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Research in Transportation Business & Management
journal homepage: www.elsevier.com/locate/rtbm
Scenario analysis of Brazilian soybean exports via discrete event simulation
applied to soybean transportation: The case of Mato Grosso State
Harlenn dos Santos Lopes, Renato da Silva Lima
⁎
, Fabiano Leal, Aline de Carvalho Nelson
Federal University of Itajuba (UNIFEI), Industrial Engineering and Management Institute (IEPG), Ave. BPS 1303 – Pinheirinho, Itajuba, MG 37500-903, Brazil
ARTICLE INFO
Keywords:
Soybeans
Agribusiness
Modeling
Discrete-event simulation
Logistics
Transportation
ABSTRACT
In 2015, Brazil exported 54.32 million metric tons of soybeans, which represents 40.2% of the total world ex-
ports. Even with lower production costs, Brazil's competitive advantages are diminished due to difficulties with
product distribution caused by problems in the logistical network. The objective of this study is to aid in strategic
transport decision-making via a discrete event simulation project. The object of study is the logistical export
system for soybeans for the state of Mato Grosso, the largest producer and exporter of soybeans in Brazil. The
decision-making process is based on route costs and the availability of ports. Four different scenarios were
simulated for the export system. At the end of the simulations performed for three months, and beyond simply
comparing total costs, the results indicate that there is a need for the development and expansion of, primarily
the Port of Vitória and the ports in the north of Brazil, as well as the multimodal logistics flow to these op-
erational ports.
1. Introduction
In recent years, few countries have grown as much as Brazil in in-
ternational agribusiness trade. The country is now a world leader in the
production and export of various agricultural products. Since 2013,
Brazil has been the largest soybean exporter (CONAB, 2014). In 2015,
Brazil exported 54.32 million metric tons (MT) of soybeans, an amount
19.1% higher than the 45.6 million metric tons exported in the previous
year, corresponding to 40.2% of the soybeans exported worldwide
(ALICEWEB, 2017; ANEC, 2015). In 2016, Brazil is expected to export
55.3 million metric tons of soybeans, reinforcing its position as the
world leader in soybean exports (ABIOVE, 2016).
Soy is the leading agribusiness commodity in Brazil (Dall'agnol,
Roessing, Lazzarotto, Hirakuri, & Oliveira, 2007; Hirakuri, 2013). Soy
and soy derivative exports account for approximately 11% of the total
value of Brazilian exports (ABIOVE, 2016). The growth in this sector
has had a significant impact on the business environment in Brazil. The
force of the soy supply chain creates a situation in which Brazil can act
as a geopolitical and geo economic player, with the capacity to influ-
ence global commodities markets (Hirakuri & Lazzarotto, 2014).
In terms of production costs, Brazil has comparative advantages
pertaining to soy production in relation to its international competitors,
these advantages being territorial, climatic, and technological in nature
(Lopes, Lima, & Ferreira, 2016; Salin, 2016). However, these ad-
vantages are reduced when products enter the inefficient logistics flow
found in Brazil (Dubke & Pizzolato, 2011; Friend & Lima, 2011).
Transportation and storage inefficiencies represent the main problems
for agribusiness, which significantly affect Brazil's international com-
petitiveness (Branco & Caixeta-Filho, 2011; Enomoto & Lima, 2007;
Fioroni et al., 2015; Kussano & Batalha, 2012).
Since soy is a commodity priced in the international market, it is not
possible to control its sale price, with the only controls available being
operational and management costs. Furthermore, Brazilian soybean
plantations are located in the inland portions of the country which
creates bigger challenges for product distribution logistics country
(Fioroni et al., 2015; Lopes et al., 2016). The state of Mato Grosso is no
exception to the rule. Located in the Midwest, Mato Grosso is the largest
producer and exporter of Brazilian soybeans, representing approxi-
mately 30% of national production, and has no seaports within a
900 km radius (Lopes et al., 2016). Currently, the main destinations for
soybeans from this state are the ports of Santos, in the state of São
Paulo, and Paranaguá, in Paraná (ALICEWEB, 2017). These ports are
also the main destinations for Brazilian soybeans and, despite having
better infrastructure among national ports, they are saturated in terms
of productivity and cannot keep up with the growth of export. Orga-
nizations involved with soybean logistics have been developed and
gradually implemented in order to make use of other ports around the
country. However, public and private investments are necessary to
improve these logistics.
The development of transportation axes and infrastructure involve
http://dx.doi.org/10.1016/j.rtbm.2017.09.002
Received 1 February 2017; Received in revised form 11 August 2017; Accepted 12 September 2017
⁎
Corresponding author.
E-mail addresses: harlenn@ufpa.br (H.d.S. Lopes), rslima@unifei.edu.br (R.d.S. Lima), fleal@unifei.du.br (F. Leal).
Research in Transportation Business & Management xxx (xxxx) xxx–xxx
2210-5395/ © 2017 Elsevier Ltd. All rights reserved.
Please cite this article as: Dos Santos Lopes, H., Research in Transportation Business & Management (2017),
http://dx.doi.org/10.1016/j.rtbm.2017.09.002