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Data Product Teams : Best Practices for a Modern Data Team

Tom Tunguz

Data teams are becoming software engineering teams. On December 14th we welcomed Philip Zelitchenko , VP of Data from ZoomInfo, to talk about how he has built this discipline within his team & it was fascinating. Unlike code, data is stochastic or unpredictable. Data may change in size, shape, distribution, or format.

Data 266
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How Quickly Does Headcount Scale in the Fastest Growing Software Businesses?

Tom Tunguz

In fact, this data bolsters the notion that management team’s top priority is recruiting, especially after the business has reached product market fit and capitalized itself well. Above, I’ve charted the headcount growth rate for 10 of the fastest growing software companies in recent history. They start around 25 people.

Headcount 187
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Top 10 Unexpected Learnings from Scaling Wiz From $0 to The First $100M ARR with founding CRO Colin Jones and Sam Blond

SaaStr

He actively approached the CEO to push for dramatically higher targets and accelerated headcount expansion beyond the original plan. This simple yet powerful signal helped Wiz respond to market opportunities more quickly than competitors relying on processed data that might be weeks old.

Scale 192
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Napoleon's Influence on the Modern Data Stack : hyperdimensional Analysis with Malloy

Tom Tunguz

Data visualization is a passion of mine. Napoleon’s March encodes 6 : the geography of the terrain, the route & the direction of the army, the headcount of the troops, the temperature of the battlefield, & the time of year of Napoleon’s doomed quest to conquer Russia. We’re in the Decade of Data.

Data 283
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How Should You Staff Your Startup in 2023

Tom Tunguz

I analyzed the headcount patterns within these companies to shed light on three questions : How are these top companies changing their headcount through the downturn? What percent of headcount is in product & engineering? What percent of headcount is in sales & marketing? The typical company grew headcount by 57%.

Headcount 312
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The Startup Sectors Most Impacted by the Coronavirus

Tom Tunguz

Over the weekend, I analyzed Roger’s data to answer this question. But starting that week, startups began reducing headcount by about 700 per day. However, there doesn’t yet seem to be a daily or weekly increase in the data. On the brighter side, it is a resource for startups looking to hire as they grow.

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Top 10 Learnings from the Redpoint 2020 GTM Survey

Tom Tunguz

It contains data on go to market team structure, performance by sales function, marketing spend benchmarks, and customer success priorities. I want to thank Nick Giometti who parsed and processed the data and taught me (an R user) a lot about python and pandas along the way. I also want to thank everyone contributed data.

Headcount 364