stop refreshing vanity metrics & start focusing on the metrics that inform decisions

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Colin Zima Chief Analytics Officer, Looker Beyond Vanity Metrics

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Post on 20-Jul-2015

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Colin Zima

Chief Analytics Officer, Looker

Beyond Vanity Metrics

250+Customers

Everyone Loves Dashboards

The Case for Dashboards

Increased EngagementUsing visual to draws in the less data inclined

Clarity and PriorityTeams driving towards a singular goal set

“Data Culture”Data as the source of truth

Too Broad Too Rigid Too Static

The Not-So-Good

Individuals don’t feel empowered to drive top-level metrics

The difficult-to-quantify is often eschewed for the simplest metrics

Can’t creating alignment around metrics that are changing

Define Behavior

Quantify

Act and Refine

“Custom” Analytics

• How can we understand this behavior with data?

• Find correlated action if necessary.

• Set up tracking as needed

• Define ongoing metrics

• What are we actually trying to measure?

• Create more targeted, individualized dashboards and

views

• Track over time and monitor performance

• Build better metrics

Four Examples

1. Quantifying bad user experience at Venmo

2. Prioritizing new market launches at a delivery start-up

3. Better understanding of the best performing content at Upworthy

4. Driving deeper retention in mobile gaming

Venmo’s Design Challenge

Before: After:

The Result

Custom Analytics To The Rescue

The Localization Challenge

Finding Engaged Customers

Now Quantify It

The Pageview Trap

Attention Minutes

• What action are we really trying to drive – Engagement

• Then measure engagement

• Upworthy’s attention minutes aim to do just that

• Total Attention on Site (per hour, day, week, month, whatever) — that tells us (like total uniques or total pageviews) how good of a job Upworthy is doing overall at drawing attention to important topics.

• And Total Attention per Piece, which is a combination of how many people watch something on Upworthy and how much of it they actually watch. Pieces with higher Total Attention should be promoted more.

Source: http://blog.upworthy.com/post/89621755036/the-code-literally-to-what-lies-between-

the

The Results

Gaming Analytics

• DAU and MAU are de facto success in gaming

• Getting underneath the surface is where operational success comes from

• Cohort analysis is a crucial tool

Level Balancing

Level Balancing

Level Balancing

TwoDots

TwoDots: 15 app releases, 40+ level rebalances

Before: After:

Takeaways

Define the behaviors you want to quantify

Measure them and create tangible progress

And keep the TV Dashboards, at least you’ll get people excited about data

More Questions?

@lookerdata@drinkzima

[email protected]