Commodity Prices after COVID-19: Persistence and Time Trends

被引:11
|
作者
Monge, Manuel [1 ,3 ]
Lazcano, Ana [1 ,2 ,4 ]
机构
[1] Univ Francisco Vitoria, Fac Law Business & Govt, E-28223 Madrid, Spain
[2] Univ Nacl Educ Distancia UNED, Dept Ingn Sistemas & Control, E-28040 Madrid, Spain
[3] Univ Francisco Vitoria, Dept Financial Econ, Crta Pozuelo Majadahonda,Km 1800, E-28223 Madrid, Spain
[4] UNED, ETSI Informat, Dept Ingn Sistemas & Control, C Juan del Rosal 16, E-28040 Madrid, Spain
关键词
commodity prices; COVID-19; ARFIMA; (p; d; q); model; machine learning; UNIT-ROOT TESTS; FRACTIONAL COINTEGRATION; EFFICIENT TESTS; NEURAL-NETWORK; FUTURES; SERIES; MODEL; POWER; STATIONARITY; REGRESSION;
D O I
10.3390/risks10060128
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Since December 2019 we have been living with the virus known as SARS-CoV-2, a situation which has led to health policies being given prevalence over economic ones and has caused a paralysis in the demand for raw materials for several months due to the number confinements put in place around the world. Since the worst days of the pandemic caused by COVID-19, most commodity prices have been recovering. The main objective of this research work is to learn about the evolution and impact of COVID-19 on the prices of raw materials in order to understand how it will affect the behavior of the economy in the coming quarters. To this end, we use fractionally integrated methods and an Artificial Neural Network (ANN) model. During the COVID-19 pandemic episode, we observe that commodity prices have a mean reverting behavior, indicating that it will not be necessary to take additional measures since the series will return, by themselves, to their long term projections. Moreover, in our forecast using ANN algorithms, we observe that the Bloomberg Spot Commodity Index will recover its upward trend, increasing some 56.67% to the price from before the start of the COVID-19 pandemic episode.
引用
收藏
页数:20
相关论文
共 50 条
  • [21] DISCERNING TRENDS IN COMMODITY PRICES
    Dimitropoulos, Dimitri
    Yatchew, Adonis
    [J]. MACROECONOMIC DYNAMICS, 2018, 22 (03) : 683 - 701
  • [22] Commercial real estate prices in Europe after COVID-19
    Hoesli, Martin
    Malle, Richard
    [J]. JOURNAL OF EUROPEAN REAL ESTATE RESEARCH, 2023, 16 (03) : 340 - 358
  • [23] COMMON TRENDS, COMMODITY PRICES AND CONSUMER PRICES
    KUGLER, P
    [J]. ECONOMICS LETTERS, 1991, 37 (04) : 345 - 349
  • [24] Estimating the potential effects of COVID-19 pandemic on food commodity prices and nutrition security in Nepal
    Singh, Samrat
    Nourozi, Sara
    Acharya, Laxman
    Thapa, Sridhar
    [J]. JOURNAL OF NUTRITIONAL SCIENCE, 2020, 9
  • [25] Oil prices and agricultural commodity markets: Evidence from pre and during COVID-19 outbreak
    Ngo Thai Hung
    [J]. RESOURCES POLICY, 2021, 73
  • [26] The impact of COVID-19 on house prices in Northern Ireland: price persistence, yet divergent?
    McCord, M.
    Lo, D.
    McCord, J.
    Davis, P.
    Haran, M.
    Turley, P.
    [J]. JOURNAL OF PROPERTY RESEARCH, 2022, 39 (03) : 237 - 267
  • [27] Persistence of symptoms and return to work after hospitalization for COVID-19
    Jardim de Azevedo, Helena Moraes
    Fernandes dos Santos, Nataly Winni
    Lafeta, Mariana Lima
    Pereira de Albuquerque, Andre Luis
    Tanni, Suzana Erico
    Sperandio, Priscila Abreu
    Machado Ferreira, Eloara Vieira
    [J]. JORNAL BRASILEIRO DE PNEUMOLOGIA, 2022, 48 (06)
  • [28] Persistence of COVID-19 Symptoms after Recovery in Mexican Population
    Galvan-Tejada, Carlos E.
    Herrera-Garcia, Cintya Fabiola
    Godina-Gonzalez, Susana
    Villagrana-Banuelos, Karen E.
    Amaro, Juan Daniel De Luna
    Herrera-Garcia, Karla
    Rodriguez-Quinones, Carolina
    Zanella-Calzada, Laura A.
    Ramirez-Barranco, Julio
    de Avila, Jocelyn L. Ruiz
    Reyes-Escobedo, Fuensanta
    Celaya-Padilla, Jose M.
    Galvan-Tejada, Jorge I.
    Gamboa-Rosales, Hamurabi
    Martinez-Acuna, Monica
    Cervantes-Villagrana, Alberto
    Rivas-Santiago, Bruno
    Gonzalez-Curiel, Irma E.
    [J]. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2020, 17 (24) : 1 - 12
  • [29] Commodity and financial markets' fear before and during COVID-19 pandemic: Persistence and causality analyses
    Adekoya, Oluwasegun B.
    Oliyide, Johnson A.
    [J]. RESOURCES POLICY, 2022, 76
  • [30] Biomolecular Simulations in the Time of COVID-19, and After
    Amara, Rommie E.
    Mulholland, Adrian J.
    [J]. COMPUTING IN SCIENCE & ENGINEERING, 2020, 22 (06) : 30 - 36