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International Journal of Trend in Scientific Research and Development (IJTSRD)
Volume 5 Issue 5, July-August 2021 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470
@ IJTSRD | Unique Paper ID – IJTSRD43847 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 408
Effect of Abnormal Cash Flow Quality on
Big 4 and Non-Big 4 Audited Firms in Nigeria
Anazonwu, Helen O.; Egbunike, Patrick A.
Department of Accountancy, Nnamdi Azikiwe University, Awka, Nigeria
ABSTRACT
This study compare financial reporting quality of Big 4 audited and
non-Big 4 audited firms in Nigeria. Specifically, compares the
abnormal operating cash flow quality, and abnormal production
expenditure quality, and unexpected core earnings of Big 4 and non-
Big 4 audited firms. The study adopts the ex-post facto research
design; as the goal is not manipulate any variable but rather establish
comparative difference. The population comprised of quoted
manufacturing firms and the sample restricted to a purposive sample
of 62 firms from 6 sectors listed on the Nigerian Stock Exchange
(NSE). The study utilized secondary data retrieved from annual
financial statements of the sampled firms. The data were analyzed
using several techniques such as multiple regression, and correlation.
The results showed a statistically significant difference in abnormal
operating cash flow quality of Big 4 and non-Big 4 audited firms; a
statisticallysignificant difference in abnormal production expenditure
quality of Big 4 and non-Big 4 audited firms. Based on this, the study
recommends that shareholders during Annual General Meeting
(AGM) may also seek the adoption of joint auditors to strengthen
audit quality and cushion against shocks from manipulative practices
of managers or the lack of independence from continued engagement
of particular audit firms.
KEYWORDS: Abnormal operating cash flow quality, Abnormal
production expenditure quality, and unexpected core earnings of Big 4
and non-Big 4 audited firms
How to cite this paper: Anazonwu,
Helen O. | Egbunike, Patrick A. "Effect
of Abnormal Cash Flow Quality on Big
4 and Non-Big 4 Audited Firms in
Nigeria" Published
in International
Journal of Trend in
Scientific Research
and Development
(ijtsrd), ISSN: 2456-
6470, Volume-5 |
Issue-5, August
2021, pp.408-417, URL:
www.ijtsrd.com/papers/ijtsrd43847.pdf
Copyright Š 2021 by author (s) and
International Journal of Trend in
Scientific Research and Development
Journal. This is an
Open Access article
distributed under the
terms of the Creative Commons
Attribution License (CC BY 4.0)
(http://creativecommons.org/licenses/by/4.0)
INTRODUCTION
Available studies have shown evidence that firms
which engage the Big 4 audit firms are committed to
high quality financial reporting and provide
stakeholders with wider proprietary information
(Hasan, Kassim and Hamid, 2020). For instance, the
study by Hasan, Kassim, and Hamid (2020) in China
found evidence that appointment of Big 4 auditors
enables a firm to detect losses earlier and thus reduce
the incidence of earnings management. This may be
premised on the fact that Big 4 firms earn revenues up
to four times that of Non-Big 4 firms, and thus, have
more resources to commit to an engagement (Vann
and Presley, 2018). They also face greater exposure to
reputational risk from failed audits when compared to
Non-Big 4 firms (Vann and Presley, 2018). Also,
their international presence enables them to move
expertise and personnel to countries where certain
proficiencies are deficient (Otuya, 2019).
However, there are also arguments that support the
comparability of services offered by non-Big 4 over
the Big 4. First, all firms are subject to the same
regulatory and professional standards (Lawrence,
Minutti-Meza and Zhang, 2011). Second, non-Big 4
auditors have “superior knowledge of local markets
and better relation with their clients” (Louis, 2005).
Zhan, Her, and Chen (2020) found no significant
differences in probability of reported losses and
discretionary accruals between big 5 and non-big 5
audit firms. In the light of the above, the study sought
to comparatively evaluate financial reporting quality
of manufacturing firms on the Nigerian Stock
Exchange audited by either the Big 4 or non-Big 4
firms.
In the Nigerian context, studies have evaluated
financial reporting quality of manufacturing firms and
choice of a particular audit firm (Hassan, 2013;
Eniola and Ajayi, 2018; Olowookere and Inneh,
IJTSRD43847
International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD43847 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 409
2016). These studies have mainly used the Big N
proxy as a surrogate for audit firm quality. These
include studies by Jerry and Saidu (2018) and Ilaboya
and Ohiokha (2014). However, authors such as
Rajgopal, Srinivasan, and Zheng (2019) argue that the
Big N variable “is an indicator variable without much
nuance because it is not an engagement specific
measure”.
Firms use multiple earnings management strategies to
alter their earnings and distort financial reporting
quality, i.e., accrual-based, real earnings management
or classification shifting (Badertscher, 2011). While
prior literature mainly focuses on accrual-based or
real earnings manipulation, such as studies by Sani,
Latif, and Al-dhamari (2018) that analyzed real
earnings management; and, Jerry and Saidu (2018)
that analyzed accruals quality as proxy for financial
reporting quality. This study determines the effect of
financial reporting on Big 4 and non-Big 4 audited
manufacturing firms. Specifically, the study intended
to:
1. Compare abnormal operating cash flow qualityof
Big 4 and non-Big 4 audited manufacturing firms.
