20 May
20May

By Daniel Christian Henrique and Gabriel Dudena de Faria (Probolsas Scholar)

Fuel consumption in Brazil has a significant impact in several areas, either because it is part of the transportation logistics of the products of its companies, as well as the daily life of its population. Additionally, the fact that transport segments are routinely impacting the IPCA index in their monthly measurements of 2022, this variable is essential in these analyses, highlighting the fact that this index has reached its record value in the last 26 years (IBGE, 2022). Therefore, fuels are extremely important insums within our economy, especially diesel oil, considering that 60% of our national supply system is mainly based on transportation by highways, according to the Brazilian Infrastructure Center (CBIE, 2022).

Additionally, according to the Brazilian Petroleum and Gas Institute (IBP), since 2000 there has been a drastic increase in fuel consumption in Brazil, being: 266% for Hydrated Ethanol, 74% for gasoline and 77% for diesel oil: the main fuel used by cargo trucks.

Considering the notes of the plan presented by the EPE that diesel consumption will continue to increase and the country will not be able to be independent of the foreign market for at least another 1 decade, it is extremely important to know how the consumption of these fuels will impact the daily life of its population. Additionally, the fact that transport segments are routinely impacting the IPCA index in their monthly measurements, this variable is indispensable in these analyses.

This research will follow the script of analysis of time series by the methodology of the Autorregressive Vectors, since there is an interrelationship between the variables in analyses, collected in monthly units for the states of Santa Catarina, Bahia and São Paulo, which are: 

  • Gasoline sales to Dealer Stations (m3)
  • Ethanol Sales to Retail Stations (m3)
  • Sales of diesel oil to Dealer Stations (m3)
  • IPCA
  • WTI oil barrel quote
  • Real exchange rate/dollar quote

All series were collected and organized for the period between January 2012 and March 2022. For each state, the stationary of the variables, procedures of necessary differentiations, lags, approval p-values in the equations developed in the autoregressive vectors, granger causality tests and impulse-response function were observed. 

The sales variables of petroleum derivatives and biofuels (gasoline, ethanol and diesel oil) were collected in the Brazilian Open Data Portal, organized by the National Agency of Petroleum, Natural Gas and Biofuels (ANP, 2022). In the Economatica software, the variables IPCA, wti oil barrel and real exchange/dollar exchange rates were obtained. All series are in the first difference to obtain parking, according to the table of results of the p-values of the ADF test below: 

Parking ADF Test
Time SeriesP-value
GASOLINA_DIFF0.01
ETANOL_DIFF0.01
DIESEL_DIFF0.01
WTI_DIFF0.01
IPCA_DIFF0.01
DOLAR_DIFF0.01


The comparative analyses between the three states will be exposed in table format to facilitate observations, highlighting only the main impulse-response graphs in sequence of the results of predictive equations and granger causality tests.


1 - STATE OF SANTA CATARINA

Equation 1: Gasoline - State of Santa Catarina

Causality of Granger FIR - Impulse in X
YXResultP-valueLagY-bottom result
GasolineGasolineApproved0.003391

Equation 2: Ethanol - State of Santa Catarina 

Causality of Granger FIR - Impulse in X
YXResultP-valueLagY-bottom result
EthanolDieselApproved0.01491

Equation 3: Diesel - State of Santa Catarina 

Causality of Granger FIR - Impulse in X
YXResultP-valueLagY-bottom result
DieselDieselApproved7.07e-061

Causality of Granger FIR - Impulse in X
YXResultP-valueLagY-bottom result
DieselIPCAApproved0.03311↑↓

CONCLUSIONS FOR THE STATE OF SANTA CATARINA 

1. Increased gasoline sales, increases gasoline sales by approximately one month 

2. Increase in diesel sales, reduce ethanol sales by approximately three months

3. Increased diesel sales, increases diesel sales by approximately one month 

4. Increase in diesel sales, increases the IPCA for approximately three months


2 - STATE OF SÃO PAULO

Equation 4: Diesel - State of São Paulo

Causality of Granger FIR - Impulse in X
YXResultP-valueLagY-bottom result
DieselGasolineApproved0.003981↑↓


Equation 5: Gasoline - State of São Paulo 

Causality of Granger FIR - Impulse in X
YXResultP-valueLagY-bottom result
GasolineEthanolApproved0.01431


