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This study aims to look into the impact of crude oil prices and exchange rate volatility on domestic gasoline prices in Indonesia, as well as macroeconomic variables like consumption and GDP (GDP). The author took a case study in Indonesia as an emerging country and net oil importing country. The research was conducted from 2010 to June 2018. In 2013 and 2014, there were significant changes in crude oil prices and exchange rate. Therefore the research period is considered appropriate to determine impacts due to variable changes. The research method used path analysis. The data used was time series from 2010 to June 2018. The result indicates that crude oil prices and exchange rates have a significant positive effect on Indonesian Gasoline prices, Consumption, and GDP as the R2 obtained was 99.7%. Therefore it indicates that the utilised model can explain variable information up to 99.7%. In this study, in contrast to previous studies, the author examines both the impact of crude oil prices and the exchange rate on economic growth by including mediating variables such as domestic gasoline prices and domestic household consumption.

1. Akçelik, F., & Ögünç, F. (2016). Pass-through of crude oil prices at different stages in Turkey. ˘ Central Bank Review, 16(1), 41–51.
2. Alaimo, V., & Lopez, H. (2008). Oil intensities and oil prices: Evidence for Latin America (Policy research working paper no. 4640). Washington, DC, WA: The World Bank.
3. Alatrash, A. (2018). Impact of using total quality management on the financial performance of companies listed on the Palestine exchange. International Journal of Business and Economic Affairs, 3(6), 244-252. doi:https://doi.org/10.24088/IJBEA-2018-36001
4. Alekhina, V., & Yoshino, N. (2018). Impact of world oil prices on an energy exporting economy including monetary policy (Working paper no. 828). Tokyo, Japan: Asian Development Bank Institute.
5. Al-tai, M. (2015). An estimation of oil prices effect on household consumption in Sweden (Bachelor’s thesis). LUND University, Lund, Sweden.
6. Altantsetseg, P., Chen, K.-C., & Chang, M.-L. (2017). Male and female leaders’ entrepreneurial leadership: A comparative study of Mongolia, Taiwan and Thailand on leader-member exchange. Journal of Administrative and Business Studies, 3(3), 144–152. doi:https://doi.org/10.20474/jabs-3.3.4
7. Amelia, T. N. (2016). Causality test between exchange rate, inflation rate and stock price index in Southeast Asia. Journal of Administrative and Business Studies, 2(2), 101–106. doi:https://doi.org/10.20474/jabs-2.2.5
8. Anand, M. K. (2016). Reforming fossil fuel prices in India: Dilemma of a developing economy. Energy Policy, 92, 139–150. doi:https://doi.org/10.1016/j.enpol.2016.01.039
9. Anghelache, C., et al. (2011). Analysis of the correlation between GDP and the final consumption. Theoretical and Applied Economics, 9(9), 129-138.
10. Anonymous. (2018). An overview of India’s economic performance in 2017-18. Retrieved from https://bit.ly/2s511Pg
11. Aranyaratt, C. (2011). The effect of exchange rate volatility on foreign direct investment and portfolio flows to Thailand. Doctoral dissertation, Chulalongkorn University, Bangkok, Thailand.
12. Arndt, C., Benfica, R., Maximiano, N., Nucifora, A. M., & Thurlow, J. T. (2008). Higher fuel and food prices: Impacts and responses for Mozambique. Agricultural Economics, 39, 497–511. doi:https://doi.org/10.1111/j.1574-0862.2008.00355.x
13. Asian Development Bank. (2015). Fossil fuel subsidies in Indonesia: Trends, impacts, and reforms. Manila, Philippines: Asian Development Bank.
14. Åslund, A. (2013). Why growth in emerging economies is likely to fall (Working paper no. 13-10). Washington, DC, WA: Peterson Institute for International Economics.
