Skip to main content
Erschienen in: Journal of Economic Interaction and Coordination 2/2017

28.04.2015 | Regular Article

Exploring issues of market inefficiency by the role of forecasting accuracy in survivability

verfasst von: Ya-Chi Huang

Erschienen in: Journal of Economic Interaction and Coordination | Ausgabe 2/2017

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Whether markets are efficient or not has been broadly discussed in the empirical literature since the efficient markets hypothesis was proposed by Fama and others in the 1960s. Unfortunately, they did not come to a consistent conclusion. Besides, while these studies show whether a specific market is efficient or not, little has been done to explore the issues regarding the degree of market inefficiency. This paper attempts to resolve the puzzle of the inconsistent conclusions in the empirical literature by adopting a bottom-up approach which takes market participants’ interactions and coordination into consideration. By simulating an agent-based artificial stock market, this paper concludes with three main findings. First, agents’ survivability is mainly decided by risk preference, and not forecasting accuracy. Survivors may have diverse forecasting accuracy. Second, because market prices are not decided by agents based on accurate predictions, markets can not be efficient. What may exist is only the difference of the degree of inefficiency between markets. Third, the more relevant to survivability the forecasting accuracy in a market is, the less inefficient the market will be. Therefore, this paper suggests that it may be better to view the divergent empirical results regarding market efficiency as a fact that markets are inefficient to a variety of degrees.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Fußnoten
1
Forecasting accuracy only matters when agents share the same risk preferences in their market.
 
2
Log-utility traders are with a constant relative risk aversion (CRRA) coefficient of one.
 
3
The range of the RRA coefficient is based on existing intensive empirical studies.
 
4
By stepping away from this danger zone, they found that the relevance of the level of saving rates to the survivability of traders came to be revealed.
 
5
Stepping away from the danger zone means avoiding choosing the extremely low down-side saving rates.
 
6
The choice and definition of the likelihood is specified in the first paragraph of “Belief updating scheme” section of Appendix 1.
 
7
This has been confirmed by the K-S statistic. See footnote 15 in Chen and Huang (2008).
 
8
All agents in Chen and Huang (2007) have the same length of validation period which is pertinent to forecasting accuracy.
 
9
If the market is efficient, \(p_{m,t} \) follows a random walk. Prices have a unit-root. That is, \(\ln (p_{m,t} )=\ln (p_{m,t-1} )+\varepsilon _t \) and \(\varepsilon _t \) should be an uncorrelated series (that is, an \(i.i.d.\) series). The return of asset \(m\) at time\(~t\)\(R_{m,t} \), is defined as \(R_{m,t} =\ln (p_{m,t} )-\ln (p_{m,t-1} )\) here. Therefore, in this section econometric tests are applied to the return series for \(i.i.d.\) to examine the efficiency of markets.
 
10
\(\sigma \): standard deviation. The tests on various parameters of the BDS test are shown in “Appendix 3”.
 
11
\(\tau _1 \) and \(\tau _2 \) are exogenous parameters. \(\tau _1 +\tau _2 \) is the number of bits for beliefs.
 
