Do emerging markets become more efficient as
they develop? Long memory persistence in
equity indices
Matthew Hull, Frank McGroarty ⁎
University of Southampton, Southampton Management School, Highfield, Southampton, Hampshire SO17 1BJ, UK
article info abstract
Article history:
Received 18 July 2012
Received in revised form 26 September 2013
Accepted 6 November 2013
Available online 15 November 2013
It seems reasonable to expect financial market efficiency to be related
to the economic development level. We study a 16 year sample,
covering 22 countries. The Hurst–Mandelbrot–Wallis rescaled range
is our efficiency measure, which we apply to returns and volatility.
We find strong evidence of long memory persistence in volatility over
time, which is unsurprising. However, unlike previous researchers,
we could not find evidence of rescaled ranges trending down over time.
However, we introduce an alternative measure of economic develop-
ment, namely, whether FTSE (2011) classify an emerging market as
‘advanced’ or ‘secondary’. This measure shows greater efficiency in
returns and volatility for ‘advanced’ emerging markets.
© 2013 Elsevier B.V. All rights reserved.
Keywords:
Rescaled range
Hurst exponent
Long memory
Market efficiency
Development
1. Introduction
According to the weak form of the Efficient Market Hypothesis (EMH), asset prices should exhibit no
pattern that could enable future prices to be forecast with any consistency. Consequently, asset returns are
supposed to be normally distributed and sequentially independent. In other words, asset returns should
exhibit no long-term memory of the price series that precedes it. In this paper, we measure long-term
memory by means of the rescaled range methodology. If this measure shows either persistence or
anti-persistence (i.e. mean reversion), then a trading strategy utilising that information could earn an
abnormal profit. On the other hand, asset returns which are neither persistent nor anti-persistent are
unpredictable, therefore cannot be exploited for profit and so would be an affirmation of the EMH.
One would expect that if market inefficiencies do exist, then they should be more prevalent in
unsophisticated, under-researched markets rather than in highly developed markets. Moreover, as financial
markets evolve from a primitive to a sophisticated state, one would expect to see a steady progression in their
Emerging Markets Review 18 (2014) 45–61
⁎ Corresponding author. Tel.: +44 23 8059 2540.
E-mail address: f.j.mcgroarty@soton.ac.uk (F. McGroarty)
1566-0141/$ – see front matter © 2013 Elsevier B.V. All rights reserved.
http://dx.doi.org/10.1016/j.ememar.2013.11.001
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