Candlestick effectiveness in signaling future prices for live cattle, arabic coffee, and corn
Abstract
Objective: This study aims to assess the effectiveness of bullish and bearish candlestick patterns in price inflection and price inflection persistence for live cattle, arabic coffee and corn at Brasil, Bolsa, Balcão (B3) stock exchange.
Method: A quantitative descriptive research was conducted. The equational rules of candlestick patterns and the estimation of effectiveness of these patterns in inflection and persistence were theoretically and methodologically grounded in the studies by Marshall et al. (2008), Horton (2009), Lu et al. (2015), Lu and Shiu (2016), Cohen (2020), Foroushany et al. (2020), and Heinz et al. (2021).
Originality/Relevance: The proposal was to examine the effectiveness of the technique in agricultural futures markets, as this environment, despite originating from the method (Nison, 1999; Murphy, 1999), is practically ignored in the field of theoretical-empirical studies, with only studies identified within the realms of stock, interest rate, and real estate markets.
Results: Results showed that most of the investigated candlestick patterns are effective at inflection price (price reversal one day after the pattern) on the markets under scrutiny. Candlestick patterns also proved to be ineffective for inflection price persistence, with the exception of the bullish pattern morning star for Live Cattle futures and the piercing line for Arabic coffee market. The persistence of price inflection for these patterns reached the third day after their occurrence, constituting a moderate inflection persistence. Theoretical/methodological/practical contributions: As a practical contribution, we suggest that these patterns be used only for decisions with time horizon of one day after its occurrence and it is not advised to maintain post-inflection position because, they don’t ensure profitability. As a theoretical contribution (literature), the study pointed out that the candlestick patterns corresponding to bullish and bearish inverses do not present a difference in effectiveness.
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References
Exportações. (2021, 10 de agosto). ASSOCIAÇÃO BRASILEIRA DAS INDÚSTRIAS EXPORTADORAS DE CARNES – ABIEC. http://abiec.com.br/exportacoes.
Caginalp, G., & Laurent, H. (1998). The predictive power of price patterns. Applied Mathematical Finance, 5(3-4), 181-205. https://sites.pitt.edu/~caginalp/Paper65.pdf
PCF (personal criteria formulas) for telechart software, (2019, 3 de setembro). CANDLESTICK FORUM. https://candlestickforum.com/pcf-personal-criteria-formulas-for-telechart-software/
Chin, C-L., Jais, M., Balia, S. S., & Tinggi, M. (2017, 20 e 22 de novembro). Is candlestick continuation patterns applicable in Malaysian stock market? 17th Annual Conference of the Asian Academic Accounting Association, Kuching, Sarawak. 10.1051/ SHS Web of Conferences 34, shsconf/20173407009
Cohen, G. (2020). Best candlesticks pattern to trade stocks. International Journal of Economics and Financial Issues, 10(2), 256-261. https://doi.org/10.32479/ijefi.9298
Instrução CVM 604. (2018, 13 de dezembro). COMISSÃO DE VALORES MOBILIÁRIOS – CVM. http://conteudo.cvm.gov.br/legislacao/instrucoes/inst604.html
Cruz, M. M., & Oliveira Neto, O. J. (2018). Eficiência dos principais padrões baixistas de candlesticks no mercado de ações brasileiro. Revista de Auditoria, Governança e Contabilidade - RAGC, 6(26), 89-105. http://www.fucamp.edu.br/editora/index.php/ragc/article/view/1680
Debastiani, C. A. (2007). Candlestick: um método para ampliar lucros na bolsa de valores. Novatec.
Duvinage, M., Mazza, P., & Petitjean, M. (2013). The intra-day performance of market timing strategies and trading systems based on Japanese candlesticks. Quantitative Finance, 13(7), 1059-1070. https://doi.org/10.1080/14697688.2013.768774
EMPRESA BRASILEIRA DE PESQUISA AGROPECUÁRIA – EMBRAPA. (2021, 2 de novembro). Brasil é o quarto maior produtor de grãos e o maior exportador de carne bovina do mundo. https://www.embrapa.br/busca-de-noticias/-/noticia/62619259/brasil-e-o-quarto-maior-produtor-de-graos-e-o-maior-exportador-de-carne-bovina-do-mundo-diz-estudo.
