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Article
Publication date: 19 February 2021

Sashikanta Khuntia and J.K. Pattanayak

This study broadly attempts to explore adaptive or dynamics patterns of calendar effects existed in the cryptocurrency market as per the adaptive market hypothesis (AMH…

Abstract

Purpose

This study broadly attempts to explore adaptive or dynamics patterns of calendar effects existed in the cryptocurrency market as per the adaptive market hypothesis (AMH) framework. Another agendum of this study is to investigate the quantum of extra returns which may result from the presence of calendar effects.

Design/methodology/approach

The present study considers both parametric and non-parametric approaches to verify calendar effects empirically. Specifically, this study has implemented Generalised Autoregressive Conditional Heteroscedasticity (1, 1) and Kruskal–Wallis tests in the rolling window approach to reveal adaptive patterns of calendar effects. Additionally, the present study has used the implied trading strategy to evaluate the volume of excess returns resulted from calendar effects than buy-and-hold (BH) strategy.

Findings

The overall results of the current study exhibit that calendar effect in the cryptocurrency market is dynamic rather than static which indicates the calendar effect is a time-varying phenomenon. Moreover, this study also confirmed that ITS is not suitable to obtain extra returns despite the existence of calendar effects.

Research limitations/implications

The present study has covered some broad aspects of calendar anomalies in the cryptocurrency market, keeping aside certain other limitations which need to be addressed in the following dimensions. Future studies may aim at addressing issues like, Turn-of-the-Year effect, Halloween effect, weather effect, and Month-of-the-Year effects, and try to explore the reasons of presence of dynamic patterns of calendar effects.

Practical implications

The significant implication of this study is that it alerts investors about market return predictability due to calendar patterns or effects in different periods. It also suggests the period in which the ITS can perform better than the BH strategy.

Originality/value

It is the first study in the cryptocurrency literature which has adopted the AMH framework to verify adaptive calendar effects or anomalies. Furthermore, this study, instead of a mere examination of the presence of calendar effects, has evaluated the potential of calendar effects to produce extra returns through trading strategies.

Details

International Journal of Emerging Markets, vol. 17 no. 9
Type: Research Article
ISSN: 1746-8809

Keywords

Article
Publication date: 15 January 2020

Selma Izadi and Abdullah Noman

The existence of the weekend effect has been reported from the 1950s to 1970s in the US stock markets. Recently, Robins and Smith (2016, Critical Finance Review, 5: 417-424) have…

Abstract

Purpose

The existence of the weekend effect has been reported from the 1950s to 1970s in the US stock markets. Recently, Robins and Smith (2016, Critical Finance Review, 5: 417-424) have argued that the weekend effect has disappeared after 1975. Using data on the market portfolio, they document existence of structural break before 1975 and absence of any weekend effects after that date. The purpose of this study is to contribute some new empirical evidences on the weekend effect for the industry-style portfolios in the US stock market using data over 90 years.

Design/methodology/approach

The authors re-examine persistence or reversal of the weekend effect in the industry portfolios consisting of The New York Stock Exchange (NYSE), The American Stock Exchange (AMEX) and The National Association of Securities Dealers Automated Quotations exchange (NASDAQ) stocks using daily returns from 1926 to 2017. Our results confirm varying dates for structural breaks across industrial portfolios.

Findings

As for the existence of weekend effects, the authors get mixed results for different portfolios. However, the overall findings provide broad support for the absence of weekend effects in most of the industrial portfolios as reported in Robins and Smith (2016). In addition, structural breaks for other weekdays and days of the week effects for other days have also been documented in the paper.

Originality/value

As far as the authors are aware, this paper is the first research that analyzes weekend effect for the industry-style portfolios in the US stock market using data over 90 years.

Details

Journal of Financial Economic Policy, vol. 12 no. 4
Type: Research Article
ISSN: 1757-6385

Keywords

Article
Publication date: 1 July 2006

Mahendra Raj and Damini Kumari

This paper attempts to investigate the presence of seasonal effects in the Indian stock market.

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Abstract

Purpose

This paper attempts to investigate the presence of seasonal effects in the Indian stock market.

Design/methodology/approach

The paper tests the efficiency of the Indian stock market through a number of hypotheses. Week day effects, day‐of‐the‐week, weekend, January and April effects are examined by applying a variety of statistical techniques.