Equation 6: Ethanol - State of São Paulo 

Causality of Granger FIR – Impulso em X
YXResultadoP-valueLagResultado em Y
EtanolGasolineApproved0.0005411↑↓

CONCLUSIONS FOR THE STATE OF SÃO PAULO
1. Gasoline sales increase, diesel and ethanol sales increase for approximately one month
2. Increase in ethanol sales, reduces gasoline sales for approximately three months


3 - STATE OF BAHIA

Equation 7: Gasoline - State of Bahia

Causality of Granger FIR – Impulse ↑ in X
YXResultP-valueLagResult in Y
GasolineGasolineApproved0.01051

Equation 8: Ethanol - State of Bahia

Causality of Granger FIR – Impulse in X
YXResultP-valueLagResult in Y
EthanolGasolineApproved0.016331

Causality of GrangerFIR – Impulse in X
YXResultP-valueLagResult in Y
EthanolEthanolApproved0.007791

Causality of Granger FIR – Impulse in X
YXResultP-valueLagResult in Y
EthanolDieselApproved0.064451

Causality of Granger FIR – Impulse in X
YXResultP-valueLagResult in Y
EthanolIPCAApproved0.022251

Equation 9: Diesel - State of Bahia

Causality of Granger FIR – Impulse in X
YXResultP-valueLagResult in Y
DieselGasolineApproved0.01361↑↓

Causality of Granger
 FIR – Impulse in X
YXResult
P-valueLagResult in Y
DieselDieselApproved
0.04341

CONCLUSIONS FOR THE STATE OF BAHIA

1. Increase in gasoline sales, increases sales of gasoline and diesel, for approximately one month

2. Increase in ethanol sales, increases sales of ethanol itself, for approximately four months

3. Increase in diesel sales, decrease in ethanol sales for approximately four months

4. Increase in IPCA, increases ethanol sales for approximately four months

5. Increase in diesel sales, increases sales of diesel itself, for approximately two months


References

ANP. Vendas de derivados de petróleo e biocombustíveis em: https://dados.gov.br/dataset/vendas-de-derivados-de-petroleo-e-biocombustiveis acessado 10 maio 2022

BACEN. Decomposição da inflação de 2021 em: https://www.bcb.gov.br/content/ri/relatorioinflacao/202203/ri202203b9p.pdf acessado em 9 maio 2022 

BACEN. Apresentação do Relatório de Inflação – setembro de 2021 em: https://www.bcb.gov.br/conteudo/home-ptbr/TextosApresentacoes/AP_RTI_Set2021.pdf acessado em 8 maio 2022 

EPE. Plano Decenal de Expansão de Energia 2031 em: https://www.epe.gov.br/sites-pt/publicacoes-dados-abertos/publicacoes/Documents/PDE%202031_RevisaoPosCP_rvFinal.pdf acessado em 9 maio 2022 

CBIE. Como é Feito o Transporte de cargas no Brasil? em: https://cbie.com.br/artigos/como-e-feito-o-transporte-de-cargas-no-brasil/ acessado em 10 maio 2022 

IBGE. IPCA - Índice Nacional de Preços ao Consumidor Amplo, em: https://www.ibge.gov.br/estatisticas/economicas/precos-e-custos/9256-indice-nacional-de-precos-ao-consumidor-amplo.html?=&t=destaques acessado em 5 maio 2022.

IBP. Impacto do preço dos combustíveis e eletricidade na inflação em: https://www.ibp.org.br/observatorio-do-setor/snapshots/impacto-dos-combustiveis-na-inflacao/ acessado em 7 maio 2022 

IBP. Evolução das vendas de combustíveis líquidos em: https://www.ibp.org.br/observatorio-do-setor/snapshots/evolucao-das-vendas-de-combustiveis-liquidos/ acessado em 6 maio 2022 

IBP. Evolução do consumo de diesel e atividade econômica em: https://www.ibp.org.br/observatorio-do-setor/snapshots/consumo-de-diesel-e-atividade-economica/ acessado em 6 maio 2022

ECONOMÁTICA. Series temporais do valor do dólar, IPCA e WTI.

Comments
* The email will not be published on the website.