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Out-of-School	Children	(OOSC):	
Global,	regional,	and	country	
perspectives	
Nicholas	Burnett
Managing	Director
Results	for	Development	Institute
Overview	
2 | R4D.org
§ Global	trends	in	out-of-school	 children	(OOSC)	populations
§ Costs	of	OOSC	
§ Root	causes	of	OOSC
§ Innovative	solutions	and	financing	mechanisms
§ Policy	changes	and	strategies
§ Resource	 needs
§ Lessons	learned	 for	India
Global	Trends	in	Out-of-School	Children	(OOSC)
3 | R4D.org
Global	trends	in	OOSC	populations	
4 | R4D.org
§ The	global	number	of	children	and	young	adolescents	not	enrolled	in	school	has	stagnated	
for	nearly	a	decade.
5 | R4D.org
Unlikely	to	
enter
9%
Likely	to	
enter	in	
future
39%
Left	school
52%
Breakdown	of	OOSC	
in	East	Asia	&	Pacific	
UIS-UNICEF	2012
Characteristics	of	OOSC
In	East	Asia	&	Pacific,	more	
than	half	of	out	of	school	
children	are	dropouts	
RETENTION	ISSUE	
In	South	and	West	Asia,	almost	
half	of	out	of	school	children	are	
unlikely	to	ever	enter	school	
ACCESS	ISSUE	
Unlikely	to	enter
47%
Likely	to	enter	in	
future
35%
Left	school
18%
Breakdown	of	OOSC	in	
South	and	West	Asia
UIS-UNICEF	2012
Global	profiles	of	OOSC
§ Children	from	low-income	families	
§ Children	affected	by	conflict	and/or	
natural	disasters	
§ Girls
§ Children	with	disabilities	
§ Children	from	rural	areas
§ Working	children	
§ Children	from	minority	ethnic,	
religious,	or	language	groups	
Globally,	OOSC	are	most	likely	to	be:
6 | R4D.org
Photo	credit:	World	Bank	Photo	Collection	
The	263	million	OOSC	can	only	be	reached	
with	targeted	interventions	that	address	the	
range	of	barriers	faced	by	marginalized	
youth.
Costs	of	Out-of-School	Children	(OOSC)
7 | R4D.org
Costs	of	OOSC
Economic
Health	and	
Social
Political
5 | R4D.org
Photo	credit:	World	Bank	Photo	Collection
9 | R4D.org
A	Major	Source	of	Economic	Loss
Benchmarking	the	Economic	Costs	of	OOSC	(Thomas	and	Burnett	2015)
Required	additional	spending	on	primary	education	as		%	of	GDP
Economic	cost	of	OOSC	as	a	%	of	GDP	(micro	method)
PoliticalHealth	and	SocialEconomic
A	case	study	of	Colombia
10 | R4D.org
PoliticalHealth	and	SocialEconomic
Poverty	
headcount	
ratio
Crime	Rates
Estimate based
on Zulaga
(2010)
Estimate based
on Soares
(2004)
11% reduction
in the poverty
headcount
ratio
Fertility	Rate	
Estimate	based	
on	
UN	Millen.	
Project	(2005)
2.5%	reduction	
in	the	fertility	
rate	
Infant	
Mortality	
Rate
Estimate	based	
on	UNICEF	
(1999)
27%	reduction	
in	the	infant	
mortality	rate
25% reduction
in crime rates
(thefts and
assaults)
Source:	Thomas	and	Burnett	(2015)
Political	&	long-term costs		
11 | R4D.org
§ Individuals	who	have	completed	
primary	education	are	1.5	times	
more	likely	to	vote (UNESCO	2005).	
§ Primary	education	has	positive	
effects	on	post-conflict	
reconstruction	 and	peace-building.	
§ Recent	research	establishes	 the	link	
between	education	 and	reduced	
vulnerability	 to	climate	shocks.
PoliticalHealth	and	SocialEconomic
Photo	credit:	World	Bank	Photo	Collection
Root	Causes	of	Out-of-School	Children	(OOSC)
12 | R4D.org
Root causes of OOSC
13 | R4D.org
Particularly	for	children	in	remote,	
rural,	and	hard-to-reach	areas.	
