The Proper Use of Google Trends in Forecasting Models

04/07/2021
by   Marcelo C. Medeiros, et al.
0

It is widely known that Google Trends have become one of the most popular free tools used by forecasters both in academics and in the private and public sectors. There are many papers, from several different fields, concluding that Google Trends improve forecasts' accuracy. However, what seems to be widely unknown, is that each sample of Google search data is different from the other, even if you set the same search term, data and location. This means that it is possible to find arbitrary conclusions merely by chance. This paper aims to show why and when it can become a problem and how to overcome this obstacle.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
11/25/2022

Predicting Tourism Demand in Indonesia Using Google Trends Data

Tourism data is one of the strategic data in Indonesia. In addition, tou...
research
11/07/2020

Google Trends Analysis of COVID-19

The World Health Organization (WHO) announced that COVID-19 was a pandem...
research
07/27/2020

Calibration of Google Trends Time Series

Google Trends is a tool that allows researchers to analyze the popularit...
research
11/02/2020

Synthetic Data Generation for Economists

As more tech companies engage in rigorous economic analyses, we are conf...
research
09/22/2021

Well Googled is Half Done: Multimodal Forecasting of New Fashion Product Sales with Image-based Google Trends

This paper investigates the effectiveness of systematically probing Goog...
research
09/01/2020

Continuous Artificial Prediction Markets as a Syndromic Surveillance Technique

The main goal of syndromic surveillance systems is early detection of an...
research
01/29/2020

Infodemiological Study Using Google Trends on Coronavirus Epidemic in Wuhan, China

The recent emergence of a new coronavirus (2019-nCoV) has gained a high ...

Please sign up or login with your details

Forgot password? Click here to reset