Findings

The results are interesting and contradict some of the findings found elsewhere. The negative Monday effect and the positive January effects are not found in India. Instead the Monday returns are positive while Tuesday returns are negative.

Research limitations/implications

The seasonal effects in the Indian market have been examined by the two major indices, the Bombay Stock Exchange Index and the National Stock Exchange Index. However, it must be remembered that the Indian economy became deregulated from 1991 and this may have had an impact on the markets.

Practical implications

This study indicates that the Indian stock market does not exhibit the usual seasonal anomalies such as Monday and January effect. The absence of Monday effect could be due to the settlement period in Indian market. That the tax year ends in March and December has no special significance may explain the non‐existence of January

Originality/value

Most of the studies on anomalies have dealt with the developed markets. The Indian market has its unique Badla financing, settlement period duration and trading regulations. The presence/absence of the anomalies may provide support to some of the hypotheses used to explain them.

Details

International Journal of Emerging Markets, vol. 1 no. 3
Type: Research Article
ISSN: 1746-8809

Keywords

Article
Publication date: 1 May 2018

Meher Shiva Tadepalli and Ravi Kumar Jain

Market efficiency suggests that price of the security must reflect its intrinsic value by impounding all the available and accessible information. Asset pricing in capital markets…

Abstract

Purpose

Market efficiency suggests that price of the security must reflect its intrinsic value by impounding all the available and accessible information. Asset pricing in capital markets has been an exceptionally dynamic area of scholarly research and is considered as a barometer for assessing market efficiency. This phenomenon was very well explained by several market pricing models and theories over the last few decades. However, several anomalies, which cannot be explained by the traditional asset pricing models due to seasonal and psychological factors, were observed historically. The same has been studied by several researchers over the years and is well captured in the literature pertaining to market asset pricing. The purpose of this paper is to revisit the research studies related to a few asset pricing anomalies, collectively referred to as “calendar anomalies”, such as – day-of-the-week, turn-of-the-month, turn-of-the-year and the holiday effects. In this pursuit, a thorough survey of literature in this area, published over the last 80 years (from 1934 to 2016) across 24 prominent journals, has been made and presented in a comprehensive, structured and chronologically arranged major findings and learnings. This literature survey reveals that the existing literature do provide a great depth of understanding around these calendar anomalies often with reference to specific markets, the size of the firm and investor type. The paper also highlights a few aspects where the existing literature is silent or provides little support leaving a gap that needs to be addressed with further research in this area.

Design/methodology/approach

The goal of the study requires a comprehensive review of the past literature related to calendar anomalies. As a consequence, to identify papers which sufficiently represent the area of study, the authors examined the full text of articles within EBSCOHost, Elsevier-Science direct, Emerald insight and JSTOR databases with calendar anomalies related keywords for articles published since inception. Further, each article was classified based on the anomaly discussed and the factors used to sub-categorize the anomaly. Once all the identified fields were populated, we passed through another article by constantly updating the master list till all the 99 articles were populated.

Findings

It is also important to understand at this juncture that most of the papers surveyed discuss the persistence of the asset pricing anomalies with reference to the developed markets with a very few offering evidences from emerging markets. Thus leaving a huge scope for further research to study the persistence of asset pricing anomalies, the degree and direction of the effect on asset pricing among emerging markets such as India, Russia, Brazil vis-a-vis the developed markets. Further, regardless of the markets with reference to which the study is conducted, the research so far appears to have laid focus only on the overall market returns derived from aggregate market indices to explain the asset pricing anomalies. Thus leaving enough scope for further research to study and understand the persistence of these anomalies with reference to various strategic, thematic and sectoral indices in various markets (developed, emerging and underdeveloped countries) across different time periods. It will be also interesting to understand how, some or all of, these established asset pricing anomalies behave over a certain time period when markets move across the efficiency maturity model (from weak form to semi-strong to strong form of efficiency).

Originality/value

The main purpose of the study entails a detailed review of all the past literature pertinent to the calendar anomalies. In order to explore the prior literature that sufficiently captures the research area, various renowned databases were examined with keywords related to the calendar anomalies under scope of current study. Furthermore, based on the finalized articles, a comprehensive summary table was populated and provided in the Appendix which gives a snapshot of all the articles under the current assessment. This helps the readers of the article to directly relate the findings of each article with its background information.