15. Atalla, T. N., Gasim, A. A., & Hunt, L. C. (2018). Gasoline demand, pricing policy, and social welfare in Saudi Arabia: A quantitative analysis. Energy Policy, 114, 123–133. doi:https://doi.org/10.1016/j.enpol.2017.11.047
16. Atil, A., Lahiani, A., & Nguyen, D. K. (2014). Asymmetric and nonlinear pass-through of crude oil prices to gasoline and natural gas prices. Energy Policy, 65, 567–573. doi:https://doi.org/10.1016/j.enpol.2013.09.064
17. Auboin, M. (2012). Use of currencies in international trade: Any changes in the picture? (WTO staff working paper, no. ERSD-2012-10). Geneva, Switzerland: World Trade Organization (WTO).
18. Badaruddin, M. (2015). Indonesia rejoining OPEC: Dynamics of the oil importer and exporter countries. Journal of ASEAN Studies, 3(2), 116–132. doi:https://doi.org/10.21512/jas.v3i2.841
19. Baffes, J., Kose, M. A., Ohnsorge, F., & Stocker, M. (2015). The great plunge in oil prices: Causes, consequences, and policy responses (PRN/15/01). Genava, Switzerland: World Bank Group.
20. Baghestani, H. (2016). Do gasoline prices asymmetrically affect US consumers’ economic outlook? Energy Economics, 55, 247–252. doi:https://doi.org/10.1016/J.ENECO.2016.02.012
21. Bagnai, A., & Ospina, C. A. M. (2016). “asymmetric asymmetries” in Eurozone markets gasoline pricing. The Journal of Economic Asymmetries, 13, 89–99. doi:https://doi.org/10.1016/j.jeca.2016.03.004
22. Bahmani-Oskooee, M., Kutan, A. M., & Xi, D. (2015). Does exchange rate volatility hurt domestic consumption? Evidence from emerging economies. International Economics, 144, 53–65. doi:https://doi.org/10.1016/J.INTECO.2015.05.002
23. Bahri, C., E, M. S., & Poniwati, M. (2017). The influence of undervaluation, free cash flow, leverage and dispersion of ownerships toward company’s stock repurchase (an empirical study of Indonesia stock exchange public listed companies). Journal of Administrative and Business Studies, 3(5), 235-247. doi:https://doi.org/10.20474/jabs-3.5.3
24. Balke, N. S., & Brown, S. P. (2018). Oil supply shocks and the US economy: An estimated DSGE model. Energy Policy, 116, 357–372. doi:https://doi.org/10.1016/j.enpol.2018.02.027
25. Barguellil, A., Ben-Salha, O., & Zmami, M. (2018). Exchange rate volatility and economic growth. Journal of Economic Integration, 33(2), 1302–1336. doi:https://doi.org/10.11130/jei.2018.33.2.1302
26. Bayar, A., Mc Morrow, K., et al. (1999). Determinants of private consumption (Tech. Rep.). Directorate General Economic and Financial Affairs (DG ECFIN), European. Retrieved from https://bit.ly/36RU3vP
27. Beaton, C., Lontoh, L., & Clarke, K. (2014). Indonesia energy subsidy review. Retrieved from www.thehouselondon.com
28. Beckmann, J., Czudaj, R., & Arora, V. (2017). The relationship between oil prices and exchange rates: Theory and evidence (Working paper series). Retrieved from https://bit.ly/373W0pl
29. Berument, M. H., Sahin, A., & Sahin, S. (2014). The relative effects of crude oil price and exchange rate on petroleum product prices: Evidence from a set of Northern Mediterranean countries. Economic Modelling, 42, 243–249. doi:https://doi.org/10.1016/j.econmod.2014.07.019
30. Bildirici, M. E., & Sonustun, F. O. (2018). The effects of oil and gold prices on oil-exporting countries. Energy Strategy Reviews, 22, 290–302. doi:https://doi.org/10.1016/j.esr.2018.10.004
31. BIS. (2011). Source of economic growth: Trade and investment analytical (Working paper). London, UK: DFID, Department for International Development. Retrieved from https://bit.ly/35G10QH
32. Boediono, H. E., Khor, & Pangestu, M. (2018). Realizing indonesia’s economic potential. International Monetory Fund.
33. Bonsu, C. O., & Muzindutsi, P.-F. (2017). Macroeconomic determinants of household consumption expenditure in Ghana: A multivariate cointegration approach. International Journal of Economics and Financial Issues, 7(4),737–745.
