Data science for assessing possible tax income manipulation: The case of Italy

@article{Ausloos2017DataSF,
  title={Data science for assessing possible tax income manipulation: The case of Italy},
  author={Marcel Ausloos and Roy Cerqueti and Tariq Ahmad Mir},
  journal={Chaos Solitons \& Fractals},
  year={2017},
  volume={104},
  pages={238-256}
}
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17 Citations
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17 Citations

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References

SHOWING 1-10 OF 80 REFERENCES
Fact and Fiction in EU-Governmental Economic Data
Abstract To detect manipulations or fraud in accounting data, auditors have successfully used Benford’s law as part of their fraud detection processes. Benford’s law proposes a distribution for first…
Do Countries Falsify Economic Data Strategically? Some Evidence That They Might
Abstract Using Benford's law, we find evidence supporting the hypothesis that countries at times misreport their economic data strategically. We group countries with similar economic conditions and…
Regularities and discrepancies of credit default swaps: a data science approach through Benford's law
Tax rates and tax evasion: an empirical analysis of the long-run aspects in Italy
We use official time series of the Italian evaded VAT base (Ministry of Finance) for the period 1980:1–2006:4 to investigate empirically the long-run characteristics of tax evasion and the…
Benford’s law predicted digit distribution of aggregated income taxes: the surprising conformity of Italian cities and regions
The yearly aggregated tax income data of all, more than 8000, Italian municipalities are analyzed for a period of five years, from 2007 to 2011, to search for conformity or not with Benford’s law, a…
Benford's Law: Analyzing a Decade of Financial Data
ABSTRACT:  This study uses a decade of financial accounting data to examine if and how they depart from Benford's Law. Using a large sample of U.S. public companies, we conduct an analysis of the…
Workers' Tax Evasion in Italy
We apply a direct method to estimate tax evasion in Italy, assuming that tax evaders might consider declaring a closer-to-true income in an anonymous interview. The methodology is applied to employed…
The Tax Evasion Social Multiplier: Evidence from Italy
Benford’s law and Theil transform of financial data
The Quality of China's GDP Statistics
...
1
2
3
4
5
...