Literatur
Zurück zum Zitat Ayadi OF, Pyum CS (1994) The application of the variance ratio test to the Korean securities market. J Bank Finance 18:643–658 Ayadi OF, Pyum CS (1994) The application of the variance ratio test to the Korean securities market. J Bank Finance 18:643–658
Zurück zum Zitat Beveridge S, Oickle C (1997) Long memory in the Canadian stock market. Appl Financ Econ 7:667–672CrossRef Beveridge S, Oickle C (1997) Long memory in the Canadian stock market. Appl Financ Econ 7:667–672CrossRef
Zurück zum Zitat Chaudhuri K, Wu Y (2003) Random walk versus breaking trend in stock prices: evidence from emerging markets. J Bank Finance 27:575–592CrossRef Chaudhuri K, Wu Y (2003) Random walk versus breaking trend in stock prices: evidence from emerging markets. J Bank Finance 27:575–592CrossRef
Zurück zum Zitat Chelly-Steeley P (2001) Mean reversion in the horizon returns of UK portfolios. J Bus Finance Account 28:107–126CrossRef Chelly-Steeley P (2001) Mean reversion in the horizon returns of UK portfolios. J Bus Finance Account 28:107–126CrossRef
Zurück zum Zitat Blume L, Easley D (1992) Evolution and market behavior. J Econ Theory 58:9–40CrossRef Blume L, Easley D (1992) Evolution and market behavior. J Econ Theory 58:9–40CrossRef
Zurück zum Zitat Blume L, Easley D (2006) If you’re so smart, why aren’t you rich? Belief selection in complete and incomplete markets. Econometrica 74(4):929–966CrossRef Blume L, Easley D (2006) If you’re so smart, why aren’t you rich? Belief selection in complete and incomplete markets. Econometrica 74(4):929–966CrossRef
Zurück zum Zitat Brock WA, Dechert WD, LeBaron B, Scheinkman J (1996) A test for independence based on the correlation dimension. Econom Rev 15:197–235CrossRef Brock WA, Dechert WD, LeBaron B, Scheinkman J (1996) A test for independence based on the correlation dimension. Econom Rev 15:197–235CrossRef
Zurück zum Zitat Bullard J, Duffy J (1999) Using genetic algorithms to model the evolution of heterogeneous beliefs. Comput Econ 13(1):41–60CrossRef Bullard J, Duffy J (1999) Using genetic algorithms to model the evolution of heterogeneous beliefs. Comput Econ 13(1):41–60CrossRef
Zurück zum Zitat Chen S-H, Huang Y-C (2005) On the role of risk preference in survivability. In: Wang L, Chen K, Ong YS (eds) Advances in natural computation, lecture notes in computer science, vol 3612. Springer, pp 612–621 Chen S-H, Huang Y-C (2005) On the role of risk preference in survivability. In: Wang L, Chen K, Ong YS (eds) Advances in natural computation, lecture notes in computer science, vol 3612. Springer, pp 612–621
Zurück zum Zitat Chen S-H, Huang Y-C (2007) Relative risk aversion and wealth dynamics. Inf Sci 177(5):1222–1229CrossRef Chen S-H, Huang Y-C (2007) Relative risk aversion and wealth dynamics. Inf Sci 177(5):1222–1229CrossRef
Zurück zum Zitat Chen S-H, Huang Y-C (2008) Risk preference, forecasting accuracy and survival dynamics: simulations based on a multi-asset agent-based artificial stock market. J Econ Behav Organ 67(3):702–717CrossRef Chen S-H, Huang Y-C (2008) Risk preference, forecasting accuracy and survival dynamics: simulations based on a multi-asset agent-based artificial stock market. J Econ Behav Organ 67(3):702–717CrossRef
Zurück zum Zitat Eldridge MR, Bernhardt C, Mulvey I (1993) Evidence of chaos in the S&P 500 cash index. Adv Futures Options Res 6:179–192 Eldridge MR, Bernhardt C, Mulvey I (1993) Evidence of chaos in the S&P 500 cash index. Adv Futures Options Res 6:179–192
Zurück zum Zitat Fama EF, French KR (1988) Common factors in the serial correlation of stock returns. Center for Research in Security Prices Working Paper, no. 200 Fama EF, French KR (1988) Common factors in the serial correlation of stock returns. Center for Research in Security Prices Working Paper, no. 200
Zurück zum Zitat Greene MT, Fieltz BD (1977) Long term dependence in common stock returns. J Financ Econ 4:339–349CrossRef Greene MT, Fieltz BD (1977) Long term dependence in common stock returns. J Financ Econ 4:339–349CrossRef
Zurück zum Zitat Hsieh DA (1991) Chaos and nonlinear dynamics: application to financial markets. J Finance 46:1839–1877CrossRef Hsieh DA (1991) Chaos and nonlinear dynamics: application to financial markets. J Finance 46:1839–1877CrossRef
Zurück zum Zitat Kohers T, Pandey V, Kohers G (1997) Using nonlinear dynamics to test for market efficiency among the major US stock exchanges. Q Rev Econ Finance 37:523–545CrossRef Kohers T, Pandey V, Kohers G (1997) Using nonlinear dynamics to test for market efficiency among the major US stock exchanges. Q Rev Econ Finance 37:523–545CrossRef