Details

American Journal of Business, vol. 33 no. 1/2
Type: Research Article
ISSN: 1935-5181

Keywords

Article
Publication date: 17 July 2019

Donglian Ma and Hisashi Tanizaki

The purpose of this paper is to examine the day-of-the-week effects of Bitcoin (BTC) markets on the exchange level from January 2014 to September 2018.

Abstract

Purpose

The purpose of this paper is to examine the day-of-the-week effects of Bitcoin (BTC) markets on the exchange level from January 2014 to September 2018.

Design/methodology/approach

The in-depth study on the day-of-the-week effects is conducted by using data consisting of Bitcoin prices denominated in 20 fiat currencies from 23 Bitcoin trading exchanges through the method of rolling sample for calendar effect proposed by Zhang et al. (2017).

Findings

It is shown by the empirical results that different patterns of the day-of-the-week effects are observed on Bitcoin denominated in various fiat currencies by referring to the price data collected from exchanges. Furthermore, the patterns of the day-of-the-week effects are also available after adjusting Bitcoin prices denominated in domestic currencies into USD.

Research limitations/implications

Because of the discontinuity of data for some daily return series, estimation with dynamic variance is not applicable. It is assumed that the error item follows normal distribution with constant variance.

Originality/value

The day-of-the-week effects are wide-spread in Bitcoin markets, and they are not mainly caused by movements of foreign exchange rates. Actually, empirical findings in this study provide evidence for inefficiency of Bitcoin markets.

Details

China Finance Review International, vol. 9 no. 4
Type: Research Article
ISSN: 2044-1398

Keywords

Article
Publication date: 6 July 2012

Mohammed S. Khaled and Stephen P. Keef

The purpose of this paper is to determine the relative magnitude of calendar anomalies in international Real Estate Investment Trusts (REITs). The anomalies are the prior day…

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Abstract

Purpose

The purpose of this paper is to determine the relative magnitude of calendar anomalies in international Real Estate Investment Trusts (REITs). The anomalies are the prior day effect, the Monday effect, the turn‐of‐the‐month effect and the January effect. The results are based on 14 countries. The corresponding stock index is used as the reference by which to gauge the anomalous behaviour of each REIT.

Design/methodology/approach

There are two primary dimensions to the statistical design. Between‐country differences, based on Gross Domestic Product (GDP) and a measure of shareholder protection, are examined using a panel model. Differences between the REITs and their stock index are examined using a repeated measures dependent variable design.

Findings

The presence of the four calendar anomalies is apparent in the REITs and the stock indices. There is not sufficient evidence to show that the magnitudes of the Monday, the turn‐of‐the‐month and the January anomalies differ between REITs and stock indices. However, there is evidence that the bad day effect is stronger for REITs compared to stocks.

Research limitations/implications

In terms of market development, the sample of countries is unavoidably constrained. The sample represents developed economies. The degree that these results pertain to less developed economies has yet to be established.

Originality/value

Existing research into the influence of calendar anomalies on REITs is based on US data. This paper examines the influence in 14 countries, including the USA, using a robust and efficient statistical design.

Details

Journal of Property Investment & Finance, vol. 30 no. 4
Type: Research Article
ISSN: 1463-578X

Keywords

Article
Publication date: 11 June 2018

Elda du Toit, John Henry Hall and Rudra Prakash Pradhan

The presence of a day-of-the-week effect has been investigated by many researchers over many years, using a variety of financial data and methods. However, differences in…

Abstract

Purpose

The presence of a day-of-the-week effect has been investigated by many researchers over many years, using a variety of financial data and methods. However, differences in methodology between studies could have led to conflicting results. The purpose of this paper is to expand on an existing study to observe whether an analysis of the same data set with some added years and using a different statistical technique provide the same results.

Design/methodology/approach

The study examines the presence of a day-of-the-week effect on the Johannesburg Stock Exchange (JSE) indices for the period March 1995-2016, using a GARCH model.

Findings

The findings show that, contrary to the original study, the day-of-the week effect is present in both volatility and return equations. The highest and lowest returns are observed on Monday and Friday, respectively, while volatility is observed on all five days from Monday to Friday.

Originality/value

This study adds to the existing literature on day-of-the-week effect of JSE indices, where different patterns or, in some cases, no pattern have been noted. Few previous studies on the day-of-the-week effect observed the effect at micro-level for separate industries or made use of a GARCH model. The present study thus expands on the study of Mbululu and Chipeta (2012), by adding four additional observation years and using a different statistical technique, to observe differences that arise from a different time period and statistical technique. The results indicate that a day-of-the-week effect is mostly a function of the statistical technique applied.

