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6 skill sets
David Stephenson, Ph.D.
david@dsiAnalytics.com
Hilversum
Staffing your analytics team
Strategic	Planning	for	Analytics
Business
Goals
Analytic
Projects Data Technology Staffing
3
Stage	1:	Data	Beats	Opinion
4
Is my marketing spend effective?
Why is revenue 20%
below budget?
How is my website traffic?
Business Goals
Analytic
Projects Data Technology Staffing
Maximize	marketing	
ROI
Understand	revenue	
streams
5
Stage	1:	Basic	Data	Analysis
Sales Strategy Finance Marketing OperationsIT
Stage 1: Business Analysts
6
Stage	1:	Data	Beats	Opinion
7
Is my marketing spend effective?
Why is revenue 20% below
forecast?
How is my website traffic?
How can I improve my
website?
8
Stage	1:	Basic	Data	Driven	Approach
Track	use of	
website and	apps
Tagging	and	
analysis	of	web	
site	and	mobile	
apps
Web	
analytics	data
Web	analytics	
tool
(Google
Analytics,	
Omniture,	etc.)
(Web)	
analyst
Sales Strategy Finance Marketing OperationsIT
Web
Analytics
Stage	1:	Business	Analysts
6
10
How are KPIs such as traffic and sales
changing over time ?
Can I understand and steer
customers across all touchpoints?
Can I make real-time reports and self-service
data tools available across my organization?
Stage	2:	Bigger	Questions
Long-term view
Breakdown of
data silos
Enterprise
use of data
Dashboard	Visualizations
Visualization Slide Here
8
Pareto	Chart
Visualization Slide Here
Geographic Overlays
14
Stage	2:	Approach	for	Bigger	Questions
Business Goals
Analytic
Projects Data Technology Staffing
Ability	to	access	and	analyze	
detailed	historic	data
Centralize	records	of	all	
customer	interactions
Real	time, scalable	reporting	
and	business	analytics
Web
Analytics
Stage	2:	Data	Warehousing	and	Reporting	(BI)
10
Sales Strategy Finance Marketing OperationsIT
Business
Intelligence
(BI)
Storage Visuals
16
How can I customize product
recommendations for each visitor?
How can I prevent valuable
customers from leaving?
Can I forecast future demand
for my products?
Stage	3:	Data Science	and	Big	Data
Business Goals
Analytic
Projects Data Technology Staffing
Customers quickly	find	products	
that	appeal	to	them
Recommender	
Engine
Product	features
Click	Stream
Sales	records
Retain	valuable	customers Churn	analysis
Customer	profiles
Multi-touchpoint	data
Historic	churn	data
Forecast product	demand
Statistical	model	or	
deep learning
Web analytics	data
Social	media	data
Sales	data
17
Stage	3:	Data	Science	and	Big	Data
Data	
Science
Big	Data	
Platform
Sales Strategy Finance Marketing OperationsIT
Web
Analytics
Business
Intelligence
Storage
2
1
3
Visuals
4
5
Stage	3:	BI,	Big	Data	and	Data	Science
13
3-6
months
1year3year
ContinuedA/Btests
Analytics	Road	Map
First Focus Area Second Focus Area Third Focus Area
xxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxx
xxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxx
xx
xxxxxxxxxxxxxxx
xxxxxxxx
xxxxxxx
xxxxxxxxx
xxxxxx
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xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
6
Analytic	Leadership
14
2
Suggested	Hiring	Order
Leadership for data and analytics program
1 Business Analysts
6 Web Analyst (Dedicated)
3 Date Warehousing Experts
4 Visualization Experts (Reports and Dashboards)
5 Data Scientists (Machine Learning, Statistics, etc.)
15
21
Contact
david@dsiAnalytics.com
@Stephenson_Data

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