1
Lack	of	tailored	
education	
opportunities	 	
For	drop-outs,	girls,	ethnic	and	linguistic	
minorities,	and	children	with	disabilities.	 	2
Household	
economic	
barriers	
School	fees,	“hidden	costs”	of	
education,	and	opportunity	costs.	3
Insufficient	and	
inflexible	
supply
Innovative	Solutions	and	Financing	Mechanisms
14 | R4D.org
Center	for	Education	Innovations	
15 | R4D.orgwww.educationinnovations.org
Innovative	solutions	to	the	root	causes	of	OOSC
16 | R4D.org
1)	Insufficient	and	inflexible
supply
§ Mobile	education	
delivery
§ Technology-driven	
education	
§ Alternative	basic	
education
2)	Lack	of	tailored	education	
opportunities	
3)	Household	economic	
barriers	
§ Non-formal,	second-chance	
education	focused	on	skills	
§ Accelerated	learning	programs
§ Girls’	empowerment	curricula	
§ Curricula	adapted	to	rural				
contexts
§ Mother-tongue	education
§ Adapted	education	(disability)	
§ Output-based	financing
§ Conditional	micro-loans
§ Conditional	cash	credits
§ Child	marriage	
prevention
17
Mobile	education
Technology-driven
Alternative
Can’t	Wait	to	
Learn
Mobile	Ger
Kindergartens
MOVINGschools
Alternative	
Provision	of	Basic	
Education
Shidhulai Swanirvar
Sangstha floating	schools
Migrant	Workers	
Learning	Centers
§ Mobile	education	delivery
§ Technology-driven	
education	
§ Alternative	 basic	education
Root	Cause	1:	Insufficient	and	Inflexible	Supply
18
Non-formal
Accelerated	learning
Disabilities
PrathamOpen	School
DoosraDashak
Krousar
Thmey
FACE	Salam	Project	
for	Street	Children
Community-based	
Accelerated	Learning	
Schools
Root	Cause	2:	Lack	of	tailored	education	opportunities	
§ Non-formal,	second-chance	
education	focused	on	skills	
§ Accelerated	learning	programs
§ Girls’	empowerment	curricula	
§ Curricula	adapted	to	rural				
contexts
§ Mother-tongue	education
§ Adapted	education	for	children	
living	with	disabilities
PAJE-Nieta;	
Mali	Out-of-
School	Youth	
Project
19
Output-based	aid
Conditional	micro	
loans
Cordaid
OBA	Education	
Program
Cordaid
YCAB’s	
Hope
program	
§ Output-based	 financing
§ Conditional	micro-
loans	
§ Conditional	cash	
transfers
§ Child	marriage	actions
Root	Cause	3:	Household	economic	barriers
What	do	successful	innovations	have	in	common?	
20 | R4D.org
Tailored	to	local	context	
Strong	links	with	local
communities
Plan	for	scale	at	inception	
Diversified	sources	of	funding
Leverage	technology,	but	only
as	needed
Diverse	and	multi-stakeholder	
partnerships
Visionary,	passionate	leaders
Local	relevance	 Sustainability	&	scalability	 Collaboration	&	leadership
Innovative	Finance	Mechanisms
21 | R4D.org
Innovative	financing	can	be	used	to	address	 the	OOSC	challenge	by:
Improving	access			
Debt	instruments
Loan	buy-downs,	education	bonds,	
DCDBs,	diaspora	bonds
To	enable	governments	to	borrow	capital	to	provide	access	to	
physical	schools	
Instruments	to	
increase	revenue
Remittance	funds,	Corporate	
levies,	DIBSs	and	SIBs	
To	spend	on	getting	hard	to	reach	OOSC	into	school	e.g.	hardship	
allowances	for	teachers,	alternative	education	provision	
Instruments	that	tie	funding	
to	access	&	learning	targets
Results-based	financing,	DIBs
Instruments	that	catalyze	
school	finance	market
Debt,	equity,	patient	capital	
To	encourage	service	providers	to	enroll	OOSC	and	support	them	
to	achieve	academic	outputs	
Governments	Service	Providers	
Instruments	that	reduce	
household	costs	
Scholarships,	conditional	transfers	
House-
holds		
To	support	low-cost	nonstate	schools	in	areas	where	public	
delivery	is	weak	or	missing
Social	impact	investments
Impact	investing	
To	support	social	entrepreneurs	developing	innovative	solutions	
for	reaching	OOSC	(e.g.	technology,	alternative	education,	etc.)	
To	reduce	direct	and	indirect	household	costs	of	education	for	
households
Policy	Changes	and	Strategies	
22 | R4D.org
Policy	Changes	and	Strategies	:	System-wide	Reforms
23 | R4D.org
Key	reforms	to	reduce	the	household	costs	of	education:
§ The	abolition	of	school	fees
§ Increased	enrolment	rates	in	Eastern	and	Southern	Africa	(World	Bank,	2009),	
and	to	a	lesser	extent	in	West	and	Central	Africa	(UNICEF	and	UIS,	2014).