34. Boustead, T. (1998). GDP components’ contributions to US economic growth. Monthly Labour Review, 121, 22.
35. BP Statistical Review of World Energy. (2018). Country insight-Indonesia. Retrieved from https://on.bp.com/2EB0FTh
36. BP Statistical Review of World Energy. (2019). Full report-BP statistical review of world energy. Retrieved from https://on.bp.com/38Wb2PB
37. Breido, K., & Tregub, I. V. (n.d.). Keynesian theory of consumption. Theoretical and practical aspects. Moscow, Rusia: The Finnace University under the Government International Finace Facalty.
38. Breitenfellner, A., Cuaresma, J. C., et al. (2008). Crude oil prices and the USD/EUR exchange rate. Monetary Policy &The Economy, 4. doi:https://doi.org/10.1128/AAC.48.1.1âA ¸S14.2004
39. Bremmer, D. S., & Kesselring, R. G. (2016). The relationship between US retail gasoline and crude oil prices during the great recession: “Rockets and feathers” or “balloons and rocks” behavior? Energy Economics, 55, 200–210. doi:https://doi.org/10.1016/J.ENECO.2015.12.014
40. Bryan, T. (2014). Principles of management. Minneapolis, MN: University of Minnesota Libraries Publishing.
41. Bumpass, D., Ginn, V., & Tuttle, M. (2015). Retail and wholesale gasoline price adjustments in response to oil price changes. Energy Economics, 52, 49–54. doi:https://doi.org/10.1016/J.ENECO.2015.08.030
42. Byun, K. (2015). The U.S. economy to 2024. Retrieved from https://bit.ly/2Zc729g
43. Carpio, L. G. T. (2019). The effects of oil price volatility on ethanol, gasoline, and sugar price forecasts. Energy, 181,1012-1022. doi:https://doi.org/10.1016/j.energy.2019.05.067
44. Casier, L., & Beaton, C. (2015). Reform of fossil fuel subsidies and fuel price increases in Indonesia: Impact and expectations. Retrieved from https://bit.ly/38UW6RG
45. CASSE. (n.d). GDP and indicators of economic wellbeing sound byte. Retrieved from https://bit.ly/38XkUbJ
46. Chen, C., Polemis, M., & Stengos, T. (2019). Can exchange rate pass-through explain the asymmetric gasoline puzzle? Evidence from a pooled panel threshold analysis of the EU. Energy Economics, 81, 1–12. doi:https://doi.org/10.1016/j.eneco.2019.03.010
47. Chen, S.-S. (2009a). Oil price pass-through into inflation. Energy Economics, 31(1), 126–133. doi:https://doi.org/10.1016/J.ENECO.2008.08.006
48. Chen, S.-S. (2009b). Revisiting the inflationary effects of oil prices. The Energy Journal, 30(4), 141–154. doi:https://doi.org/10.5547/ISSN0195-6574-EJ-Vol30-No4-5
49. Chien, Y., Lustig, H., & Naknoi, K. (2019). Why are exchange rates so smooth? A household finance explanation. Journal of Monetary Economics (Just Accepted). doi:https://doi.org/10.1016/j.jmoneco.2019.02.003
50. Chou, K.-W., & Tseng, Y.-H. (2016). Oil prices, exchange rate, and the price asymmetry in the Taiwanese retail gasoline market. Economic Modelling, 52, 733–741. doi:https://doi.org/10.1016/j.econmod.2015.10.012
51. Comunale, M. (2017). Dutch disease, real effective exchange rate misalignments and their effect on GDP growth in EU. Journal of International Money and Finance, 73, 350–370. doi:https://doi.org/10.1016/J.JIMONFIN.2017.02.012
52. Dapice, D., & Cunningham, E. A. (2011). Squaring the circle: Politics and energy supply in Indonesia. Harvard University: Ash Center for Democratic Governance and Innovation. Retrieved from https://bit.ly/35Eeb4A
53. De Grauwe, P., & Schnabl, G. (2008). Exchange rate stability, inflation, and growth in (South) Eastern and Central Europe. Review of Development Economics, 12(3), 530–549. doi:https://doi.org/10.1111/j.1467-9361.2008.00470.x
54. Delsalle, J., et al. (2002). The effects of fuel price changes on the transport sector and its emissions-simulations with TREMOVE (Working paper series no. 172). Brussels, Belgium: Directorate General Economic and Financial Affairs (DG ECFIN), European. Retrieved from https://bit.ly/38ZtfLV
55. Di Mauro, F., Rüffer, R., & Bunda, I. (2008). The changing role of the exchange rate in a globalised economy (ECB occasional paper no. 94). Frankfurt, Germany: European Central Bank
56. Edwards, K., & Sahminan, S. (2008). Exchange rate movements in Indonesia: Determinants, effects, and policy challenges (Working paper no. 25). Central Jakarta, Indonesia: Bank Indonesia.