Fiess, N. M., & Macdonald, R. (2002). Towards the fundamentals of technical analysis: analysing the information content of high, low and close prices. Economic Modelling, 19(3), 353-374. https://doi.org/10.1016/S0264-9993(01)00067-0
Fock, J. H., Klein, C., & Zwergel, B. (2005). Performance of candlestick analysis on intraday futures data. The Journal of Derivatives, 13(1), 28-40. https://doi.org/10.3905/jod.2005.580514
Foroushany, M. P., Erzae, A. H., Salehi, M. & Salehi, A. (2020). Trades return based on candlestick charts in Tehran stock exchange. Financial Research Journal, 22(1), 69-89. 10.22059/frj.2019.287302.1006912
Gdakowicz, A. (2014). The application of japanese candlestick charting on the residential real estate market. Real Estate Management and Valuation, Sciendo, 22(4), 27-34. 10.2478/remav-2014-0034
Goo, Y. J., Chen, D. H., & Chang, Y. W. (2007). The application of japanese candlestick trading strategies in Taiwan. Investment Management and Financial Innovations, 4(4), 49-79. https://www.businessperspectives.org/images/pdf/applications/publishing/templates/article/assets/1934/imfi_en_2007_04_1_Goo.pdf
Heinz, A., Jamaloodeen, M., Saxena, A., & Pollacia, L. (2021). Bullish and bearish engulfing japanese candlestick patterns: A statistical analysis on the S&P 500 index. The Quarterly Review of Economics and Finance, 79, 221–244. https://doi.org/10.1016/j.qref.2020.06.006
Horton, M. J. (2009). Stars, crows, and doji: The use of candlesticks in stock selection. The Quarterly Review of Economics and Finance, 49(2), 283-294. https://doi.org/10.1016/j.qref.2007.10.005
Jamaloodeen, M., Heinz, A., & Pollacia, L. (2018). A Statistical analysis of the predictive power of japanese candlesticks. Journal of International & Interdisciplinary Business Research, 5(1), 62-94. https://scholars.fhsu.edu/jiibr/vol5/iss1/5
Jegadeesh, N., & Sheridan, T. (2001). Profitability of momentum strategies: an valuation of alternative explanations. Journal of Finance, 56(2), 699-720. https://www.jstor.org/stable/222579
Johnson, N. J. (1978). Modified t tests and confidence intervals for asymmetrical populations. Journal of the American Statistical Association, 3(363), 536-544. https://doi.org/10.2307/2286597
Kellard, N., Newobold, P., Rayner, T. & Ennew, C. (1999). The relative efficiency of commodity futures markets. Journal of Futures Markets, 19(4), 413-432. https://doi.org/10.1002/(SICI)1096-9934(199906)19:4<413::AID-FUT2>3.0.CO;2-F
Lee, K. H., Jo, G. S. (1999). Expert system for predicting stock market timing using a candlestick chart. Expert Systems with Applications, 16(4), 357-364. https://doi.org/10.1016/S0957-4174(99)00011-1
Leonel, T. M. C., & Oliveira Neto, O. J. (2016). Eficiência dos padrões altistas de candlesticks na predição da reversão do preço das ações. Revista Gestão, Inovação e Negócios, 1(2), 24-39. ttps://www.researchgate.net/publication/316938476
Lu, T-H. (2014). The profitability of candlestick charting in the Taiwan stock market. Pacific-Basin Finance Journal, 26, 65-78. https://doi.org/10.1016/j.pacfin.2013.10.006
Lu, T-H., Chen, Y-C., & Hsu, Y-C. (2015). Trend definition or holding strategy: What determines the profitability of candlestick charting?. Journal of Banking & Finance, 61(2), 172-183. http://dx.doi.org/10.1016/j.jbankfin.2015.09.009
Lu, T-H., & Shiu, Y-M. (2016). Can 1-day candlestick patterns be profitable on the 30 component stocks of the DJIA?. Applied Economics, 48(35), 3345-3354. https://doi.org/10.1080/00036846.2015.1137553
Lu, T-H, & Shiu, Y-M. (2012). Tests for two-day candlestick patterns in the emerging equity market of Taiwan. Emerging markets finance and trade, 48(1), 41-57. https://doi.org/10.2753/REE1540-496X4801S104
Lu, T-H., Shiu, Y-M., & Liu, T-C. (2012). Profitable candlestick trading strategies - The evidence from a new perspective. Review of Financial Economics, 21(2), 63-68. https://doi.org/10.1016/j.rfe.2012.02.001
Marshall, B. R., Young, M. R., & Cahan, R. (2008). Are candlestick technical trading strategies profitable in the Japanese equity market?. Review of Quantitative Finance and Accounting, 31(2), 191-207. 10.1007/s11156-007-0068-1
Marshall, B. R., Young, M. R., & Rose, L. C. (2006). Candlestick technical trading strategies: can they create value for investors?. Journal of Banking & Finance, 30(8), 2303-2323. https://doi.org/10.1016/j.jbankfin.2005.08.001
Morris, G. L. (2006). Candlestick charting explained: Timeless techniques for trading and futures. (3. ed.). McGraw-Hill.
Murphy, J. J. (1999). Technical analysis of the financial markets: A comprehensive guide to trading methods and applications. New York Institute of Finance.
Nison, S. (1991). Japanese candlestick charting techniques: A contemporary guide to the ancient investment techniques of the far east. New York Institute of Finance.
Prado, H. A., Feneda, E., Morais, L. C. R., Luiz, A. J. B., & Matsura, E. (2013). On the effectiveness of candlestick chart analysis for the Brazilian stock market. Procedia Computer Science, 22, 1136-1145. doi: 10.1016/j.procs.2013.09.200
Pring, M. J. (2002). Study guide for technical analysis explained. McGraw-Hill.
Pring, M. J. (2014). Study guide for technical analysis explained. (5. ed.). McGraw-Hill.
Shiu, Y., & Lu, T. (2011). Pinpoint and synergistic trading strategies of candlesticks. International Journal of Economics and Finance, 3(1), 234-244. 10.5539/ijef.v3n1p234
Tharavanij, P., Siraprapasiri, V., & Rajchamaha, K. (2017). Profitability of candlestick charting patterns in the stock exchange of Thailand. Sage Open, 7(4), 1-18. 10.1177/2158244017736799
Data. (2021, 10 de Agosto). UNITED STATES DEPARTMENT OF AGRICULTURE – USDA. https://www.usda.gov/topics/data
Zhu, M., Atri, S., & Yegen, E. (2016). Are candlestick trading strategies effective in certain stocks with distinct features? Pacific-Basin Finance Journal, 37, 116-127. ttp://dx.doi.org/10.1016/j.pacfin.2015.10.007
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