Title:

Decision-making under risk and “statistical thinking” in the 20th century (selected models and persons)

Group publication title:

Mathematical Economics

Creator:

Rybicki, Wojciech

Subject and Keywords:

statistics ; risk ; subjective probability ; objective probability ; frequentist ; sequential analysis ; stochastic approximation ; stochastic game ; empirical Bayes approach

Description:

Mathematical Economics, 2018, Nr 14 (21), s. 71-94

Abstrakt:

As the empirical studies show, investor sentiment is a significant factor in financial markets. The large-scale development of the technology has led to widespread access to information in real time (also to individual investors), which in turn has also led to the inflow of Big Data to market analysis. One of the sources of such data is the ability to track the phrases searched for in the web search engines. In our research we verify whether investor sentiment is affected by, among others, a daily Google keyword search called “Google Trends”. We consider measures of US investors’ sentiment calculated from survey studies – the AAII index. We investigate changes of sentiment and its volatility, which can be interpreted as nervousness of the market participants. We estimate a set of GARCH models with explanatory variables in conditional mean and variance. We confirm that negative keyword searches are connected with the decline of the investor confidence. The overall effect of a negative search is stronger than positive. Older searches have a weaker influence on investor sentiment than new ones – no lagged search proved to be significant

Publisher:

Wydawnictwo Uniwersytetu Ekonomicznego we Wrocławiu

Place of publication:

Wrocław

Date:

2019

Resource Type:

artykuł

Resource Identifier:

doi:10.15611/me.2018.14.06

Language:

eng

Relation:

Mathematical Economics, 2018, Nr 14 (21)

Rights:

Pewne prawa zastrzeżone na rzecz Autorów i Wydawcy

Access Rights:

Dla wszystkich zgodnie z licencją

License:

CC BY-NC-ND 3.0 PL

Location:

Uniwersytet Ekonomiczny we Wrocławiu