§ Cash	transfer	programs
§ Increased	enrollment	and	attendance	in	school,	as	well	as	reductions	in	child	
labor,	in	Latin	America	and	the	Caribbean,	and	Eastern	and	Southern	Africa.	
§ E.g.	Basic	Education	Assistance	Model,	Zimbabwe
§ School	feeding	programs	
§ Consistent	and	positive	effects	on	children’s	enrolment	and	attendance	in	
India	(Jomaa et	al.,	2011)
24 | R4D.org
OOSC	
Profile
Targeted	Reform(s) Example/Impact
Ethnic	
minorities
Mother-tongue
education
- Romania’s	Law	of	Education	(2011)	- prescribes	free	
public	schooling	for	ethnic	minorities	in	their	mother-
tongue.
- Ghana’s	non-formal	education	program	“School	for	Life”	
features	classes	in	mother	tongue	languages	for	children	
in	disadvantaged	communities.	It	has	helped	over	
120,000	children	to	date,	with	82%	of	them	making	the	
transition	to	formal	education.(UNICEF	and	UIS,	2015)
Girls Child-friendly	and	
gender-sensitive	
teaching	in	schools
Legal protection
- In-service	training	on	child-friendly	and	gender-sensitive	
teaching	in	Ghana	proved	to	be	effective	in	improving	
girls’	enrolment	and	retention	in	schools	(UNICEF	and	
UIS,	2012)
- Laws	and	measures	to	restrict	child	marriage
Working
children
Non-formal	and	
transitional	
education
- “Basic	Education	for	Hard	To-Reach	Urban	Working	
Children”	project	in	Bangladesh	provides	life	skills-based,	
non-formal	basic	education for	working	children	aged	10-
14	years.	(UNICEF	and	UIS,	2015)
Policy	Changes	and	Strategies:	Targeted	Reforms
Source:	UNICEF	and	UIS	(2015),	Fixing	the	Broken	Promise	of	Education	for	All:	Findings	from	the	Global	Initiative	on	Out-of-School	Children
25 | R4D.org
OOSC	
Profile
Targeted	Reform(s) Example/Impact
Children	
with	
disabilities	
Legislative	reform;	
teacher	training
- Serbia’s	Law	on	the	Foundations	of Education	(2009)	-
prescribes	that	school	enrolment	policies	must	be	
unconditional	and	inclusive	and	abolishes	the	need	for	
an	assessment	on	the	child’s	capacity/skills	as	a	pre-
condition	for	enrolment.	
- In-service	professional	training	on	teaching	children	with	
disabilities.	(UNICEF	and	UIS,	2015)
Children	in	
conflict
Improved	access	to	
education through	
temporary learning	
spaces,	and	
construction	and	
rehabilitation	of	
schools.
- The	Back	on	Track	Program (UNICEF,	Government	of	the	
Netherlands,	and	the	European	Commission)	- restored	
access	to	school	for	6	million	children	in	40	conflict-
affected	countries	and	territories	between	2006	and	
2010.	(Back	of	Track and	UNICEF,	2011)
Policy	Changes	and	Strategies:	Targeted	Reforms
Source:	UNICEF	and	UIS	(2015),	Fixing	the	Broken	Promise	of	Education	for	All:	Findings	from	the	Global	Initiative	on	Out-of-School	Children
Resource	Needs	
26 | R4D.org
27 | R4D.org
Linear	cost	models		
Supply-side	
cost	models	
Needs	of	
marginalized	
youth
Our	model
§ Last	decade,	
linear	cost	models	
estimated	global	
annual	funding	
gaps	ranging	from	
$6.5	billion	(Bruns
et	al.	2003)	to	
$17	billion	
(Delamonica et	al.	
2001).	
§ Glewwe et	al.	
(2006):	
Supply-side	
focused	
models	only	
capture	part	
of	the	OOSC	
challenge.	
§ EPDC	and	UNESCO	
(2009)	account	for	
the	needs	of	
marginalized	
children	and	
estimate	an	annual	
funding	gap	of	
$24.1	billion	(US	
constant	2007	
dollars)	for	primary	
and	lower	
secondary	school	
in	all	low-income	
countries.	
§ Thomas	and	Burnett	
(2015):	focus	on	the	
needs	of	
marginalized	youth.
