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Data	prep:	A	Key	Ingredient	for
Cloud-based	Analytics
©2015	IBM	Corporation	
Hernando	Borda,	Offering	Manager,	IBM	Cloud	Data	Services
@hernandoborda
hernando@us.ibm.com
https://developer.ibm.com/bluemix/author/HernandoBorda/
Welcome!
The	Problem	
80% of the time doing analytics isn’t spent
doing analytics, but data preparation
Shortage of skilled data scientists makes
leveraging citizen data scientists imperative
Data diversity makes it hard to find, mix &
match, & analyze data
Traditional ETL requires skilled that are in
limited supply
Business users spend between 40% and 80% of
their time finding, cleaning, aggregating and
formatting before using it to produce any business
insights or analytics.
Cloud and Big Data trends introduces multiple new
sources of un-structured or semi-structured data as
well as large volumes of information that creates new
challenges to analyze it and create business insights.
The ratio of skilled Data Scientists to Business
Analyst is 1 to 100 or lower
Using traditional ETL introduces weeks to months
or delays in the analytical processes and is pushing
businesses to any data instead of the right data
©2015	IBM	Corporation	
Use	Cases
Blending	data	from	multiple	sources
Access	data	from	any	of	the	supported	sources	
and	combine	the	data	to	create
a	file/table	relevant	to	the	target	analytics	task.
Access	to	data	in	a	hybrid	cloud	environment
Access	data	wherever	it	resides	by	relying	on	connectivity	
to	the	most	common	industry	data	sources,	and	easily	
and	securely	reach	into	data	behind	a	firewall.
Shape	raw	data	for	analytics
Filter	values	and	columns	from	the	source	data,	
sort,	remove	duplicates,	and	understand	the	quality	
of	the	data	through	 standardized	scores.
©2015	IBM	Corporation	
Use	Cases
Load	data	for	analytics
Access	prepared	data,	wherever	it	is,	and	load	
it	to	a	data	service	on	the	cloud.
Control	data	workflows	from	a	web	app
Use	DataWorks APIs	to	create	and	control	workflow	
activities	from	an	application.
Map	relational/structured	data	to	semi-structured	data
Load normalized	tabular	data	into	Cloudant’s NoSQL	
store.
©2015	IBM	Corporation	
A fully managed data preparation and movement service that enables analysts,
developers, data scientists and data engineers to put data to work. DataWorks
empowers technical & non-technical users to discover, cleanse, standardize,
transform, and move data in support of application development & analytic use cases.
§ Access	&	Publish	data	to	&	from	on-Premise	and	cloud	sources
§ Fully	managed	by	IBM	with	PAYG	&	Subscription	options
§ Powered	by	Spark	for	a	speedy	and	responsive	experience
§ Available	in Bluemix and	Watson	Analytics
DataWorks
6
©2015	IBM	Corporation	
Dynamic	Shaping	and	Productive	Use
Productive	Use	With	Secure	Gateway
Q	&	A
Thank	You!!

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