Lenny's Podcast: Product | Growth | Career cover image

How to scrappily hire for, measure, and unlock growth | Crystal Widjaja, Gojek and Kumu

Lenny's Podcast: Product | Growth | Career

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Good vs bad analytics instrumentation

A team with good instrumentation for data tracking collects a variety of properties for each event, such as the number of drivers on the screen, the pick-up location, surge pricing, minimum fare, and voucher code. These properties provide valuable context for analyzing user behavior and making assumptions about user conversion. In contrast, a team with bad data tracking only tracks a limited number of properties or none at all, which hinders their ability to understand the user experience and make informed assumptions. Having incomplete data and failing to analyze why users behave in certain ways is frustrating and limits the team's ability to optimize their product.

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