Benford's Law for economic data reliability: The case of tourism flows in Sicily

被引:2
|
作者
Cerqueti, Roy [1 ,2 ]
Provenzano, Davide [3 ]
机构
[1] Sapienza Univ Rome, Dept Social & Econ Sci, Rome, Italy
[2] Univ Angers, GRANEM, Angers, France
[3] Univ Palermo, Dept Econ Stat & Business, Palermo, Italy
关键词
Data science; Benford's Law; Tourism flows; Sicily; ACCURACY; TESTS;
D O I
10.1016/j.chaos.2023.113635
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This paper proposes a data science approach based on Benford's Law to analyse tourist flows - being tourism a relevant economic sector in Sicily. In particular, we are interested in detecting irregular patterns in the numerical data that may represent manipulations, inaccuracies or biases in the self-reported data from tourism organisations. The analysis is carried out by using monthly data for arrivals and overnight stays in hotels, B&Bs, and complementary accommodations in the seven provinces of the island from January 2016 to December 2019.We perform the analysis by employing several statistical tests and through a visual inspection of the difference between the empirical distributions and the theoretical Benford's.Conformity to Benford's distribution is mostly confirmed for the total number of overnight stays and the data considered on a yearly basis. On the contrary, we found evident deviations from Benford's Law in the empirical distribution of data broken down by nationality of tourist and accommodation type. Some comments on possible motivations for such deviations are also advanced, even though a detailed exploration of them deserves a devoted study.
引用
收藏
页数:10
相关论文
共 49 条
  • [1] Application of Benford's Law for the analysis of the reliability of production quality data
    Rajda-Tasior, Angelina
    33RD INTERNATIONAL CONFERENCE MATHEMATICAL METHODS IN ECONOMICS (MME 2015), 2015, : 695 - 700
  • [2] USING BENFORD'S LAW IN THE ANALYSIS OF SOCIO-ECONOMIC DATA
    Coman, Dan-Marius
    Horga, Maria-Gabriela
    Danila, Alexandra
    Coman, Mihaela-Denisa
    JOURNAL OF SCIENCE AND ARTS, 2018, (01) : 167 - 174
  • [3] Benford's law and the FSD distribution of economic behavioral micro data
    Villas-Boas, Sofia B.
    Fu, Qiuzi
    Judge, George
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2017, 486 : 711 - 719
  • [4] Data validity and statistical conformity with Benford?s Law
    Cerqueti, Roy
    Maggi, Mario
    CHAOS SOLITONS & FRACTALS, 2021, 144
  • [5] Application of Benford's Law to the Tourism Demand: The Case of the Island of Sal, Cape Verde
    Neves, Gilberto A.
    Nunes, Catarina S.
    Fernandes, Paula Odete
    OPTIMIZATION, LEARNING ALGORITHMS AND APPLICATIONS, OL2A 2021, 2021, 1488 : 587 - 598
  • [6] Compliance of LC50 and NOEC data with Benford's Law: An indication of reliability?
    de Vries, Pepijn
    Murk, Albertinka J.
    ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY, 2013, 98 : 171 - 178
  • [7] Unveiling Malicious Network Flows Using Benford's Law
    Fernandes, Pedro
    Ciardhuain, Seamus o
    Antunes, Mario
    MATHEMATICS, 2024, 12 (15)
  • [8] Reliability of Financial Information from the Perspective of Benford's Law
    Jianu, Ionel
    Jianu, Iulia
    ENTROPY, 2021, 23 (05)
  • [9] BENFORD'S LAW AS AN INDICATOR OF SURVEY RELIABILITY-CAN WE TRUST OUR DATA?
    Kaiser, Micha
    JOURNAL OF ECONOMIC SURVEYS, 2019, 33 (05) : 1602 - 1618
  • [10] Application of Benford's Law in Analyzing Geotechnical Data
    Alipour, A.
    Alipour, S.
    CIVIL ENGINEERING INFRASTRUCTURES JOURNAL-CEIJ, 2019, 52 (02): : 323 - 334