2. Compare abnormal production expenditure
quality of Big 4 and non-Big 4 audited
manufacturing firms.
Review of Related Literature
Abnormal operating cash flow
The CFO is expressed as a linear function of sales and change in sales (Mussalo, 2015; Roychowdhury, 2006).
To estimate this model, the cross-sectional regression for each industry and year specified below (Cohen and
Zarowin, 2010):
CFOit = α + β0 1 + β1 Salesit + β2 ∆Salesit + ε i, t
Assetsit-1 Assetsit-1 Assetsit-1 Assetsit-1
Where:
CFO it is the operating cashflow of firm i in year t; Assets it-1 is total assets of firm i in year t-1; Sales it is the
revenue of firm i in year t; ∆Sales it is the change in revenues of firm i in year t. The abnormal CFO is actual
CFO minus the normal level of CFO calculated using the estimated coefficients (Cohen and Zarowin, 2010). The
residual of the above model is the measure of financial reporting quality in the study (Le, Tran, and Ngo, 2021).
They further stated that accelerating the timing of sales through increased price discounts or more lenient credit
terms. Such discounts and lenient credit terms will temporarily increase sales volumes, but these are likely to
disappear once the firm reverts to old prices. The additional sales will boost current period earnings, assuming
the margins are positive. However, both price discounts and more lenient credit terms will result in lower cash
flows in the current period
Abnormal production expenditure
Production costs are defined as the sum of cost of goods sold (COGS) and change in inventory during the year
(Cohen and Zarowin, 2010). The production costs is expressed as a linear function of sales, change in sales, and
lagged change in sales (Mussalo, 2015; Roychowdhury, 2006).
PRODit = α + β0 1 + β1 Salesit + β2 ∆Salesit + β3 ∆Salesit-1 + ε i, t
Assetsit-1 Assetsit-1 Assetsit-1 Assetsit-1 Assetsit-1
Where:
PROD it is the production costs of firm i in year t which is equal to sum of Cost of Goods Sold (COGS) and
∆INV it; Assets it-1 is total assets of firm i in year t-1; Sales it is the revenue of firm i in year t; ∆Sales it is the
change in revenues of firm i in year t; ∆Sales it-1 is the change in the revenues of firm i in year t-1. The abnormal
production expenditure is actual production expenditure minus normal level of production expenditure
calculated using the estimated coefficients (Cohen and Zarowin, 2010). The residual from the above model is the
measure of financial reporting quality in the study (Le, Tran, and Ngo, 2021). Cohen and Zarowin (2010)
observed that managers may lower cost of goods sold by increasing production. When managers produce more
units, they can spread the fixed overhead costs over a larger number of units, thus lowering fixed costs per unit.
As long as the reduction in fixed costs per unit is not offset by any increase in marginal cost per unit, total cost
per unit declines. This decreases reported COGS and the firm can report higher operating margins. However, the
firm will still incur other production and holding costs that will lead to higher annual production costs relative to
sales, and lower cash flows from operations given sales levels.
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@ IJTSRD | Unique Paper ID – IJTSRD43847 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 410
Empirical studies
Using empirical data from China, Li, Ding, Liu, Qiao, and Chen (2021) conducted a study titled ‘Can financial
analysts constrain real earnings management in emerging markets? Evidence from China’. The authors
examined the effect of financial analysts on earnings management. The study relied on secondary data which
was analysed using multiple regression technique. The results showed a negative relationship between analyst
coverage and real earnings management, within the full and sub-sample of firms meeting or beating earnings
benchmarks. Le, Tran, and Ngo (2021) undertook a study titled ‘Innovation and earnings quality: A Bayesian
analysis of listed firms in Vietnam’. The final sample comprised of 591 firms from Hochiminh Stock Exchange
and Hanoi Stock Exchange. The study relied on secondarydata obtained from Thompson Reuters. The data were
analysed using multiple regression technique. The results showed a positive correlation between innovation and
earnings quality. The results were also consistent when using the alternative proxies of earnings quality, i.e.,
abnormal discretionary expenses, abnormal production cost, and abnormal operating cash flows. However, the
control variable of size was negative in the three models. Eilifsen and KnivsflĂĽ (2021) conducted a study titled
‘Core earnings management: How do audit firms interact with classification shifting and accruals management?’