Zurück zum Zitat Lee J, Strazicich MC (2003) Minimum LM unit root test with two structural breaks. Rev Econ Stat 85:1082–1089CrossRef Lee J, Strazicich MC (2003) Minimum LM unit root test with two structural breaks. Rev Econ Stat 85:1082–1089CrossRef
Zurück zum Zitat Lee C-C, Lee J-D, Lee C-C (2009) Stock prices and the efficient market hypothesis: evidence from a panel stationary test with structural breaks. Japan and the World Economy. Corrected proof, available online 5 May 2009 (in press) Lee C-C, Lee J-D, Lee C-C (2009) Stock prices and the efficient market hypothesis: evidence from a panel stationary test with structural breaks. Japan and the World Economy. Corrected proof, available online 5 May 2009 (in press)
Zurück zum Zitat Lo AW, Mackinlay AC (1988) Stock market prices do not follow random walks: evidence from a simple specification test. Rev Financ Stud 1:41–66CrossRef Lo AW, Mackinlay AC (1988) Stock market prices do not follow random walks: evidence from a simple specification test. Rev Financ Stud 1:41–66CrossRef
Zurück zum Zitat Lo AW, Mackinlay AC (1989) The STZE and power of the Variance Ratio test in finite samples: a Monte Carlo investigation. J Econom 40:203–238CrossRef Lo AW, Mackinlay AC (1989) The STZE and power of the Variance Ratio test in finite samples: a Monte Carlo investigation. J Econom 40:203–238CrossRef
Zurück zum Zitat Narayan PK (2005) Are the Australian and New Zealand stock prices nonlinear with a unit root? Appl Econ 37:2161–2166CrossRef Narayan PK (2005) Are the Australian and New Zealand stock prices nonlinear with a unit root? Appl Econ 37:2161–2166CrossRef
Zurück zum Zitat Narayan PK (2006) The behaviour of US stock prices: evidence from a threshold autoregressive model. Math Comput Simul 71:103–108CrossRef Narayan PK (2006) The behaviour of US stock prices: evidence from a threshold autoregressive model. Math Comput Simul 71:103–108CrossRef
Zurück zum Zitat Narayan PK, Smyth R (2007) Mean reversion versus random walk in G7 stock prices evidence from multiple trend break unit root tests. J Int Financ Mark Inst Money 17:152–166CrossRef Narayan PK, Smyth R (2007) Mean reversion versus random walk in G7 stock prices evidence from multiple trend break unit root tests. J Int Financ Mark Inst Money 17:152–166CrossRef
Zurück zum Zitat Opong KK, Sprevak D (2000) The behaviour of the Irish ISEQ index: some new empirical tests. Appl Financ Econ 10:693–700CrossRef Opong KK, Sprevak D (2000) The behaviour of the Irish ISEQ index: some new empirical tests. Appl Financ Econ 10:693–700CrossRef
Zurück zum Zitat Peter EE (1994) Fractal market analysis: applying chaos theory to investment and economics. Wiley, New York Peter EE (1994) Fractal market analysis: applying chaos theory to investment and economics. Wiley, New York
Zurück zum Zitat Poterba JM, Summers LH (1988) Mean reversion in stock prices: evidence and implications. J Financ Econ 22:27–59CrossRef Poterba JM, Summers LH (1988) Mean reversion in stock prices: evidence and implications. J Financ Econ 22:27–59CrossRef
Zurück zum Zitat Qian XY, Song FT, Zhou WX (2008) Nonlinear behaviour of the Chinese SSEC index with a unit root: evidence from threshold unit root tests. Phys A Stat Mech Appl 387:503–510CrossRef Qian XY, Song FT, Zhou WX (2008) Nonlinear behaviour of the Chinese SSEC index with a unit root: evidence from threshold unit root tests. Phys A Stat Mech Appl 387:503–510CrossRef
Zurück zum Zitat Sandroni A (2000) Do markets favor agents able to make accurate predictions? Econometrica 68:1303–1341CrossRef Sandroni A (2000) Do markets favor agents able to make accurate predictions? Econometrica 68:1303–1341CrossRef
Zurück zum Zitat Sciubba E (2006) The evolution of portfolio rules and the capital asset pricing model. J Econ Theory 29(1):123–150CrossRef Sciubba E (2006) The evolution of portfolio rules and the capital asset pricing model. J Econ Theory 29(1):123–150CrossRef
Zurück zum Zitat Sewell SP, Stansell SR, Lee I, Pan MS (1993) Nonlinearities in emerging foreign capital markets. J Bus Finance Account 20:237–248CrossRef Sewell SP, Stansell SR, Lee I, Pan MS (1993) Nonlinearities in emerging foreign capital markets. J Bus Finance Account 20:237–248CrossRef
Metadaten
Titel
Exploring issues of market inefficiency by the role of forecasting accuracy in survivability
verfasst von
Ya-Chi Huang
Publikationsdatum
28.04.2015
Verlag
Springer Berlin Heidelberg
Erschienen in
Journal of Economic Interaction and Coordination / Ausgabe 2/2017
Print ISSN: 1860-711X
Elektronische ISSN: 1860-7128
DOI
https://doi.org/10.1007/s11403-015-0157-5

Weitere Artikel der Ausgabe 2/2017

Journal of Economic Interaction and Coordination 2/2017 Zur Ausgabe