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On the profitability of momentum strategies and optimal leverage rules
Umeå University, Faculty of Social Sciences, Umeå School of Business and Economics (USBE), Economics.
2020 (English)Doctoral thesis, comprehensive summary (Other academic)Alternative title
Angående vinsten från momentum strategier samt regler för optimal hävstång (Swedish)
Abstract [en]

This thesis consists of an introductory part and five self-contained papers related to the profitability of momentum strategies and optimal leverage rules.

Paper [I] tests the success rate of trades and the returns of the Opening Range Breakout (ORB) day trading strategy. A trader that trades the ORB strategy seeks to identify large intraday price movements and trades only when the price moves beyond some predetermined threshold. We present an ORB strategy based on normally distributed returns to identify such days, and find that our ORB trading strategy result in significantly higher returns than zero as well as an increased success rate in relation to a fair game when applied to a long time series of crude oil futures contracts. The characteristics of such an approach over conventional statistical tests is that it involves the joint distribution of low, high, open and close over a given time horizon.

Paper [II] assesses the returns of the Opening Range Breakout (ORB) day trading strategy across volatility states of the underlying asset. We calculate the average daily returns of the ORB strategy for each volatility state when applied on long time series of crude oil and S&P 500 index futures contracts. We find an average difference in returns between the highest and lowest volatility state of around 200 basis points per day for crude oil, and of around 150 basis points per day for the S&P 500. Our result suggests that ORB strategy traders can be profitable, even in the long-run, but that the success in day trading to a large extent depend on the volatility of the underlying asset.

Paper [III] performs empirical analysis on short-term and long-term Commodity Trading Advisor (CTA) strategies regarding their exposures to unanticipated risk shocks. Previous research documents that CTA strategies in general offer diversification opportunities during equity market crisis situations when evaluated as a group, but do not separate between short-term and long-term CTA strategies. When separating between short-term and long-term CTA strategies, this paper finds that only short-term CTA strategies provide a significant, and consistent, exposure to unanticipated risk shocks while long-term CTA strategies do not. For the purpose of diversifying a portfolio during equity market crisis situations, our result suggests that an investor should allocate to short-term CTA strategies rather than to long-term CTA strategies.

Paper [IV] posits that it is possible to obtain an optimal leverage factor for financial instruments equipped with embedded leverage. By applying the Kelly criterion for optimal leverage, we show that there exists a uniquely optimal level of leverage for maximizing the long-run profit of embedded leverage instruments. The implication of an existing unique optimum is that a smaller leverage factor than optimal leads to a lower long-term profit than is feasible, but also that a larger leverage factor leads to a lower long-term profit than is feasible. Our empirical analysis shows how an optimal level of embedded leverage can increase the profitability of Exchange Traded Products.

Paper [V] systematically analyses the effect of leverage on long-run profit when trading the Opening Range Breakout (ORB) day trading strategy. This paper clarifies the relation to two optimal leverage rules proposed for maximizing trading profit; the Kelly criterion and the Optimal fraction criterion. Our empirical analysis shows how leverage can increase day trading profit in-sample and out-of-sample when applied to a long time series of DAX 30 index futures contracts.

Place, publisher, year, edition, pages
Umeå: Umeå University , 2020. , p. 34
Series
Umeå economic studies, ISSN 0348-1018 ; 974
Keywords [en]
Bootstrap, Exchange Traded Products, Kelly criterion, Money management, Opening Range Breakout Strategies, Optimal fraction criterion, Time series momentum
National Category
Economics
Research subject
Economics
Identifiers
URN: urn:nbn:se:umu:diva-179086ISBN: 978-91-7855-300-6 (print)ISBN: 978-91-7855-301-3 (electronic)OAI: oai:DiVA.org:umu-179086DiVA, id: diva2:1521889
Public defence
2021-04-09, Hörsal A Samhällsvetarhuset, Hörsalstorget 4, Umeå Universitet, Umeå, 09:15 (English)
Opponent
Supervisors
Available from: 2021-03-19 Created: 2021-01-25 Last updated: 2024-07-02Bibliographically approved
List of papers
1. Assessing the profitability of intraday opening range breakout strategies
Open this publication in new window or tab >>Assessing the profitability of intraday opening range breakout strategies
2013 (English)In: Finance Research Letters, ISSN 1544-6123, E-ISSN 1544-6131, Vol. 10, no 1, p. 27-33Article in journal (Refereed) Published
Abstract [en]

Is it possible to beat the market by mechanical trading rules based on historical and publicly known information? Such rules have long been used by investors and in this paper, we test the success rate of trades and profitability of the Open Range Breakout (ORB) strategy. An investor that trades on the ORB strategy seeks to identify large intraday price movements and trades only when the price moves beyond some predetermined threshold. We present an ORB strategy based on normally distributed returns to identify such days and find that our ORB trading strategy result in significantly higher returns than zero as well as an increased success rate in relation to a fair game. The characteristics of such an approach over conventional statistical tests is that it involves the joint distribution of low, high, open and close over a given time horizon.

