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@ratzesberger SENTIENT ENTERPRISE OLIVER RATZESBERGER | Teradata MOHAN SAWHNEY | Kellogg School of Management

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Page 1: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

@ratzesberger

SENTIENT ENTERPRISE OLIVER RATZESBERGER | Teradata

MOHAN SAWHNEY | Kellogg School of Management

Page 2: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

@ratzesberger

400,000 LAUNCH DAY DOWNLOADS

Page 3: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

@ratzesberger

REAL TIME INTERACTION

Page 4: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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SELF SERVICE EVERYTHING

Data Graphic: d3js.org

Page 5: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

@ratzesberger

Putting out fires?

Data Anarchy?

Humans Direct Data?

Sifting through

data?

Page 6: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

@ratzesberger

18 MONTHS

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

ENTERPRISE DATA WAREHOUSE—EDW

Page 7: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

@ratzesberger

EDW MARCH 2014

ACTIVE CUSTOMERS:

MARCH 2014

ACTIVE CUSTOMERS:

CMO

CFO

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

Page 8: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

@ratzesberger

FIVE STAGES TOWARDS

SENTIENT ENTERPRISE

Page 9: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

2

3

1

FIVE STAGES

5

4

@ratzesberger

Page 10: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

@ratzesberger

EDW

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

DATA MART

Page 11: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

@ratzesberger

EDW

VDM VDM

VDM

VDM

VDM

VDM

VDM

VDM

VDM

VDM

VDM

VDM

VDM

AGILE DATA WAREHOUSE

Page 12: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

@ratzesberger

5

USERS

LAYERED DATA ARCHITECTURE

DATALAB Virtual Sandboxes & Prototypes

PRESENTATION Application Specific Views

AGGREGATIONAL BU Specific Rollups

CALCULATION Key Performance Indicators

INTEGRATION Integrated Model at Lowest Granularity

STAGING 1:1 Source Systems

4

3

2

1

0

BUSINESS ANALYSTS

POWER USERS

DATA SCIENTISTS

USER OWNED

ATOMIC DATA

USER OWNED

ATOMIC DATA

BUSINESS RULES

BUSINESS RULES

Page 13: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

@ratzesberger

2

3

1

FIVE STAGES

The Agile Data Warehouse

moves traditional central DW structures to a balanced decentralized framework built for agility.

5

4

Page 14: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

@ratzesberger

2

3

FIVE STAGES

1

5

4

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TRANSACTIONAL DATA

Page 16: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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BEHAVIORAL DATA

Page 17: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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BEHAVIORAL PATTERNS

BEHAVIORAL DATA

Page 18: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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MARCH

VISIT

APRIL PURCHASE

MAY

JUNE

CALL

EMAIL VISIT

JULY

PURCHASE

Page 19: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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MARCH

VISIT

APRIL PURCHASE

MAY

JUNE

CALL

EMAIL VISIT

JULY

PURCHASE

BEHAVIOR

Page 20: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

@ratzesberger

BEHAVIOR

BEHAVIOR

BEHAVIOR

BEHAVIOR

BEHAVIOR

BEHAVIOR

BEHAVIOR

BEHAVIOR

VDM

VDM

VDM

VDM

VDM

VDM

Page 21: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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2

3

FIVE STAGES

1

5

4

From Transactional to Behavioral Data. Value comes from behaviors rather than transactions

Page 22: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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EDIT:

3

FIVE STAGES

1

2

5

4

3

Page 23: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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BEHAVIOR

BEHAVIOR

BEHAVIOR

BEHAVIOR

VDM

VDM

VDM

BEHAVIOR

BEHAVIOR

VDM

BEHAVIOR

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@ratzesberger

Page 25: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

@ratzesberger

SHARE

LIKE

SEARCH

DESIGN

INTERACT

ANALYZE

COLLABORATE

Page 26: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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FIVE STAGES

1

5

4

LinkedIn for Analytics. From centralized Metadata to Crowd Sourced

Collaboration. Social interactions

connect the data within the enterprise

3

2

Page 27: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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FIVE STAGES

1

2

3

5

4

Page 28: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

@ratzesberger

Page 29: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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EDW

A

A

A

APP

APP

APP

A

A

A

APP

APP

APP

Page 30: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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SYSTEMS

DATA DATA

VDM VDM

VDM

VDM

VDM

VDM

VDM

VDM

DATA LISTENING

Page 31: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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FIVE STAGES

1

2

3

Analytical Apps. From static applications and ETL to agile Self Service Apps.

From Extraction of Data to Enterprise Listening.

5

4

Page 32: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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5

FIVE STAGES

1

2

3

4

Page 33: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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OF TIME IS SPENT SIFTING THROUGH DATA

Page 34: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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OF TIME IS SPENT SIFTING THROUGH DATA

OF TIME IS SPENT ON

DECISION MAKING

Page 35: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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AUTOMATED CARS

Photo: commons.wikimedia.org

Page 36: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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AUTOMATED TRADING

Page 37: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

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SHARE

SEARCH

DESIGN

INTERACT

ANALYZE

KNOW

IDENTIFY

DISCOVER

A COMPANY AS A SINGLE ORGANISM

Page 38: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

@ratzesberger

FIVE STAGES

1

2

3

Predictive Technologies and Algorithms. From focusing

only 10% of time on decision making and 90% of sifting through data to 90% of decision making with the help of automated algorithms.

5

4

Page 39: SENTIENT ENTERPRISE · sentient enterprise . 2 3 1 five stages 5 4 @ratzesberger . @ratzesberger edw data mart data mart data mart data mart data mart data mart data mart data mart

@ratzesberger

The Agile Data Warehouse

moves traditional central DW

structures to a balanced

decentralized framework

built for agility.

2

3

1

SHIFTS OF THE

FIVE STAGES

5

4

Analytical Apps. From static

applications and ETL to agile Self

Service Apps.

From Extraction of Data to

Enterprise Listening.

LinkedIn for Analytics. From

centralized Metadata to

Crowd Sourced

Collaboration. Social

interactions connect the

data within the enterprise From Transactional to

Behavioral Data. Value

comes from behaviors rather

than transactions

Predictive Technologies and

Algorithms. From focusing only

10% of time on decision

making and 90% of sifting

through data to 90% of

decision making with the help

of automated algorithms