Details

African Journal of Economic and Management Studies, vol. 9 no. 2
Type: Research Article
ISSN: 2040-0705

Keywords

Article
Publication date: 12 July 2021

Wajid Shakeel Ahmed, Muhammad Sohaib, Jamal Maqsood and Ateeb Siddiqui

The purpose of this study is to determine if intraday week (IDW) effect of the currencies reflect leverage and asymmetric impact in currencies market. The study data set comprises…

Abstract

Purpose

The purpose of this study is to determine if intraday week (IDW) effect of the currencies reflect leverage and asymmetric impact in currencies market. The study data set comprises of intraday patterns of 15 currencies from developed and emerging economies.

Design methodology approach

The study applies the exponential generalized autoregressive conditional heteroscedasticity (E-GARCH) model technique to observe the IDW leverage and asymmetric effect after introducing hourly dummies variables, namely, IDWmon, IDWwed, IDWfrid and IDWfrid-mon.

Findings

The study results favor the propositions and confirm that IDW effect do exist in the international forex markets in relation to hourly trading pattern for respective currencies. Mostly, currencies do depreciate on Monday and Wednesday compared to the rest of the days. However, on the last trading day, i.e. Friday currencies observe an appreciation pattern which is for both economies. The results have an evidence of leverage and asymmetric effect confirmed by the E-GARCH model as a result of press releases and influence by micro-factors in the currency markets.

Practical implications

The study believes to have theoretical connection related to the better understanding of currencies trend for developed and emerging economies, as the IDW effect exists. Moreover, confirmation of both the leverage and asymmetric effect in observed currencies would be able to assist the investors in making rational choices during the trading hours and would confirm considerable profits through profit incentivized strategies.

Originality value

The study not only add knowledge to the previous study work in relation to the hourly trading pattern of currencies with reference to the IDW effects but also highlights the leverage and asymmetric effect in currencies that will help in formulating future trading strategies particular to emerging economies.

Details

Journal of Chinese Economic and Foreign Trade Studies, vol. 14 no. 3
Type: Research Article
ISSN: 1754-4408

Keywords

Article
Publication date: 1 April 2002

Stephen P. Keef and Melvin L. Roush

In a recent study, Liano, Liano and Manakyan (1999) conclude that the pattern of day‐of‐the‐week effects in stock indices differs between Democratic administrations and Republican…

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Abstract

In a recent study, Liano, Liano and Manakyan (1999) conclude that the pattern of day‐of‐the‐week effects in stock indices differs between Democratic administrations and Republican administrations. Specifically, the weekend effect is more pronounced during Republican administrations. This paper re‐examines this issue. It incorporates into the analysis the implications of Connolly's (1989) findings that the weekend effect has disappeared since 1975. We confirm Connolly's results. However, contrary to Liano et al. (1999), we conclude that day‐of‐the‐week effects are not significantly moderated by the political administration.

Details

Review of Accounting and Finance, vol. 1 no. 4
Type: Research Article
ISSN: 1475-7702

Keywords

Article
Publication date: 1 January 2009

Travis L. Jones, Xudong Fu and Tian Tang

The purpose of this paper is to examine whether or not a calendar time anomaly exists in the number and discount of seasoned equity offerings (SEOs) from 1980‐2004.

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Abstract

Purpose

The purpose of this paper is to examine whether or not a calendar time anomaly exists in the number and discount of seasoned equity offerings (SEOs) from 1980‐2004.

Design/methodology/approach

Regression analysis was used on data from SEOs offered from 1980 to 2004 to determine the significance of the SEO discount over days‐of‐the‐week and the significance of factors relating to SEOs offered on a Monday. The characteristics of Monday SEOs were compared to those offered on other days of the week.

Findings

Monday has the fewest number of SEOs with a statistically significant larger offer price discount, on average, than issues done on other days of the week. This has been attributed to the Monday effect, in part to the implementation of Rule 10b‐21, which led to reduced short‐selling pressure and reduced the uncertainty associated with the weekend effect on the part of the issuing firm.

Originality/value

This paper adds value to the finance literature in that it extends the research on calendar‐time anomalies in financial markets. It also adds to the existing research on SEOs and notes characteristics in this particular section of the markets that may be important to both issuers and investors.

Details

Managerial Finance, vol. 35 no. 1
Type: Research Article
ISSN: 0307-4358

Keywords

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