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Beyond Data Discovery
The Value Unlocked by Modern Data Modeling
November 5, 2015
Presented
by
— This webinar will be recorded
— We will take questions at the end
Welcome & Webinar Overview
Zach Taylor
Product Manager
Talal Assir
Senior Data Analyst
Meet our presenters
Data Modeling
Transforming data
into understanding
is hard
Agenda
1
1 Concepts
2 Live Modeling
3 NYC Taxi Cab Data
Less on this...
More on this...
Traditional Approach
Restricted Q&AELT - Heavy Transformation
END USERBI TEAMETL TEAM EDW TEAM
A B
?C
Z
P
OLAP / Data Summaries
SUMMARY
Build Incrementally
Reusability
Content Creator
Model Builder
Consumer Complexity
Tradeoff
● Get it to people
quickly
● Crowdsource
● Have a shared view
Enable Learning
The Alternative
● Feedback loop is
broken
● Data brawls
● Reusability is lost
● Modular
● Interconnected
● Light architecture
Fast Iteration Cycles
Fast Iteration Cycles
Make Change Easy
measure: daily_usage_minutes
sql: SUM(daily_usage.approximate_usage_in_minutes)
measure: approximate_usage_in_minutes
type: sum
sql: ${TABLE}.approximate_usage_in_minutes
dimension: license_health
sql: |
CASE
WHEN ${approximate_usage_in_minutes} = 0 THEN 0
ELSE (
(CASE
WHEN ${approximate_usage_in_minutes} < 400 THEN 0
WHEN ${approximate_usage_in_minutes} < 1000 THEN 10
ELSE 25 END)
1
3
2
Build a Model
Check out NYC Taxi data
Building a Model
Trip
Driver ID
Pickup Time
Dropoff Time
Fare Amount
Building a Model
Trip
Driver ID
Pickup Time
Dropoff Time
Fare Amount
Next Pickup Time
Idle Distance
Idle Time
Building a Model
Trip
Driver ID
Pickup Time
Dropoff Time
Fare Amount
Next Pickup Time
Idle Distance
Idle Time
Shift
Start Time
End Time
Utilization
Building a Model
Trip
Driver ID
Pickup Time
Dropoff Time
Fare Amount
Next Pickup Time
Idle Distance
Idle Time
Shift
Start Time
End Time
Utilization
Driver
Driver ID
Lifetime trips
Average shift length
Average trips/shift
Q &
A
Thank you
• This webinar will be posted on
looker.com tomorrow.
Thank you

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