May 18, 2022 · 51m · 20growth
20Growth: Five Signs of Top Growth Talent and How to Detect Them, How to Structure and Conduct the Most Efficient Customer Discovery Process & The Framework to Determine Your North Star and When To Change it with Darius Contractor, Former VP Growth @ Airt
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gold bands on the timeline = statements, start to end. Hover to read, click to jump. CC turns on captions
In this episode of 20 Growth, host Harry Stebbings interviews growth executive Darius Contractor about product-led growth strategies, defining composite North Star metrics, and structuring growth teams. Contractor shares actionable frameworks for interviewing, evaluating, and onboarding growth talent while maintaining cross-functional alignment across product and marketing.
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 26.2% of the talking time here. How this is scored →
Harry as informed peer 2.9 Guest teaching 6.0 Guest disagreement 1.1 Harry pushing back 2.0
speaking balance: gold is Harry, purple is the guest (3 minute bins)
Sharpest disagreement ▶ 13:00 Playful call-out on compound question
In a generally non-confrontational conversation, Darius playfully pushes back on Harry's multi-part question by stating 'getting me all these compound questions'.
Hardest push from Harry ▶ 12:01 Challenging growth leader vs junior hire premiseHarry directly challenges Darius's sequence of early hiring by pressing whether founders should hire a senior growth leader rather than junior reps first.
Biggest teaching moment ▶ 20:25 Subway sandwich analogy for data tablesDarius delivers a memorable masterclass analogy comparing pre-aggregated dimension tables to pre-sliced sandwich meats, educating the host on backend data readiness.
Harry holds his own ▶ 5:43 Scott Belsky quote synthesisHarry demonstrates domain familiarity by introducing Scott Belsky's framework ('intuition takes you to the mountain, data gets you up it') to summarize the guest's points.
the scores for every segment, with the reasoning behind each
| Chapter | Topic | Harry as informed peer | Guest teaching | Guest disagreement | Harry pushing back | Why |
|---|---|---|---|---|---|---|
| Darius Contractor's Background and Journey Into Growth | 3 | 5 | 1 | 1 | Harry sets up Darius's background across Dropbox, Facebook, and Airtable, and prompts him on core learnings. Harry contributes a Scott Belsky quote on intuition vs data to synthesize Darius's breakdown of art versus science in growth. | |
| Defining Growth and Determining North Star Metrics | 3 | 6 | 1 | 2 | Darius clarifies the definition of capital-G Growth versus general company growth, using a crane analogy to explain finding a company's center of gravity metric. Harry probes into how often North Star metrics should be re-evaluated. | |
| Timing and Scaling Early Growth Hires | 3 | 6 | 2 | 3 | Harry asks a compound question about early growth hiring, prompting Darius to playfully point out the multi-part question. Harry explicitly pushes back on whether a founder should hire a growth leader over junior growth reps first. | |
| Identifying Growth Mindsets and Team Structure | 2 | 6 | 1 | 2 | Harry asks how to identify business-driven talent and where growth should sit in an organization. Darius explains how to spot business mindsets among engineers and details why modern growth teams belong inside product under the CPO. | |
| Evaluating Growth Talent and Data Infrastructure Prerequisites | 3 | 7 | 1 | 2 | Harry interrupts to ask a vital founder question regarding data infrastructure requirements before hiring growth leaders. Darius compliments the question and uses a detailed Subway restaurant prep analogy to explain pre-aggregated dimension tables. | |
| Conducting Customer Discovery and Alignment with Marketing | 3 | 6 | 1 | 3 | Darius describes non-leading tactics for customer discovery. Harry pushes back by challenging how growth-derived customer insights avoid creating organizational conflict with existing marketing messaging. | |
| Interview Processes, Assignments, and Red Flags in Growth Hiring | 3 | 6 | 1 | 2 | Harry asks about red flags, practical candidate assignments, and top talent sources, bringing up WhatNot's founder praising Pinterest growth alumni. Darius details red flags like candidates blindly applying past big-tech playbooks to early-stage setups. | |
| Effective Onboarding, Organizational Alignment, and Learning Cultures | 3 | 6 | 1 | 2 | Harry asks whether leaders should actively foster cross-functional alignment or expect growth hires to drive it. Darius shares the 'zipper technique' for strategic alignment and details Dropbox's bi-weekly learnings lunches. | |
| Intuition-Driven Growth Decisions, Forgiveness, and Angel Investing | 3 | 6 | 1 | 2 | Harry asks about intuition-driven decisions, forgiveness versus permission, and parallels between growth experimentation and angel investing. Darius recounts his un-backed decision at Dropbox to auto-sync desktop folders, which created Dropbox Backup. | |
| Quick Fire Round: Evolving Tactics, Hype Growth, and Calendar Virality | 3 | 6 | 1 | 1 | In a quick-fire round, Harry asks about evolving growth tactics, hype growth, and standout strategies. Darius outlines the limits of high-volume A/B testing on low-volume B2B startups and highlights calendar-driven viral loops like Zoom and Warmly. |
Statements from this episode (20)
Contractor helped drive Dropbox Business to $100M in net new revenue
“Darius helped drive Dropbox to a hundred million dollars in net new revenue through Dropbox business”
Deep experiment tuning can double or triple product conversion rates
“I've just seen conversion rates double or triple or even more sometimes, and you can get a tremendous amount out of it.”
