data driven culture for business users

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DATA DRIVEN CULTURE FOR BUSINESS USERS The eBay Story Sara Jones (@saradansiejones) & Raquel Smith (@raquelsmith_slc) October 25, 2014 presented at Big Mountain Data Conf

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Presented at Big Mountain Data, October 25, 2014. In big data companies, business intelligence problems are tackled by three major groups: Data scientists, analytics, and business analysts. With big data technology developing at a rapid pace, data scientists and data analytics experts are being asked to focus on more and more on predictive and machine learning business questions. Meanwhile, business analysts, who often rely on data analytics support, are left without adequate support to solve the business problems that will impact their bottom line. Sara and Raquel will present a case study of how eBay’s “Shared Purpose” has fostered a culture of professional learning opportunities for business analysts to grow foundational technology skills. As business analysts become increasingly more versant on data discovery technologies, and even basic SQL, we can bridge the gap between the business side and the analytic side -- driving increased business.

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Page 1: Data driven culture for business users

DATA DRIVEN CULTURE FOR BUSINESS USERS

The eBay Story Sara Jones (@saradansiejones) & Raquel Smith (@raquelsmith_slc)

October 25, 2014 presented at Big Mountain Data Conf

Page 2: Data driven culture for business users

ACTIVATOR EXERCISE• Sales for 1 year ($0.99/download)

• 1 million downloads

• $100,000 build

• $100,000 marketing

• $700,000 revenue

• ROI = 250%

• Net Promoter Score = 2

• Active users (monthly) = 10,000 (1%)

Page 3: Data driven culture for business users

WHAT DO YOU DO?• 1. Nothing. Awesome ROI.

• 2. Increase marketing budget

• 3. Enhance product build

• 4. Redo entire product

• 5. Do UI/UX analysis

Page 4: Data driven culture for business users

EBAY’S DATA CHALLENGE• > 149 Million Active Users

• 52 petabytes of data

• 12 TB data per day

• 5000 Business Analysts

• 1000 Analyticshttp://www.infoworld.com/d/big-data/big-data-visualization-big-deal-ebay-208589

Page 5: Data driven culture for business users

SHARED PURPOSE

Page 6: Data driven culture for business users

TALENT GROWTH FOCUS

• Strategic Thinking • Technology Basics • Career Development

Page 7: Data driven culture for business users

KEY INDICATORS OF VALUE CREATORS

•love to learn •grow in strategic understanding of data •technology knowledge important to career growth •better communicate with technology teams •learn how data impacts other company decisions •collaborate with other people in different

departments

Page 8: Data driven culture for business users

HOW ADULTS LEARN

Teach

Apply Assess and reflect

Iterate and adjust

Page 9: Data driven culture for business users

CONNECTED LEARNINGIT MUST BE RELEVANT TO THE LEARNER

Page 10: Data driven culture for business users

EBAY MARKETPLACE BUSINESS QUESTIONS

•Online customer behavior •Website traffic patterns •Markets/Industries • IT Infrastructure •Fraud/counterfeits •Customer service •Buyer satisfaction •Seller satisfaction

•Conversion rate of sales •Optimized selling prices •Search Data •Marketing •Social Networking traffic •Finance •Supply chain

Page 11: Data driven culture for business users

RULES OF ENGAGEMENT

• You are the Business Expert • Flipped classroom • Relevance • Personalized Goals • Case Study Method • Shared Learning

Page 12: Data driven culture for business users

THE 4 W’S

Why What Who

(So) What?

Business Question Business Resources Business Perception

Business Impact

Page 13: Data driven culture for business users

THE 4 W’S

Why What Who

(So) What?

Why do we care? What data do we need? Who wants to know? What does it mean?

Page 14: Data driven culture for business users

Enterprise Data Warehouse (EDW) (100% access/SQL)

!Teradata software

!Structured Data:

orders, shipments, listings, bids, payments,

customer records

eBay Data (permissions)

Singularity Data Warehouse

(30% access) !

Teradata software !

