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Critical	and	Sensitive	Periods	of	Health	for	Cognitive	
Achievement	in	Young	Peruvian	Children
John	Creamer,	Heriot-Watt	University
Supervisors:	Catherine	Porter,	Mark	Schaffer
jfc1@hw.ac.uk,	@jcreamer_15
Model	and	method:	
The	model	being	estimated	is	the	following	production	
function	of	skills:								
𝜃"# = 𝑓(𝐻"())), 𝐻"#+, , 𝑋"#, 𝐼#+(, 𝜇")
Critical	periods	(1)	are	when	health	investment	has	a	
return	in	one	period	alone.	Sensitive	periods	(2)	are	
when	there	is	a	larger	return	in	one	period	than	others	
(s≠t).
2345
264789
≠ 0	;	
2345
264589
= 0		 1 		;			
2345
264789
>	
2345
264589
≠ 0		(2)
Health	in	this	case	is	endogenous	because	of	reverse	
causality	and	parents	changing	investment	based	on	
unobserved	factors.	Instruments	include	birth	weight,	
mother’s	height,	and	heteroskedasitictygenerated	
instruments	(Lewbel [2012]).
Introduction:	
Previous	academic	research	has	shown	the	importance	of	
early	health	on	later	life	outcomes.	Almond	and	Currie	(2011)	
state	that	the	first	1,000	days	of	life	is	a	“critical	period”	of	
health	where	later	life	outcomes	can	be	set.	Cunha	and	
Heckman	(2007)	introduce	the	idea	of	critical	and	sensitive	
periods	to	describe	how	investment	has	different	impacts	at	
different	periods	of	time.	
This	study	aims	to	combine	these	theories	by	looking	at	a	life	
course	analysis	of	the	first	five	years	of	a	child’s	life.	The	data	
comes	from	the	Young	Lives	Survey	of	Peru,	focusing	on	a	
cohort	of	2,000	children.	It	uses	height	for	age	z-scores	at	ages	
1-2	and	4-5	to	determine	if	health	has	different	impacts	on	
cognitive	ability	at	different	points	in	time.	Instruments	are	
used	to	find	causal	estimates.	These	are	checked	by	weak	
identification	robust	confidence	intervals.
Conclusions:
There	are	three	key	results	from	the	study:
• There	is	not	evidence	of	a	causal	relationship	between	health	in	the	first	five	years	of	life	and	cognitive	ability	across	
the	full	sample.	
• The	weak	instrument	robust	confidence	intervals	show	that	health	is	not	identified	by	the	instruments	used	in	the	past	
as	well	as	the	Lewbel heteroskedasticitygenerated	instruments.	This	is	important	in	comparison	to	the	past	literature.
• There	is	evidence	however	that	there	is	a	sensitive	period	of	development	for	children	who	have	been	stunted	at	one	
point	in	their	lives.	It	is	possible	that	investment	in	health	has	diminishing	marginal	returns	once	stunting	is	alleviated.
Please	use	the	QR	code	to	read	the	most	recent	version	of	the	paper.	The	data	used	in	this	publication	come	from	Young	Lives,	a	15-year	study	of	the	changing	nature	of	childhood	 poverty	in	Ethiopia,	India,	Peru	and	
Vietnam	(www.younglives.org.uk) Young	Lives	is	funded	 by	UK	aid	from	the	Department	for	International	Development	(DFID),	with	co-funding	 from	Irish	Aid.	The	views	expressed	here	are	those	of	the	author(s).	They	
are	not	necessarily	those	of	Young	Lives,	the	University	of	Oxford,	DFID	or	other	funders.
References:
Almond,	D.	&	Currie,	J.	Human	Capital	Development	Before	Age	Five	Handbook	of	
Labor	Economics,	2010,	4(b),	1315-1486
Cunha,	F.	&	Heckman,	J.	The	Technology	of	Skill	Formation	American	Economic	
Review	Papers	and	Proceedings,	2007,	97:2,	31-47
Lewbel,	A.	Using	heteroscedasticity to	identify	and	estimate	mismeasured and	
endogenous	regressor models	Journal	of	Business	&	Economic	Statistics,	2012,	30
Note:	Gold	point	denotes	point	estimates	from	col.	3

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Critical Health Periods Young Peruvian Children Cognitive Achievement

  • 1. Critical and Sensitive Periods of Health for Cognitive Achievement in Young Peruvian Children John Creamer, Heriot-Watt University Supervisors: Catherine Porter, Mark Schaffer jfc1@hw.ac.uk, @jcreamer_15 Model and method: The model being estimated is the following production function of skills: 𝜃"# = 𝑓(𝐻"())), 𝐻"#+, , 𝑋"#, 𝐼#+(, 𝜇") Critical periods (1) are when health investment has a return in one period alone. Sensitive periods (2) are when there is a larger return in one period than others (s≠t). 2345 264789 ≠ 0 ; 2345 264589 = 0 1 ; 2345 264789 > 2345 264589 ≠ 0 (2) Health in this case is endogenous because of reverse causality and parents changing investment based on unobserved factors. Instruments include birth weight, mother’s height, and heteroskedasitictygenerated instruments (Lewbel [2012]). Introduction: Previous academic research has shown the importance of early health on later life outcomes. Almond and Currie (2011) state that the first 1,000 days of life is a “critical period” of health where later life outcomes can be set. Cunha and Heckman (2007) introduce the idea of critical and sensitive periods to describe how investment has different impacts at different periods of time. This study aims to combine these theories by looking at a life course analysis of the first five years of a child’s life. The data comes from the Young Lives Survey of Peru, focusing on a cohort of 2,000 children. It uses height for age z-scores at ages 1-2 and 4-5 to determine if health has different impacts on cognitive ability at different points in time. Instruments are used to find causal estimates. These are checked by weak identification robust confidence intervals. Conclusions: There are three key results from the study: • There is not evidence of a causal relationship between health in the first five years of life and cognitive ability across the full sample. • The weak instrument robust confidence intervals show that health is not identified by the instruments used in the past as well as the Lewbel heteroskedasticitygenerated instruments. This is important in comparison to the past literature. • There is evidence however that there is a sensitive period of development for children who have been stunted at one point in their lives. It is possible that investment in health has diminishing marginal returns once stunting is alleviated. Please use the QR code to read the most recent version of the paper. The data used in this publication come from Young Lives, a 15-year study of the changing nature of childhood poverty in Ethiopia, India, Peru and Vietnam (www.younglives.org.uk) Young Lives is funded by UK aid from the Department for International Development (DFID), with co-funding from Irish Aid. The views expressed here are those of the author(s). They are not necessarily those of Young Lives, the University of Oxford, DFID or other funders. References: Almond, D. & Currie, J. Human Capital Development Before Age Five Handbook of Labor Economics, 2010, 4(b), 1315-1486 Cunha, F. & Heckman, J. The Technology of Skill Formation American Economic Review Papers and Proceedings, 2007, 97:2, 31-47 Lewbel, A. Using heteroscedasticity to identify and estimate mismeasured and endogenous regressor models Journal of Business & Economic Statistics, 2012, 30 Note: Gold point denotes point estimates from col. 3