§ Annual	cost	of	
enrolling	out-of-
school	children	=	
[Public	Expansion	
cost]	+	[Household	
Expansion	cost]	+	
[Targeted	
Interventions	cost]
Resource	needs	for	the	elimination	of	OOSC	
Evolution	of	Costing	Models…
Application:	Estimated	total	cost	of	enrolling	OOSC	in	DRC
28 | R4D.org
▪ The	estimated		total	cost	of	achieving	UPE	is	$82	per	OOSC	per	year,	compared	to	
$47	per	child	per	year	currently	spent.	
▪ $111	million	is	equivalent	to	one-quarter	of	DRC’s	total	education	budget	in	2011.	
▪ After	the	bulk	of	OOSC	pass	through	basic	education,	the	annual	per	pupil	cost	
would	fall,	because	capital	expansion	spending	would	no	longer	be	required.	
40%
47%
13%
Public	Expansion
Household	
Expansion
Targeted	
Interventions
Expense	Type Cost	(m) Current	source
Expansion $44.5	 Public
Expansion $51.4	 Household
Targeted	
Interventions
$14.7	 n/a
TOTAL $110.6	
Source:	Thomas	and	Burnett	(2015)
Lessons	Learned	for	India	
29 | R4D.org
Profiles	of	out-of-school	children	(OOSC)	in	India	
§ Scheduled	Castes	(SCs)
§ Scheduled	Tribes	(STs)
§ Muslims
§ Other	Backward	Classes	(OBCs)
§ Low-income
§ Girls
§ Rural	
In	India,	OOSC	are	most	likely	to	be:	
30 | R4D.org
Photo	credit:	World	Bank	Photo	Collection	
Source:	UNICEF	and	UIS	(2014),	Global	Initiative	on	Out-of-School	Children:	A	situational	study	of	India
Characteristics	of	OOSC	in	India	
31 | R4D.org
Unlikely	
to	enter	
48%
Likely	to	
enter	in	
future	
38%
Left	school		
14%
Breakdown	of		OOSC	in	India	(2014)
§ In	India,	almost	half	of	OOSC	are	unlikely	to	ever	enter	school.		
Source:	SRI	IMRB	2014
Key	statistics	on	OOSC	in	India
Percentage	distribution	of	all	children	and	out-of-school	children	by	social	groups	
32 | R4D.org
§ Children	of	Muslim,	SC,	and	ST	communities	make	up	most	of	the	OOSC	population	in	India,	
accounting	for	67%,	although	they	only	make	up	40%	of	the	child	population (UNICEF	and	
UIS,	2014).
§ While	the	proportion	of	OBCs	among	OOSCs	is	high,	it	is	lower	than	the	proportion	of	OBCs	in	
India’s	child	population.
6-10 years 11-13	years
All	children Out-of-school	
children
All	children Out-of-school	
children
ST 12 17 11 19
SC 19 29 20 25
OBC 32 24 31 24
Others 24 9 25 10
Muslims 13 21 13 22
All	 100 100 100 100
Source:	UNICEF	and	UIS	(2014),	Global	Initiative	on	Out-of-School	Children:	A	situational	study	of	India
Key	statistics	on	OOSC	in	India
Proportions	of	OOSC	(6-13	years)	by	gender	and	age
33 | R4D.org
§ Gender	disparities	 among	OOSC	are	evident	across	all	ages,	particularly	in	the	11-
13	years	age	group.
Source:	UNICEF	and	UIS	(2014),	Global	Initiative	on	Out-of-School	Children:	A	situational	study	of	India
Key	statistics	on	OOSC	in	India
Proportions	of	out-of-school	children	(6-10	years)	by	gender	and	social	groups
34 | R4D.org
§ In	all	social	categories,	a	higher	proportion	of	girls	are	out	of	school	than	boys.
Source:	UNICEF	and	UIS	(2014),	Global	Initiative	on	Out-of-School	Children:	A	situational	study	of	India
Country Direct	GDP	
Loss	from	
foregone	
primary	
education	
(%)
Probability-
weighted	loss	
from	foregone	
secondary	
education		(%)
Economic	cost
of	OOSC	as	%	of	
GDP/	Income	
gap	
(microeconomic	
estimation)	
Economic	cost of	
OOSC	as	%	of	
GDP/	Income	
gap	
(macroeconomic	
estimation)	
GDP	growth	
(annual	%)
India	1 0.11 0.05 0.16 0.91 7.57
India	2 0.32 0.16 0.48 2.78 7.57
Loss	Estimates	of	OOSC	in	India	(Thomas	 and	Burnett	2015)
35 | R4D.org
India	1:	SRI	IMRB	2014
India	2:	U-DISE	2014
Key	statistics	on	OOSC	in	India
Barriers	to	Education	in	India	
36 | R4D.org
Demand-side	barriers:
§ Socio-cultural	factors:
§ Female	roles	and	responsibilities
§ Child	marriage	
§ Economic	factors:
§ Costs	of	schooling	beyond	fees	
(examination	fees,	books	and	
stationery,	uniform	etc.)