57. EIA. (2015). International energy data and analysis. Retrieved from https://bit.ly/38Xqk6E
58. European Central Bank, Giannone, D., Ferrara, L., & Delle Chiaie, S. (2017). Common factors of commodity prices (Working paper series No. 2112). Frankfurt, Germany: European Central Bank.
59. Frankel, J. A., & Rose, A. K. (2010). Determinants of agricultural and mineral commodity prices (Working paper series no. RWP10-038). Cambridge, MA: John F. Kennedy School of Government, Harvard University.
60. Garín, J., Robert, L., & Sims, E. (2018). Intermediate macroeconomics. Retrieved from https://bit.ly/2s7kIGd
61. Ghoddusi, H., Morovati, M., & Rafizadeh, N. (2019). Foreign exchange shocks and gasoline consumption. Energy Economics, 84, 1-37. doi:https://doi.org/10.1016/j.eneco.2019.08.005
62. Ghosh, S. (2007). Principles of macroeconomics. Retrieved from https://bit.ly/35ET0za
63. Haller, A.-P. (2012). Concepts of economic growth and development challenges of crisis and of knowledge. Economy Transdisciplinarity Cognition, 15(1), 66.
64. Hamilton, J. D. (1996). This is what happened to the oil price-macroeconomy relationship. Journal of Monetary Economics, 38(2), 215–220. doi:https://doi.org/10.1016/S0304-3932(96)01282-2
65. Hartari, A. (2016). Consumption patterns of urban communities and their effects on health. Retrieved from https://bit.ly/38ZCpIk
66. Hendar. (2016). Inflation mechanisms, expectations and monetary policy in Indonesia. Retrieved from https://bit.ly/36NvoZk
67. Herrera, A. M., Karaki, M. B., & Rangaraju, S. K. (2019). Oil price shocks and US economic activity. Energy Policy, 129, 89–99. doi:https://doi.org/10.1016/j.enpol.2019.02.011
68. Hutchinson, M. G. (2016). Early economic thought in Spain 1177-1740. Carmel, IN; Liberty Fund.
69. Iqbal, M. (2013). BBM up, cigarette consumption until grocery shopping reduces. Retrieved from https://bit.ly/38TkbIN
70. Jonathan, O., Kenneth, U., & Gyang, N. (2016). The impact of exchange rate fluctuations on private domestic investment performance in Nigeria. Journal of Economics and Finance, 7(3), 07–15. doi:https://doi.org/10.9790/5933-0703010715
71. Jovic, S., Miladinovic, J. S., Micic, R., Markovic, S., & Rakic, G. (2019). Analysing of exchange rate and Gross Domestic Product (GDP) by Adaptive Neuro Fuzzy Inference System (ANFIS). Physica A: Statistical Mechanics and its Applications, 513, 333–338. doi:https://doi.org/10.1016/j.physa.2018.09.009
72. Karaki, M. B. (2017). Nonlinearities in the response of real GDP to oil price shocks. Economics Letters, 161, 146–148. doi:https://doi.org/10.1016/j.econlet.2017.09.034
73. Kargbo, B. I. (2018). Exchange rate, petroleum price and price determination in Sierra Leone (AERC research papern 353). Nairobi, Kenya: African Economic Research Consortium.