Place, publisher, year, edition, pages
Elsevier, 2013
Keywords
Bootstrap, Crude oil futures, Contraction–Expansion principle, Efficient market hypothesis, Martingales, Technical analysis
National Category
Economics
Research subject
Economics
Identifiers
urn:nbn:se:umu:diva-59547 (URN)10.1016/j.frl.2012.09.001 (DOI)000315537900004 ()2-s2.0-84875811325 (Scopus ID)
Available from: 2012-09-17 Created: 2012-09-17 Last updated: 2023-03-23Bibliographically approved
2. Day Trading Returns Across Volatility States
Open this publication in new window or tab >>Day Trading Returns Across Volatility States
2019 (English)In: IFTA Journal, ISSN 2409-0271, no 19, p. 76-89Article in journal (Refereed) Published
Abstract [en]

This paper measures the returns of a popular day trading strategy – the Opening Range Breakout (ORB) strategy – across volatility states. We calculate the average daily returns of the ORB strategy for each volatility state of the underlying asset when applied on long time series of crude oil and S&P 500 futures contracts. We find an average difference in returns between the highest and the lowest volatility state of around 200 basis points per day for crude oil, and of around 150 basis points per day for the S&P 500. This finding suggests that the success in day trading can depend to a large extent on the volatility of the underlying asset.

Place, publisher, year, edition, pages
Rockville, Maryland, USA: The International Federation of Technical Analysts, 2019
National Category
Economics
Research subject
Economics
Identifiers
urn:nbn:se:umu:diva-170745 (URN)
Available from: 2020-05-14 Created: 2020-05-14 Last updated: 2021-01-25Bibliographically approved
3. Beyond trends: the reconcilability of short-term CTA strategies with risk shocks
Open this publication in new window or tab >>Beyond trends: the reconcilability of short-term CTA strategies with risk shocks
2016 (English)In: The Journal of Alternative Investments, ISSN 1520-3255, E-ISSN 2168-8435, Vol. 18, no 3, p. 74-83Article in journal (Refereed) Published
Abstract [en]

In this paper, we argue that the value addition from investing in short-term futures trading strategies is their reconcilability with unanticipated risk shocks. We perform empirical analysis on short-term and long-term CTA, i.e., trend-following, strategies and find that the exclusive characteristic of short-term CTAs is their significant and consistent long position in unanticipated risk shocks. Unlike long-term CTA strategies, their exposure to these risk shocks is prevalent in different states of the risk cycle. Our findings imply that short-term futures trading strategies can offer considerable diversification opportunities for investors during equity market crisis situations.

National Category
Economics and Business
Identifiers
urn:nbn:se:umu:diva-132908 (URN)10.3905/jai.2016.18.3.074 (DOI)000412632000006 ()2-s2.0-85028747804 (Scopus ID)
Available from: 2017-03-24 Created: 2017-03-24 Last updated: 2023-03-24Bibliographically approved
4. Optimal embedded leverage
Open this publication in new window or tab >>Optimal embedded leverage
2018 (English)In: Quantitative finance (Print), ISSN 1469-7688, E-ISSN 1469-7696, Vol. 18, no 7, p. 1077-1085Article in journal (Refereed) Published
Abstract [en]

The optimal return magnification of an exchange traded product relative to the returns of its underlying security can increase its profitability.

Place, publisher, year, edition, pages
Routledge, 2018
National Category
Economics
Research subject
Economics
Identifiers
urn:nbn:se:umu:diva-170746 (URN)10.1080/14697688.2017.1408959 (DOI)000436084900001 ()2-s2.0-85041095236 (Scopus ID)
Available from: 2020-05-14 Created: 2020-05-14 Last updated: 2021-01-25Bibliographically approved
5. Optimal Leverage in Day Trading
Open this publication in new window or tab >>Optimal Leverage in Day Trading
2018 (English)In: Journal of trading, ISSN 1559-3967, Vol. 13, no 2, p. 57-68Article in journal (Refereed) Published
Place, publisher, year, edition, pages
Institutional Investor Journals, 2018
National Category
Economics
Identifiers
urn:nbn:se:umu:diva-146573 (URN)10.3905/jot.2018.13.2.057 (DOI)000428200200006 ()
Available from: 2018-05-15 Created: 2018-05-15 Last updated: 2021-01-25Bibliographically approved

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