§ Opportunity	cost	of	child	labor	
§ Rural	poverty	and	migration
§ Urban	poverty,	livelihood	
uncertainty,	and	environment	risks
Supply-side	barriers:
§ Poorly	functioning	schools	and	
infrastructural	deficiencies
§ Discrimination	 and	exclusion	at	
schools	(primarily	towards	Muslims,	
SCs,	STs,	and	OBCs)	
§ Lack	of	resources	and	facilities	for	
children	with	disabilities	 and	children	
affected	by	civil	strife
§ Inadequate	teaching	methods	and	
curriculum,	and	non- mother-tongue	
language	of	instruction
§ Limited	financing
Source:	UNICEF	and	UIS	(2014),	Global	Initiative	on	Out-of-School	Children:	A	situational	study	of	India
The	data	problem	in	India
Reasons	why	OOSC	estimates	differ
37 | R4D.org
Definitions	used	by	
different	sources
§ Relevant	age	group
§ Grades	included
§ Type of	schools
§ Definition	of	attendance
State level	differences § Minimum	age	of	admission
§ Beginning	of	school	year
§ Years	in	primary	and	upper primary education
§ Rules	of	maintaining	enrolment	register
Data	collection	and	
estimation	 process
§ Timing	of	the	survey
§ Purpose	of	the	survey
§ Respondent	bias
§ Capability of	data	collectors
§ Sample	design
§ Population	projections	
Source:	UNICEF	and	UIS	(2016),	Estimating	the	Number	of	Out-of-School	Children:	Methodological	Problems	and	Alternative	
Approaches	–India	case	study
Key	Areas	of	Reform	
38 | R4D.org
§ System-wide	reform
§ Reduce	the	household	costs	of	education	through	the	abolition	of	school	fees	
and	other	expenses	 (e.g.	uniforms,	textbooks),	feeding	programs,	and	
conditional	cash	transfers.
§ Target	government	funding	to	the	specific	problems	e.g.	federal	challenge	
funds
§ Collaborate	with	NGOs	and	non-state	providers
§ Pratham	Open	Schools
§ Educate	Girls	and	Rajasthan	DIB
§ Indian	School	Finance	Company	for	non-state	schools
§ Improve	data	collection	on	OOSC
§ Need	for	more	research	on	children	at-risk	of	dropping	out,	
harmonization	of	definitions	and	methodologies,	 and	the	provision	of	
support	to	stakeholders	 on	the	use	of	education	data.
Source:	UNICEF	and	UIS	(2014),	Global	Initiative	on	Out-of-School	Children:	A	situational	study	of	India
39 | R4D.org
§ Targeted	reforms
§ Teacher	training	to	reduce	gender	discrimination	and	exclusion	of	children	
with	disabilities	and	minority	ethnic	and	religious	groups	
§ Gender-sensitive	 teaching
§ Teaching	children	with	disabilities	
§ Mother-tongue	 instruction
§ Inclusive	curricula	and	efforts	to	improve	school	climate
§ Promotion	of	alternative,	flexible	education	options	for	working	children
§ Non-formal	education
§ Transitional	education	
Key	Areas	of	Reform	
Source:	UNICEF	and	UIS	(2015),	Fixing	the	Broken	Promise	of	Education	for	All:	Findings	from	the	Global	Initiative	on	Out-of-School	Children
Some	Ideas	to	keep	in	Mind
1. Need	a	whole	system	approach:	public	and	non-state	sector
2. Specific	problems	need	specific	solutions	targeted	at	root	
causes	– no	simple	overall	solution
3. Costs	are	higher	than	simply	averaging	current	per	student	
costs	– different	costs	to	overcome	different	causes
4. Scope	for	more	output-based	financing
5. Need	to	fix	the	data	issues
6. And	this	is	just	the	beginning	– even	among	enrolled	
students,	only	71%	attend	school	enough	to	learn	(ASER,	
2014)
40 | R4D.org
Thank	You
Contact:	nburnett@r4d.org
41 | R4D.org

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