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Earnings Management in Business Groups during the SARS-CoV-2 Pandemic Cover

Earnings Management in Business Groups during the SARS-CoV-2 Pandemic

Open Access
|Jul 2024

Figures & Tables

Figure 1.

A two-dimensional approach to the balance sheet policy of a business groupSource: own elaboration based on Remlein (2021)
A two-dimensional approach to the balance sheet policy of a business groupSource: own elaboration based on Remlein (2021)

Figure 2.

The mean values of discretionary accruals computed for business groups and parent undertakingsSource: own elaboration
The mean values of discretionary accruals computed for business groups and parent undertakingsSource: own elaboration

The correlation matric between tested variables

VariablesDACCTSDACCCSTANGGOROALEVLTLETRNDTSEVOLDIST
DACCFS1
DACCCS0.785**1
TANG−0.049−0.0021
GO−0.118**−0.097*0.123**1
ROA0.095*0.190**0.02600.02891.0000
LEV−0.062−0.078−0.0690.009−0.200**1
LTL−0.062−0.087*−0.114**0.058−0.223**0.555**1
ETR−0.047−0.0260.0540.0250.135**0.081−0.0291
NDTS−0.092*−0.139**0.396**0.467**−0.047−0.003−0.004−0.0501
EVOL−0.0340.0130.0490.0590.396**−0.060−0.0450.243**−0.07891
DIST0.093*0.196**−0.043−0.087*0.625**−0.498**−0.497**0.122**−0.214**0.264**1

The effect of the SARS-CoV-2 pandemic on accrual-based earnings management patterns

VariablesTime-series data approachCross-sectional approach
2019–20202020–20212019–20202020–2021
B(St. Error)B(St. Error)B(St. Error)B(St. Error)
Intercept−0.0100.0130.0000.012−0.0180.018−0.0020.017
YEAR0.019*0.0110.027**0.0110.0080.0160.037**0.015
TANG0.0000.026−0.0330.0260.0090.037−0.0270.035
GO−0.0210.069−0.0930.0680.1380.0970.0820.094
ROA0.291***0.0260.287***0.0450.642***0.0370.410***0.062
RET−0.019***0.004−0.021***0.003−0.011**0.005−0.0010.004
LTL−0.018***0.005−0.014***0.004−0.0080.008−0.0070.005
LEV−0.0010.0010.0000.0010.0000.001−0.002**0.001
EVOL−0.0010.000−0.003**0.001−0.001**0.000−0.008***0.001
ETR0.0030.0060.0000.0010.0010.009−0.0010.001
NDTS−0.1850.1500.2050.163−0.477**0.212−0.2490.224
R0.544 0.448 0.697 0.507
R20.296 0.201 0.486 0.257
Adj. R20.277 0.179 0.472 0.237
D-W1.894 2.013 1.866 1.934
Sig<0.001 <0.001 <0.001 <0.001
CI5.39 6.017 5.39 6.017

Calculation methodology for variables

VariableDescriptionsLiterature background
Dependent variable
DACCDiscretionary accruals separated by the Modified Jones model using time-series (DACCTS) or cross-sectional data approach (DACCCS)Dechow et al. (1995)
Independent variables
YEARDummy variable for the year of interest. It was coded as 1 for observations in the 2020 pandemic year (2021 recovery year) in the 2019–2020 (2020–2021) regression and 0 for the 2019 (2020) observation in the 2019–2020 (2020–2021) regression.Aljughaiman et al. (2023); Hsu & Jan (2023); Yaşar & Yalçın (2024)
DISTVariable measured by the Z-score Altman model for public companiesAltman (1968); Prayanthi & Kakunsi (2017)
Control variables
TANGThe share of property, plant and equipment in total assets in year tElkemali (2024)
GOThe ratio of intangible assets to total assets in year tTeoh et al. (1998)
ROAReturn on assets (ROA) in year tLassoued & Khanchel (2021)
RETThe sum of supplementary capital and retained earnings to total assets in year tComporek (2022)
LEVThe ratio of firm’s interest-bearing debt to total assets in year tKhahn & Thu (2019)
LTLThe share of long-term liabilities to total assets in year tRey et al. (2020)
EVOLRelative chain increase in operating profits in year tJang & Kim (2017)
ETRThe ratio of income tax paid to gross profit in year tBlaylock et al. (2012)
NDTSThe ratio of depreciation to total assets in year tGregova et al. (2021)

