 17, 2021 ▶ 16:07
Insight
Executive Hiring Risk Is Picking Division Optimizers Over Business Optimizers
“I think the great risk is you get an executive who comes in who's willing to optimize their division because it makes them look good over optimizing the results for the business as a whole.”
Andy Johns Nov 17, 2021 ▶ 19:29
Insight
Candidates Refusing Case Studies Lack Early-Stage Startup Execution Mindset
“So I think if somebody's unwilling to do a case study, you probably have somebody who wants to be running growth at a large established business like Airbnb, and they just want to come over and take over a team of 50 or a hundred people and not be at that leve…”
Andy Johns Nov 17, 2021 ▶ 20:47
Insight
Growth Is Market, Product, Delight, and Acquisition Multiplied
“My preferred starting point, if I go into any company, is I like to begin with this background of assessing market times core product value times moments of delight times ability to acquire customers.”
Andy Johns Nov 17, 2021 ▶ 22:15
Insight
High-Impact Growth Teams Inherently Cause Territorial Friction With Product Owners
“The stay off my lawn thing is a distinct characteristic of a growth team that has huge impact within a network effects business.”
Andy Johns Nov 17, 2021 ▶ 26:37
Insight
Fast Growth Experimentation Clashes With Traditional Software Engineering Standards
“Yeah, and it gets to a fundamental question around the DNA of the engineering team and of the specific engineers, because growth by its nature is about experimentation. And so often you're writing throwaway code, something that isn't really like robust and pro…”
Andy Johns Nov 17, 2021 ▶ 27:49
Insight
Early-Stage Growth Teams Should Value Correlation Over Causality
“The guidance that I generally give, especially for the early stage startups, is move fast, be comfortable with correlation, because correlation just provides Quality hypotheses, and that's all you care about at that point. You're not looking for something that…”
Andy Johns Nov 17, 2021 ▶ 30:06
Assertion Not checkable as stated
Twitter Auto-Generated Username Test Increased Weekly Signups by 70,000
“And what ended up happening is we started to get 70,000 more signups per week because the solution we implemented was a good enough solution to work. And at the time that meant like, gosh, 20, 30% more signups per week, just from a small team of four people im…”
Andy Johns Nov 17, 2021 ▶ 32:52
Insight
Breakout Growth Comes From Major Product Initiatives, Not A/B Testing
“I have yet to come across a company that has been a big breakout that's progressed from, say, Series B, C, D, E, And go on to these massive growth rounds, predominantly on the back of baby testing. I've never seen it. I see it happen when the startup takes thr…”
Andy Johns Nov 17, 2021 ▶ 35:03
Insight
Viral Invite Flows Rarely Work Outside Novel Network-Effect Products
“Everyone trying to have this perfectly viral invitation flow that so rarely actually works, and it usually only works with network effects businesses that have a novel, fascinating product. Everything else, it just doesn't work, so thankfully that's dying.”
Andy Johns Nov 17, 2021 ▶ 36:04
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