Structured and Unstructured Data:

specialized analytics, eBay site

logs

Unstructured Data

Warehouse (Limited access)

!Hadoop Software

Permissions Service

Tableau (Business Units)

Page 15: Data driven culture for business users

BI-TI QUADRANTS

DATA INTELLIGENCE SQL/DBA expertise, validating

data, basic modeling, basic business knowledge

DATA SCIENTIST Advanced Analytics

(modeling, predictive, projection, forecasting, regression)

BUSINESS REPORTING (metrics,

dashboards)

BUSINESS INTELLIGENCE Visualization

(mind maps, heat maps, infographics)

Lo HiBusiness Intelligence

Tech

nical

Know

ledge

Hi

Competency

Understanding

Understanding

Learning

Business Knowledge

Page 16: Data driven culture for business users

VARIED PERSPECTIVES

Geography

Departments

ExecutivesPeers

Stakeholders

Domestic

Foreign

Buyer

Seller

Good v. Evil

Policy

Outsource

Page 17: Data driven culture for business users

THE BASICSDatabase Database management system Database schema Relational database Tables Table names Table data type Unique table name Database names Columns Column fields

Column datatype Rows Records Primary key column(s) Foreign key SQL structured query language Read/write ANSI SQL DBMS specific SQL Keywords

Page 18: Data driven culture for business users

TIMELINEKickoff eWIT with SVP Beth Axelrod February 120 people

attended 50/50 women/men

Power of Data Mar 80 people

Application Apr 30 people applied 50/50 women/men

First Cohort May - June 9 people 7 women, 2 men

1 Mo Survey June 7 responses Anonymous

4 Mo Survey October 5 responses Anonymous

Page 19: Data driven culture for business users

FIRST SURVEY PULSE

0" 5" 10" 15" 20" 25" 30" 35" 40"

I"would"recommend"this"training"to"another"eBay"colleague"

Training"was"relevant"to"my"job"requirements"

Training"was"relevant"to"my"career"aspiraAons"

Training"was"delivered"in"a"clear"and"stepped"manner"

Training"was"suited"to"my"technology"skill"level"

Training"addressed"my"knowledge"gaps"

Training"was"challenging"and"interesAng"

Amount"of"outside"classwork"was"appropriate"(3"hours"or"less)"

Amount"of"individual"coaching"from"trainer"was"appropriate"

I"made"new"relaAonships"that"were"beneficial"to"me"

Respondent"1"

Respondent"2"

Respondent"3"

Respondent"4"

Respondent"5"

Respondent"6"

Respondent"7"

Page 20: Data driven culture for business users

FIRST SURVEY PULSE - BY RESPONDENT

0"

10"

20"

30"

40"

50"

60"

Respondent"1"Respondent"2"Respondent"3"Respondent"4"Respondent"5"Respondent"6"Respondent"7"

I"made"new"rela8onships"that"were"beneficial"to"me"

Amount"of"individual"coaching"from"trainer"was"appropriate"

Amount"of"outside"classwork"was"appropriate"(3"hours"or"less)"

Training"was"challenging"and"interes8ng"

Training"addressed"my"knowledge"gaps"

Training"was"suited"to"my"technology"skill"level"

Training"was"delivered"in"a"clear"and"stepped"manner"

Training"was"relevant"to"my"career"aspira8ons"

Training"was"relevant"to"my"job"requirements"

I"would"recommend"this"training"to"another"eBay"colleague"

Page 21: Data driven culture for business users

ACTIVATED LEARNING

Teach

Apply to business question Feedback

and reflect

Iterate and adjust

Page 22: Data driven culture for business users

0"

5"

10"

15"

20"

25"

30"

I"would"recommend"this"training"to"another"eBay"

I"s:ll"interact"with"people"I"met"in"the"class"to"solve"

My"confidence"in"tackling"new"business"problem

s"

My"confidence"in"tackling"data"heavy"problem

s"

My"confidence"in"discussing"m

y"recommenda:ons"with"

My"confidence"in"perform

ing"SQL"queries"

My"confidence"in"using"Tableau"or"other"data"visualiza:on"

I"feel"supported"by"eW

IT"to"develop"my"career"

I"feel"supported"by"my"m

anager/execu:ves"to"develop"m

y"

I"would"like"further"support"from"eBay"to"con:nue"m

y"

My":m

e"learning"through"IFINIDI"helped"m

e"accelerate"to"

Respondent"8"

Respondent"7"

Respondent"6"

Respondent"5"

Respondent"4"

Respondent"3"

Respondent"2"

Respondent"1"

SECOND SURVEY PULSE

Page 23: Data driven culture for business users

0" 5" 10" 15" 20" 25"

Sta)s)cs"

Data"visualiza)on"(Tableau)"

SQL"programming"

Policy/strategy"

Predic)ve"Analy)cs"

Presenta)on"skills"

Respondent"1"

Respondent"2"

Respondent"3"

Respondent"4"

Respondent"5"

SECOND PULSE - GROWTH AREAS

Page 24: Data driven culture for business users

THANK YOU!Sara Jones - [email protected] Raquel Smith - [email protected]