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Text	and	Data	Mining:	Library	
Opportunities	and	Challenges
NISO/ICSTI	Joint	Webinar:	Text	and	Data	Mining
June	30,	2016
Michael	Levine-Clark
University	of	Denver
TDM:	Library	Challenges
• Tough	to	predict
• No	out-of-the-box	solutions
• Licensing	terms	often	don’t	allow	it
• Added	costs
• Communicating	with	users
TDM:	Library	Opportunities
• High-impact	projects	for	otherwise	low(er)-
use	resources
• Coordinating	function	for	a	service	of	growing	
value
Licensing	/	Fair	Use
• TDM	a	fair	use
– “non-consumptive”	use
– A	use	with	a	new	purpose
• Contracts	often	explicitly	prohibit	TDM
• Sometimes	TDM	isn’t	possible	without	paying	
vendor	to	create	a	new	file,	provide	access	in	
a	new	way
Example	1:	News	Database
• Third-party	DB	vended	by	large	library	vendor
• Long-term	project	with	existing	and	proven	
methodology
• Mining	for	data	on	government	actions	toward	
militant	groups	in	terror	environments
• Co-PI	moved	to	Denver,	needed	access	
– Initially	set	up	trial
– Once	new	subscription	began,	traffic	caused	
immediate	shutdown,	but	high	usage	had	never	been	
problem	at	previous	school
– Had	to	renegotiate,	pay	extra	for	TDM	access
Example	1:	Lessons	Learned
• Vendors	pay	attention	to	spikes	in	usage
– Those	spikes	appear	to	be	relative	to	usage	at	that	
institution
• Just	because	it’s	possible	doesn’t	mean	it’s	
allowed
Example	2:	Large	citation	database
• Preliminary	TDM	for	NSF	grant	on	factors	for	
productivity	of	female	scientists
• Contacted	library,	library	contacted	publisher,	
publisher	provided	API	at	no	additional	cost
• API	took	several	tries	to	work	correctly
• Small,	successful	project
• Contacting	library	enabled	the	library	to	work	
directly	with	sales	rep	(an	existing	
relationship)
Example	3:	Large	Journal	Collection
• Research	on	trauma
• Researchers	contacted	publisher	directly	
(bypassing	library)
• Took	a	while	to	reach	the	right	contact,	who	
then	worked	with	library
• Set	up	successful	API	at	no	cost
• Took	several	tries	to	get	API	to	work	correctly
Examples	2	and	3:	Lessons	Learned
• Same	publisher
• Some	publishers	allow	TDM	via	an	API
– But	knowing	whom	to	contact	speeds	up	the	
process
– Getting	the	API	to	work	correctly	is	an	iterative	
process
Example	4:	News	Database
• Team	of	faculty	working	on	international	
relations	project
• Vendor	required	university	to	sign	new	license	
for	TDM	and	only	for	the	purposes	of	this	
specific	project
• Library	coordinated	this	process,	but	grant	
covered	the	costs
Example	4:	Lessons	Learned
• Some	vendors	will	require	extra	payment	and	
negotiation	for	each	individual	TDM	project.
Example	5:	18th C	Newspapers
• Vendor	required	extra	payment	to	deliver	
dataset
• Dataset	arrived	and	was	unusable
• Stay	tuned!
Example	5:	Lessons	Learned
• Vendors	are	forced	to	figure	this	out.	Their	
ability	to	deliver	data	in	the	right	format	
needs	to	improve.
Primary	Source	Collections
• Discussions	with	two	vendors:
– Vendor	1	will	allow,	but	has	to	set	users	up
– Vendor	2	will	allow,	but	requires	payment	to	
create	a	usable	data	set
• Tremendous	opportunity	for	libraries	to	
increase	value	of	expensive	low-use	resources
Lack	of	Predictability
• Projects	tend	to	be	one-off
– Can’t	easily	negotiate/pay	at	point	of	initial	
licensing
• Often	use	a	data	set	for	a	purpose	that	is	
different	from	original	intent
– Can’t	assume	you	know	who	likely	users	might	be
Thank	You
Michael	Levine-Clark
michael.levine-clark@du.edu

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