Analysis
The relationship between technical efficiency in agriculture and deforestation in the
Brazilian Amazon
Sébastien Marchand ⁎
CERDI, Clermont Université, Université d'Auvergne, France
abstract article info
Article history:
Received 22 February 2011
Received in revised form 20 February 2012
Accepted 23 February 2012
Available online 13 March 2012
Keywords:
Tropical deforestation
Agricultural productivity
Stochastic frontier model
Land use model
Brazilian Legal Amazon
This paper analyzes the impact of agricultural technical efficiency on the propensity of farmers to convert
natural land into agricultural plots, i.e., to deforest, in the Brazilian Legal Amazon (BLA). A two-step econo-
metric approach is adopted. A bootstrapped translog stochastic frontier that is a posteriori checked for func-
tional consistency is used to assess technical efficiency and these estimates are put into a land-use model to
assess the impact of productivity on deforestation. Analysis of agricultural census tract data suggests that
technical efficiency has a U-shaped effect: both less and more efficient farms use more land for their agricul-
tural activities and so have a positive effect on deforestation. However, the majority of farms in the BLA are on
the ascendant slope, so that efficiency implies more deforestation in the BLA. The poor environmental valu-
ation of the Brazilian forest, the uneven land distribution, and the problem of the de facto openly accessed for-
ested and “unproductive” lands in the BLA could explain the U-shaped effect of technical efficiency on the
conversion of forested land into agricultural land.
© 2012 Elsevier B.V. All rights reserved.
1. Introduction
The depletion of the Brazilian forest has drawn attention world-
wide for decades and has been the subject of numerous studies
(Andersen et al., 2002; Araujo et al., 2009; Chomitz and Thomas,
2003; Margulis, 2003; Pacheco, 2009a; Pfaff, 1999). This fact is of par-
ticular importance since most Brazilian policy makers are aware that
Brazil's future is closely linked with environmental issues. To date,
there are serious concerns related to biodiversity loss, climate change,
local ecological disturbances, soil erosion, and degradation of fresh
water sources and soil fertility.
This paper contributes to the inquiry into the economic drivers of
deforestation at the farm level, by examining whether there exists a
clear and unambiguous link between deforestation and agricultural
efficiency. Put differently, this paper studies the trade-off between
economic efficiency, in terms of agricultural productive efficiency,
and environmental efficiency, in terms of preservation of forested
land, in an attempt to determine whether efficient agricultural pro-
ducers in the Brazilian Legal Amazon (BLA) also employ sound envi-
ronmental practices. Many papers have analyzed the effect of
efficiency and have revealed that inefficient farms (i.e., those with
an extensive production) deforest more. But these analyses have
been performed without empirically estimating the effect of produc-
tivity (Bulte et al., 2007; Keil et al., 2007; Otsuki et al., 2002). For in-
stance, Godoy et al. (1997, p. 978) explain that an “increase [in] the
productivity of land (…) create(s) incentives to cut less forest.” How-
ever, a potential increase in productivity could create incentives to
convert more natural land when an efficient farmer is in a context
of relatively poor environmental valuation, as in the Brazilian Ama-
zon, implying that this kind of farmer does not internalize the social
value of forest into their production decisions. This lack of internaliza-
tion reduces the costs associated with the conversion option and effi-
cient agricultural producers exploit extensive margins when they
exist, before turning to intensive margins.
Moreover, Angelsen (1999) theoretically explains that in an open
economy and an open access model where property rights are de-
fined by forest clearance, such as in the case of the Brazilian Amazon,
an increase in output productivity enhances agriculture expansion,
and thus deforestation. For instance, Pacheco (2009b, p. 40) argues
that, in the state of Pará in the Brazilian Eastern Amazon, “wealthier
farmers not only tend to deforest more in absolute terms but also
show a slightly greater propensity to deforest whatever their produc-
tion system.” Therefore, this study estimates potential impact of pro-
ductivity defined as technical efficiency on agricultural expansion in
the specific case of the Brazilian Legal Amazon, characterized by
open access to forested and “unproductive” lands, as well as land con-
centration and an active regional development policy. As far as I
know, only Jones et al. (1995) have empirically analyzed this effect
in the Brazilian context. They find that the stock of cleared land is
lower in farms with higher productivity in cattle and cultivated land
Ecological Economics 77 (2012) 166–175
⁎ CERDI (Centre d'Etudes et de Recherches sur le Développement International),
Université d'Auvergne 65, Boulevard F. Mitterrand, 63000 Clermont-Ferrand, France.
Fax: +33 4 73 17 74 28.
E-mail address: Sebastien.Marchand@u-clermont1.fr.
0921-8009/$ – see front matter © 2012 Elsevier B.V. All rights reserved.
doi:10.1016/j.ecolecon.2012.02.025
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Ecological Economics
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