74. Khatib, M. M. (2013). Analysis of the effects of exchange rate movements on fuel price changes in Tanzania: A case of Dar Es Salaam city (Master thesis). The Open University of Tanzania, Dar es Salaam, Tanzania.
75. Kilian, L. (2010). Explaining fluctuations in gasoline prices: A joint model of the global crude oil market and the us retail gasoline market. The Energy Journal, 31(2), 87–112. doi:https://doi.org/10.5547/issn0195-6574-ej-vol31-no2-4
76. Kinata, E. J. (2016). The effect of market volatility and firm size towards the difference of market reaction around stock-split announcement in Indonesia stock exchange. Journal of Administrative and Business Studies, 2(6),304–313. doi:https://doi.org/10.20474/jabs-2.6.5
77. Kitous, A., Criqui, P., Bellevrat, E., & Chateau, B. (2010). Transformation patterns of the worldwide energy system-scenarios for the century with the POLES model. The Energy Journal, 31(1), 49–82.
78. Kojima, M. (2016). Fossil fuel subsidy and pricing policies recent developing country experience (Policy research working paper, no. WPS7531). Washington, DC, WA: The World Bank.
79. Kpodar, K., & Abdallah, C. (2017). Dynamic fuel price pass-through: Evidence from a new global retail fuel price database. Energy Economics, 66-71, 303–312. doi:https://doi.org/10.1016/J.ENECO.2017.06.017
80. Lee, J., & Yue, C. (2017). Impacts of the US Dollar (USD) exchange rate on economic growth and the environment in the United States. Energy Economics, 64, 170–176. doi:https://doi.org/10.1016/J.ENECO.2017.03.006
81. Litman, T. (2011). Appropriate response to rising fuel prices citizens should demand, “raise my prices now!”. Retrieved from https://www.vtpi.org/fuelprice.pdf
82. Ma, Y., Ailawadi, K. L., Gauri, D. K., & Grewal, D. (2011). An empirical investigation of the impact of gasoline prices on grocery shopping behavior. Journal of Marketing, 75(2), 18–35. doi:https://doi.org/10.1509/jm.75.2.18
83. Malukele, T. C. (2012). The relationship between poverty and inflation in Sharpeville (Master thesis). North-West University, Vanderbijlpark, South Africa.
84. Mankiw, N. G. (2016). Macroeconomics. New York, NY: Worth Publisher.
85. Maraseni, T. N., Cockfield, G., & Apan, A. (2007). A comparison of greenhouse gas emissions from inputs into farm enterprises in Southeast Queensland, Australia. Journal of Environmental Science and Health Part A, 42(1),11–18. doi:https://doi.org/10.1080/10934520601015354
86. Marrouch, W., & Mourad, J. (2019). Effect of gasoline prices on car fuel efficiency: Evidence from Lebanon. Energy Policy, 135, 1-11. doi:https://doi.org/10.1016/j.enpol.2019.111001
87. Martínez, J. M. P., Abadie, L. M., & Fernández-Macho, J. (2018). A multi-resolution and multivariate analysis of the dynamic relationships between crude oil and petroleum-product prices. Applied Energy, 228, 1550–1560. doi:https://doi.org/10.1016/J.APENERGY.2018.07.021
88. Mattioli, G., Wadud, Z., & Lucas, K. (2018). Vulnerability to fuel price increases in the UK: A household level  analysis. Transportation Research Part A: Policy and Practice, 113, 227–242. doi:https://doi.org/10.1016/J.TRA.2018.04.002
89. Mensi, W., Hammoudeh, S., & Yoon, S.-M. (2015). Structural breaks, dynamic correlations, asymmetric volatility transmission, and hedging strategies for petroleum prices and USD exchange rate. Energy Economics, 48, 46–60. doi:https://doi.org/10.1016/j.eneco.2014.12.004
90. Morrison, W. M. (2013). China’s economic rise: History, trends, challenges, and implications for the United States. Washington, DC, WA: Congressional Research Service.