The effect of the SARS-CoV-2 pandemic and financial distress on accrual-based earnings management

VariablesTime-series data approachCross-sectional approach
2019–20202020–20212019–20202020–2021
B(St. Error)B(St. Error)B(St. Error)B(St. Error)
Intercept−0.0080.0130.024*0.013−0.0350.020−0.0160.018
YEAR0.039***0.0110.028***0.0100.0180.0160.035**0.014
DIST0.002**0.001−0.002***0.0010.003***0.0010.0010.001
YEAR*DIST−0.004***0.001−0.001*0.000−0.0020.0010.001**0.000
TANG−0.0040.025−0.0390.0250.0110.037−0.0230.035
GO−0.0640.067−0.0750.0660.0880.0980.0690.093
ROA0.250***0.0260.317***0.0440.609***0.0380.390***0.062
RET−0.015***0.005−0.013***0.003−0.023**0.008−0.0060.005
LTL−0.041***0.007−0.033***0.005−0.0060.0110.0050.007
LEV−0.0010.0010.0000.001−0.0010.001−0.0020.001
EVOL−0.0010.000−0.003**0.001−0.001**0.000−0.008***0.001
ETR0.0040.0060.0000.0010.0020.008−0.0010.001
NDTS−0.1470.1480.0390.162−0.3510.216−0.1500.227
R0.594 0.503 0.705 0.522
R20.353 0.253 0.497 0.272
Adj. R20.331 0.228 0.481 0.248
D-W1.951 2.000 1.852 1.938
Sig<0.001 <0.001 <0.001 <0.001
CI7.774 9.393 7.774 9.393

The percentage of business groups and parent undertakings reporting positive and negative discretionary accruals in 2019–2021

Business groups
YearDACC values (%)Time-series data approachCross-sectional approach
2019Positive35.98%40.74%
Negative64.02%59.26%
2020Positive44.44%43.92%
Negative55.56%56.08%
2021Positive66.14%67.72%
Negative33.86%32.28%

The comparison of earnings quality reported in consolidated financial statements of business groups and in individual financial statements of parent undertakings during 2019–2021

Parametric Test
YearTest SummaryTime-series data approachCross-sectional approach
2019Mean (St. Dev.)−0.010 (0.416)−0.011 (0.391)
Asymptotic Sig.0.2850.243
2020Mean (St. Dev.)−0.001 (0.186)0.005 (0.233)
Asymptotic Sig.0.4630.396
2021Mean (St. Dev.)−0.001 (0.146)−0.018 (0.164)
Asymptotic Sig.0.4580.076

Descriptive statistics of discretionary accruals estimated for business groups and parent undertakings

Business groups
Calculation approachYearMeanMedianStd. DeviationVariancePercentile 25Percentile 75
Time-series data approach2019−0.030−0.0210.1290.017−0.0640.026
20200.001−0.0050.1210.015−0.0470.031
20210.0280.0200.1020.010−0.0140.062
Cross-sectional approach2019−0.041−0.0170.2480.062−0.0820.033
2020−0.006−0.0050.1560.024−0.0520.031
20210.0290.0330.1620.026−0.0150.088
DOI: https://doi.org/10.2478/ceej-2024-0019 | Journal eISSN: 2543-6821 | Journal ISSN: 2544-9001
Language: English
Page range: 286 - 304
Published on: Jul 18, 2024
Published by: Sciendo
In partnership with: Paradigm Publishing Services
Publication frequency: 1 times per year

© 2024 Michał Comporek, published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 License.