TY - JOUR
T1 - Visualization of tax avoidance and tax rate convergence
T2 - Exploratory analysis of world-scale accounting data
AU - Saka, Chika
AU - Oshika, Tomoki
AU - Jimichi, Masayuki
N1 - Funding Information:
We would like to acknowledge Ministry of Education, Culture, Sports, Science and Technology-Japan, and Japan Society for the Promotion of Science for their financial support (Grant-in-Aid for Scientific Research(C): 15K03792, 16K04022).
Publisher Copyright:
© 2019, Emerald Publishing Limited.
PY - 2019/10/8
Y1 - 2019/10/8
N2 - Purpose: This study aims to explore the evidence of the probability of firms’ tax avoidance and the downward convergence trend of national statutory tax rates and firms’ effective tax rates. Design/methodology/approach: This research employs exploratory data analysis using interactive data manipulation and visualization tools, namely, R with SparkR, dplyr, ggplot2 and googleVis (GeoChart and Motion Chart) packages. This analysis is based on the world-scale accounting data of all listed firms from 148 countries spanning 30 years. Findings: The results reveal the following: three types of evidences on probability of firms’ tax avoidance, showing a non-random distribution of firms’ effective tax rates and return on assets, cross-sectional variation of firms’ effective tax rates in each country, and the trend of difference between effective tax rates and statutory tax rates, and the downward convergence trend of statutory tax rates and firms’ effective tax rates. Practical implications: The results highlight the prominent issues of world-scale tax avoidance and tax rate competition and facilitate a collaborative discussion between laymen and professionals using objective evidence. Originality/value: A novel methodology is adopted through the visualization of world-scale accounting data, which can facilitate a new perspective, revealing unexpected patterns and trends in otherwise hidden information. This study also highlights the importance of global consideration of firms’ tax avoidance and tax rate competition, using objective evidence.
AB - Purpose: This study aims to explore the evidence of the probability of firms’ tax avoidance and the downward convergence trend of national statutory tax rates and firms’ effective tax rates. Design/methodology/approach: This research employs exploratory data analysis using interactive data manipulation and visualization tools, namely, R with SparkR, dplyr, ggplot2 and googleVis (GeoChart and Motion Chart) packages. This analysis is based on the world-scale accounting data of all listed firms from 148 countries spanning 30 years. Findings: The results reveal the following: three types of evidences on probability of firms’ tax avoidance, showing a non-random distribution of firms’ effective tax rates and return on assets, cross-sectional variation of firms’ effective tax rates in each country, and the trend of difference between effective tax rates and statutory tax rates, and the downward convergence trend of statutory tax rates and firms’ effective tax rates. Practical implications: The results highlight the prominent issues of world-scale tax avoidance and tax rate competition and facilitate a collaborative discussion between laymen and professionals using objective evidence. Originality/value: A novel methodology is adopted through the visualization of world-scale accounting data, which can facilitate a new perspective, revealing unexpected patterns and trends in otherwise hidden information. This study also highlights the importance of global consideration of firms’ tax avoidance and tax rate competition, using objective evidence.
KW - Data visualization
KW - Exploratory data analysis
KW - Tax avoidance
KW - Tax rate convergence
KW - World-scale accounting data
UR - http://www.scopus.com/inward/record.url?scp=85071606644&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85071606644&partnerID=8YFLogxK
U2 - 10.1108/MEDAR-02-2018-0298
DO - 10.1108/MEDAR-02-2018-0298
M3 - Article
AN - SCOPUS:85071606644
SN - 2049-372X
VL - 27
SP - 695
EP - 724
JO - Meditari Accountancy Research
JF - Meditari Accountancy Research
IS - 5
ER -