91. Moshiri, S. (2015). The effects of the energy price reform on households consumption in Iran. Energy Policy, 79, 177–188. doi:https://doi.org/10.1016/J.ENPOL.2015.01.012
92. Murphy, F., Pierru, A., & Smeers, Y. (2019). Measuring the effects of price controls using mixed complementarity models. European Journal of Operational Research, 275(2), 666–676. doi:https://doi.org/10.1016/J.EJOR.2018.11.051
93. Nell, K. (2000). Imported inflation in South Africa: An empirical study (Discussion paper 0005). School of Economics Discussion Papers, University of Kent, Canterbury, England.
94. Nizar, M. A. (2012). The impact of fluctuations in world oil prices on the Indonesian economy. Buletin Ilmiah Litbang Perdagangan, 6(2), 189-210.
95. Nonsolovino. (n.d). How important are exchange rates? Retrieved from https://bit.ly/2S8MzQW
96. OECD. (2011). The effects of oil price hikes on economic activity and inflation (OECD economics department policy notes, no. 4.) Paris, France: Organisation for Economic Co-operation and Development.
97. Omagwa, J., & Reardon, G. (2017). Oil retail pricing and price controls: A case of oil marketing sector in Kenya. African Development Finance Journal (ADFJ), 1(1), 93-109.
98. Oseni, I. O. (2016). Exchange rate volatility and private consumption in Sub-Saharan African countries: A system-GMM dynamic panel analysis. Future Business Journal, 2(2), 103–115. doi:https://doi.org/10.1016/j.fbj.2016.05.004
99. Palmer, N. T. (2012). The importance of economic growth. Retrieved from https://bit.ly/2sIHTH4
100. Pardamean, D. (2009). Implication of fuel prices towards household consumption behavior in Suburban area sprawl, Semarang city (Unpublished thesis). Universitas Diponegoro, Semarang, Indonesia.
101. Parkin, M. (2012). Macroeconomics (10th ed.). New York, NY: Pearson.
102. Pasaribu, B. (2012). Indonesia: Emerging economy and power in the 21st century’s world order. Retrieved from https://bit.ly/36UCOKi
103. Procházka, P., & Hönig, V. (2018). Economic analysis of diesel-fuel replacement by crude palm oil in Indonesian power plants. Energies, 11(3), 1-12. doi:https://doi.org/10.3390/en11030504
104. Purcell, L., & Sekar, A. (2015). Effects of gasoline price levels on GDP per capita: A cross-country analysis effects of gasoline prce levels on GDP per capita: A cross-country analysis. Retrieved from https://b.gatech.edu/2MgysW5
105. PwC. (2019). Oil and gas trends 2018-19. Retrieved from https://pwc.to/390xg2L
106. Rahmadini, A. (2007). Impact of an increase in fuel prices on household consumption and expenditure in Bogor city (case study of households that emit motorcycle credit users) (Tech. Rep.). IPB University, Bogor, Indonesia.
107. Rahman, S. (2016). Another perspective on gasoline price responses to crude oil price changes. Energy Economics, 55,10–18. doi:https://doi.org/10.1016/J.ENECO.2015.12.021
108. Ramos, P. K. (2011). The effect of exchange rate fluctuations on changes in retail oil prices in Kenya (Master thesis). University of Nairobi, Nairobi, Kenya.
109. Retherford, R. D., & Choe, M. K. (2011). Statistical models for causal analysis. New York, NY: John Wiley & Sons.
110. Rivani, E. (2012). Structural Equation Model (SEM) analysis of multiple groups to see differences in food security in Indonesia. Journal of Mathematics and Statistics, 12(1), 1–25.
111. Said, M. (2015). Analysis of changes in household consumption patterns: The impact of changes in fuel prices (case study of the Kemuning District of Palembang). Jurnal Kompetitif Fakultas Ekonomi, 4(2), 62-74.
