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Can	we	apply	learning	analytics	tools	in	
Challenge	Based	Learning	contexts?
Miguel	Ángel	Conde	González
Universidad	de	León
miguel.conde@unileon.es
Twitter:	m_conde
• Introduction
• CBL	Experiments
• LA	and	CBL
• Experiment
• Conclusions
Outline
• Introduction
• CBL	Experiments
• LA	and	CBL
• Experiment
• Conclusions
Outline
Digital	society context
New	educational approaches
CBL
CBL
How to	assess it
• Introduction
• CBL	Experiments
• LA	and	CBL
• Experiment
• Conclusions
Outline
Benefits
• Deeper	understanding	of	different	topics
– Learn	how	to	diagnose	and	define	problems
– How	to	develop	their	creativity
• Students	are	involved	in	the	problem	definition	and	in	the	
solution	process
• Students	are	aware	of	the	problem	and	work	in	a	
collaborative	way	with	peers	from	different	disciplines
• Students	get	closer	to	their	community	reality	and	experts
• Connection	between	what	they	learn	in	school	and	what	
they	perceive	of	the	world	around	them
• High	level	communication	skills	through	the	use	of	social	
tools	and	media	production	techniques
Limitations
• Global	projects	are	away	from	the	specific	contents	of	academic	
subjects
• Students	can	be	be	more	focused	on	assessments	than	on	learning
• CBL	experiments	cannot	be	easily	associated	to	a	specific	subject	in	
academic	contexts
• Students’	perception	about	this	approach	is	not	clear	because	not	
all	the	experiments	have	indicators	to	evaluate	this
• Other roles	involved in	the project
• The	results	of	the	global	projects	are	typically	obtained	when	the	
academic	year	has	finished
• There	is	wide	choice	of	tools	to	use	in	CBL	experiences	so	
evaluation	is	not	easy
Tools
• Tools	for	information	access
• Tools	for	editing	and	publishing	contents
• Tools	for	publishing	evidences	of	what	was	done.	
– Formative assesment
– ePortfolio,	Wiki,	meetings
• Tools	to	facilitate	the	collaboration	and	communication	
of	the	stakeholders	involved	in	the	challenges
• Dedicated	tools	for	specific	fields
• Learning	environments	or	ecosystems
• Introduction
• CBL	Experiments
• LA	and	CBL
• Experiment
• Conclusions
Outline
LA	and	CBL
• How students access to	the information
– Different alternatives great variety
• Tools	for	editing	and	publishing	contents
– It is easy if they use	a	centralized system
– Formative or sumative assesment
• Tools	for	publishing	evidences	of	what	was	done.	
– Again the same diversity problem
• Tools	to	facilitate	the	collaboration	and	communication	of	the	
stakeholders	involved	in	the	challenges
– It	would	be	desirable	that	all	students	use	the	same	tools	to	collaborate	in	
CBL	projects
• Dedicated	tools	for	specific	fields
– It requires specific analytics functionalities
• Learning	environments	or	ecosystems
• Introduction
• CBL	Experiments
• LA	and	CBL
• Experiment
• Conclusions
Outline
Implementation of	an experiment
• Presentation of	the model
• Definition	of	teams
• General	idea,	essential	questions	and	definition	of	the	challenge
• Access	to	previous works
1st	Stage
• Activities to	deal with the problem
• Access	to	other samples of	this kind of	activities2nd	Stage
• Execution
• Access	to	samples of	other activities related to	this3rd	Stage
• Completion of	the product
• Organization of	documentation
• Production of	videos
4th	Stage
• Classification of	the results
• Publication
5th	Stage
Experiment
• 169	of	183	students of	Computer Science and	
Programming
• 28	teams of	6	persons
• 60	hours
– 10	dedicated to	stages 2,	3	and	4
• Academic life, learning, professional opportunities
and knowledge about the degree
• Improve the subject or university context where it
is developed
• Summative and formative assesment
Tools	employed
LA	Tools
Results
• 24	over	28	implement	a	real	solution
• 4	failed	because	of	a	mismanagement	of	
teamwork
• Interaction
– 4685	messages	for	169	students
– 27,71	per	student
• Introduction
• CBL	Experiments
• LA	and	CBL
• Experiment
• Conclusions
Outline
Conclusions
• CBL	is	a	learning	approach	to	teaching	and	learning	
that	allows	students	use	the	technology	they	really	use	
to	solve	real	problems
• The	assessment	of	CBL	should	take	into	both	the	final	
results	and	the	partial	outcomes	generated	by	the	
team	members.
• Evaluation	is	not	easy	with	the	great	diversity	of	tools	
used	to	implement	this	approaches
• It	would	be	desirable	to	use	a	learning	plataform or	
something	that	helps	centralization	of	interaction
• Replicate this experiment in	other contexts
Can	we	apply	learning	analytics	tools	in	
Challenge	Based	Learning	contexts?
Miguel	Ángel	Conde	González
Universidad	de	León
miguel.conde@unileon.es
Twitter:	m_conde

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Presentation of the paper “Can we apply learning analytics tools in Challenge Based Learning contexts?” in HCII 2017