Optimizing solely for top-of-funnel signups degrades downstream user quality
“So to make that real, oftentimes people will pick one metric, just like signups, and they'll pull really hard on it, like more, more, more, more signups. But then we've all seen stories of like these unintended consequences, where they're like, they make the s…”
Pinterest evolved its North Star metric from visitors to active board creators
“And one of my favorite stories of a metric changing is from Pinterest and from Casey. They actually changed the metric to go down the funnel. Like first it was just people arriving at the site, like kind of weekly active users and then weekly active pinners an…”
Growth teams should use six-month macro planning cycles instead of quarters
“I'm kind of a big fan of six-month macro planning cycles, because one year is very hard to, like, plan ahead, and then one quarter is just too short to really get a tremendous amount done.”
A startup's first growth team needs one PM, two engineers, half designer
“I think the first hire, first it goes to founder, then it goes to like a small growth team. One PM, two engineers, like half a designer or something like that.”
Competent VP of Growth candidates will not join pre-product-market fit startups
“That VP growth is usually not going to want to join, like, kind of an empty team, or definitely not, like, a pre-product market fit product, if they know what they're doing.”
Growth teams should sit inside the product organization under the CPO
“If you put growth outside a product, You kind of set up a potential conflict between the two. Really at the end of the day, growth is often effectively a product team. They have product people, engineers, data scientists. They work more with like the code that…”
B2B SaaS startups should not hire consumer growth experts
“I wouldn't hire like a consumer expert for like a B to B SaaS business, because it's just such a different world.”
Paid user research participants default to giving biased, pleasing feedback
“Oftentimes people are trying to look good and trying to say the right thing, partly because you're probably paying them. You're probably giving them a 50, a hundred dollar gift certificate to like participate. So they want to kind of try to make you happy. It'…”
Recent Facebook growth veterans often lack zero-to-one startup scaling experience
“Like if you were at Facebook in the last five years, you might not have learned how to do zero to one growth. You might've learned how to do a hundred to a million growth, much higher level.”
Pinterest and Facebook possess the tech industry's best growth tracking infrastructure
“I think Pinterest has one of the best, like, systems of growth. A list of all the current growth experiments, you automatically run reports on it, etc. I think the only other company that really has that system is Facebook”
Facebook, Pinterest, and LinkedIn are the premier tech growth talent pools
“In general, I think people at Facebook, Pinterest, LinkedIn, a few other companies maybe, like, really do know growth. They know how to run these successive experiments. So all those companies, I think, have, like, really great growth culture where people have…”
Growth teams should directly own core onboarding and monetization flows
“Ideally, growth owns the product areas, and it's not just kind of a layer on top of core products. So usually growth would have ownership over the core onboarding flow and the monetization flow and maybe the logged out pages, or those might be owned by marketi…”
Founders should evaluate new growth leaders at six months, not two
“I'd have different thresholds at six months and one year. I wouldn't have very strong thresholds after like one or two months. So really after one or two months, you're expecting them to get some good context and understand what the org needs and to start sett…”
Growth teams should ask for forgiveness 40% of the time
“Forgiveness, 40% of the time, and then permission 60%. So mostly you should be on board with the team, but occasionally, yeah, you want to be a little bit that loose cannon who delivers amazing results.”
Approximately 70% of growth experiments and 50% of startup investments fail
“About 70% of growth experiments fail, and people say about 50% of company investments fail.”
High-volume A/B testing is becoming less effective for modern startups
“So I think this high volume A-B testing growth is a little less focal. Optimizing for the users on a lower volume basis is incredibly important for a lot of the successful startups today.”
Hype-driven startup growth almost certainly will not last multiple years
“And the other tough thing about hype is it's often short lived as quick as a week these days, or as long as like six months, but it's almost certainly not going to be multiple years.”
Calendar invites represent an underappreciated viral growth vector in B2B SaaS
“It really is like a fundamental viral mechanism of like meeting people through calendar entries and one-to-one meetings, especially in this remote work world. So I think it's kind of under reflected on viral opportunity that's still really prescient today.”