This paper presents new perspectives and methodological instruments for verifying the validity of Benford’s law for a large given dataset. To this aim, we first propose new general tests for checking the statistical conformity of a given dataset with a generic target distribution; we also provide the explicit representation of the asymptotic distributions of the relevant test statistics. Then, we discuss the applicability of such novel devices to the case of Benford’s law. We implement extensive Monte Carlo simulations to investigate the size and the power of the introduced tests. Finally, we discuss the challenging theme of interpreting, in a statistically reliable way, the conformity between two distributions in the presence of a large number of observations.

Some New Tests of Conformity with Benford’s Law / Cerqueti, Roy; Lupi, Claudio. - In: STATS. - ISSN 2571-905X. - 4:3(2021), pp. 745-761. [10.3390/stats4030044]

Some New Tests of Conformity with Benford’s Law

Cerqueti, Roy;
2021

Abstract

This paper presents new perspectives and methodological instruments for verifying the validity of Benford’s law for a large given dataset. To this aim, we first propose new general tests for checking the statistical conformity of a given dataset with a generic target distribution; we also provide the explicit representation of the asymptotic distributions of the relevant test statistics. Then, we discuss the applicability of such novel devices to the case of Benford’s law. We implement extensive Monte Carlo simulations to investigate the size and the power of the introduced tests. Finally, we discuss the challenging theme of interpreting, in a statistically reliable way, the conformity between two distributions in the presence of a large number of observations.
2021
Benford’s law; conformity tests; goodness-of-fit tests; Monte Carlo simulation; size–power graphs.
01 Pubblicazione su rivista::01a Articolo in rivista
Some New Tests of Conformity with Benford’s Law / Cerqueti, Roy; Lupi, Claudio. - In: STATS. - ISSN 2571-905X. - 4:3(2021), pp. 745-761. [10.3390/stats4030044]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1573298
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