This book explores the possibility of using social media data for detecting socio-economic recovery activities. In the last decade, there have been intensive research activities focusing on social media during and after disasters. This approach, which views people’s communication on social media as a sensor for real-time situations, has been widely adopted as the “people as sensor” approach. Furthermore, to improve recovery efforts after large-scale disasters, detecting communities’ real-time recovery situations is essential, since conventional socio-economic recovery indicators, such as governmental statistics, are not published in real time. Thanks to its timeliness, using social media data can fill the gap. Motivated by this possibility, this book especially focuses on the relationships between people’s communication on Twitter and Facebook pages, and socio-economic recovery activities as reflected in the used-car market data and the housing market data in the case of two major disasters: the Great East Japan Earthquake and Tsunami of 2011 and Hurricane Sandy in 2012. The book pursues an interdisciplinary approach, combining e.g. disaster recovery studies, crisis informatics, and economics. In terms of its contributions, firstly, the book sheds light on the “people as sensors” approach for detecting socio-economic recovery activities, which has not been thoroughly studied to date but has the potential to improve situation awareness during the recovery phase. Secondly, the book proposes new socio-economic recovery indicators: used-car market data and housing market data. Thirdly, in the context of using social media during the recovery phase, the results demonstrate the importance of distinguishing between social media data posted both by people who are at or near disaster-stricken areas and by those who are farther away.
Author(s): Yuya Shibuya
Publisher: Springer
Year: 2020
Language: English
Pages: 231
Tags: Big Data/Analytics
Front Matter ....Pages i-xiii
Front Matter ....Pages 1-1
Introduction (Yuya Shibuya)....Pages 3-17
Concept of “People as Sensors” (Yuya Shibuya)....Pages 19-37
Methodology (Yuya Shibuya)....Pages 39-56
Front Matter ....Pages 57-58
The Excess Demand for Used Cars (Yuya Shibuya)....Pages 59-74
The Excess Demand for Housing (Yuya Shibuya)....Pages 75-85
Back Matter ....Pages 87-88
Front Matter ....Pages 89-90
Facebook Page Topics and the Excess Demand for Used Cars (Yuya Shibuya)....Pages 91-100
Topics on Twitter and the Excess Demand for Used Cars (Yuya Shibuya)....Pages 101-112
Public Sentiment and the Excess Demand for Used Cars (Yuya Shibuya)....Pages 113-124
Social Media Communication and the Excess Demand for Houses (Yuya Shibuya)....Pages 125-133
Back Matter ....Pages 135-139
Front Matter ....Pages 141-142
The Excess Demand for Housing After Sandy (Yuya Shibuya)....Pages 143-153
Social Media Communication and the Excess Demand for Houses (Yuya Shibuya)....Pages 155-160
Back Matter ....Pages 161-161
Front Matter ....Pages 163-164
Conclusion (Yuya Shibuya)....Pages 165-176
Back Matter ....Pages 177-228