112. Schröder, M., & Hüfner, F. P. (2002). Exchange rate pass-through to consumer prices: A European perspective (ZEW discussion papers, no. 02-20 ). Mannheim, Germany: Zentrum für Europäische Wirtschaftsforschung (ZEW).
113. Schulte, I., & Heindl, P. (2017). Price and income elasticities of residential energy demand in Germany. Energy Policy, 102, 512–528. doi:https://doi.org/10.1016/J.ENPOL.2016.12.055
114. Sentenac-Chemin, E. (2012). Is the price effect on fuel consumption symmetric? some evidence from an empirical study. Energy Policy, 41, 59–65. doi:https://doi.org/10.1016/J.ENPOL.2010.07.016
115. Sohaili, K. (2010). The effect of determining gasoline price according to market mechanism on environment pollution (case study of Iran). Procedia Environmental Sciences, 2, 270–273.
116. Streiner, D. L. (2005). Finding our way: An introduction to path analysis. The Canadian Journal of Psychiatry, 50(2),115–122. doi:https://doi.org/10.1177/070674370505000207
117. Sun, Y., Zhang, X., Hong, Y., & Wang, S. (2019). Asymmetric pass-through of oil prices to gasoline prices with interval time series modelling. Energy Economics, 78, 165–173. doi:https://doi.org/10.1016/j.eneco.2018.10.027
118. Surbhi, S. (2015). Difference between economic growth and economic development (with comparison chart)-key differences. Retrieved from https://bit.ly/34JqWtc
119. Taechaubol, K. (2017). Investor types and trading of the environment, social and governance stocks in the stock exchange of Thailand. Journal of Administrative and Business Studies, 3(1), 38–48. doi:https://doi.org/10.20474/jabs-3.1.5
120. Taghizadeh-Hesary, F., & Yoshino, N. (2015). Macroeconomic effects of oil price fluctuations on emerging and developed economies in a model incorporating monetary variables (ADBI working paper no. 546). Tokyo, Japan: Asian Development Bank Institute.
121. Tharakan, P. (2015). Summary of Indonesia’s energy sector assessment (ADB working paper no. 09). Mandaluyong, Philippines: Asian Development Bank.
122. Thorbecke, W. (2018). The impact of oil prices on East and Southeast Asian economies: Evidence from financial markets (RIETI discussion paper no. 18-E-043). Tokyo, Japan: Research Institute of Economy, Trade and Industry.
123. Timmer, C. P. (2008). Causes of high food prices (ADB economics working paper series no. 128). Mandaluyong, Philippines: Asian Development Bank.
124. Valadkhani, A., & Mitchell, W. F. (2001). Assessing the impact of changes in petroleum prices on inflation and household expenditure in Australia. Australian Economic Review, 35(2), 122-132.
125. Varian, H. R. (2016). How to build an economic model in your spare time. The American Economist, 61(1), 81–90. doi:https://doi.org/10.1177/0569434515627089
126. Wang, Y. S. (2013). Oil price effects on personal consumption expenditures. Energy Economics, 36, 198–204. doi:https://doi.org/10.1016/j.eneco.2012.08.007
127. WE Council. (2016). World energy resources. Retrieved from https://bit.ly/2Mg736y
128. World Bank. (2015). Indonesia economic quarterly: High expectations. Retrieved from https://bit.ly/2tv3jYm
129. Zhang, Y.-J., & Wang, Z.-Y. (2013). Investigating the price discovery and risk transfer functions in the crude oil and gasoline futures markets: Some empirical evidence. Applied Energy, 104, 220–228. doi:https://doi.org/10.1016/j.apenergy.2012.10.066

Devia SS, V. (2019). Analysis of crude oil price and exchange rate volatility on macroeconomic variables (case study of Indonesia as emerging economic country). International Journal of Business and Administrative Studies, 5(5), 257-271. doi: https://dx.doi.org/10.20469/ijbas.5.10001-5