The sample comprised of 285 Norwegian public companies, i.e., 1,969 firm-year observations for the period
2000 to 2015. The results showed that a positive association between classification shifting (CS) and large equity
issues, and the association strengthens when core accruals management (CACM) is low but disappears when
CACM is high. The results showed that for clients of Big 4 and industry-specialized audit firms, when CACM is
low (high), CS is high (low), suggesting that these auditees associate with CS substituting CACM. Hasan,
Kassim, and Hamid (2020) conducted a study titled ‘The impact of audit quality, audit committee and financial
reporting quality: Evidence from Malaysia’. The sample comprised of 814 companies listed on the Bursa
Malaysia Exchange for the period 2013 to 2018. The study relied on secondary data from annual reports. The
data were analysed using multiple regression technique. The results showed that interaction of audit quality
(proxied as big 4) and audit committee independence, audit quality (proxied as big 4) and audit committee
financial expertise, audit quality (proxied as big 4) and audit committee size had a significant positive effect on
financial reporting quality (proxied as real earnings management). However, the interaction of audit quality
(proxied as big 4) and audit committee size had a significant negative effect on financial reporting quality.
Zandi, Sadiq, and Mohamad (2019) undertook a study titled ‘Big-Four auditors and financial reporting quality:
Evidence from Pakistan’. The sample comprised of 220 non-financial firms listed in Pakistan Stock Exchange
(PSE). The study utilised secondary data; obtained from annual reports and accounts from the year 2009 to 2016.
The data were analysed using multiple regression technique. The results showed that Big 4 proxy is negatively
related to accruals earnings management; but, positively related to real earnings management among the sampled
firms. Otuya (2019) undertook a study titled ‘Auditors’ independence and quality of financial reporting in listed
Nigerian manufacturing companies’. The study adopted content analysis research design. The study relied on
secondary data; obtained from annual reports for the period 2013 to 2017. The data were analysed using
descriptive, correlation and regression analysis. The results showed that auditor’s status, i.e., Big 4 or Non Big 4
has a significant negative relationship with quality of financial reporting. Using an experimental research design,
the study by Jiang, Wang, and Wang (2019) conducted a study on ‘Big N auditors and audit quality: New
evidence from quasi-experiments’. They utilized a sample of 331 treatment firms that switched to Big N auditors
due to the exogenous shocks imposed by Big N acquisitions. The study analyzed the secondary data using a
difference-in-difference approach. The results showed that for the treatment firms’ audit quality improved after
switching to Big N auditors. The cross-sectional analyses suggest that the improvement is likely due to
competence of Big N auditors' rather than industry-specific expertise. Sani, Latif, and Al-dhamari (2018)
conducted a study titled ‘Can Big 4 auditors mitigate the real earnings management? Evidence from Nigerian
listed firms’. The sample comprised of 80 non-financial companies listed on the floor of Nigerian Stock
Exchange. The study relied on secondary data; obtained from annual reports for the years 2012 to 2016. The data
were analysed using panel data regression with standard error. The regression results showed that Big 4 proxy
had a significant positive influence on real activities manipulation at 1% level, i.e., Non Big 4 auditors were
more likely to mitigate real earnings manipulation because they possess better knowledge of the local operating
environment compared to Big4 auditors. Jerry and Saidu (2018) undertook a study titled ‘The impact of audit
firm size on financial reporting quality of listed insurance companies in Nigeria’. The sample comprised of 13
insurance companies quoted on the Nigerian Stock Exchange. The study relied on secondary data obtained from
annual reports and accounts for a period of eight years (2008 to 2015). The data were analysed using Ordinary
Least Square technique. The results showed that audit firm size had a positive significant impact on financial
reporting quality. Lopes (2018) undertook a study titled ‘Audit qualityand earnings management: Evidence from
International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470
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Portugal’. The sample is composed of 4723 companies. The study relied on secondary data; obtained from SABI
(Iberian Balance Sheet Analysis System) database from 2013 to 2015. The data were analysed using multiple
linear regression technique. The results showed that firms audited by Big 4 were more likely to have lower levels
of manipulation than non-Big 4 audited firms. Berglund, Eshleman, and Guo (2018) conducted a study titled
‘Auditor size and going concern reporting’. The authors showed how controlling for a firm’s financial health
reveal a positive relationship between auditor size and propensity to issue a going concern opinion. Additional
analysis reveals that Big 4 auditors are more likely than mid-tier auditors (Grant Thornton and BDO Seidman) to
issue going concern opinions to distressed clients. We also find that, compared to other auditors, the Big 4 are
less likely to issue false-positive (Type I error) going concern opinions. We find no evidence that the Big 4 are
more or less likely to fail to issue a going concern opinion to a client that eventually files for bankruptcy (Type II
error).
This form of earnings manipulation is prevalent with IFRS adoption (Noh, Moon and Parte, 2017) mainly
because it gives room for managerial discretion and mostly used by firms that cannot use accruals to manage
earnings (Barua, Lin and Sbaraglia, 2010; Fan, Barua, Cready and Thomas, 2010; McVay, 2006). In the light of
the above, the present study seeks to compare the financial reporting quality of firms audited by Big 4 and non-
Big 4 firms.
Methodology
The study adopts the ex-post facto research design. The design is suitable because the researcher is interested in
establishing the causal relationship among the dependent and independent variables.
Population of the Study
The population of the study comprised of selected quoted firms on the Nigerian Stock Exchange (NSE) as at end
of 2020 financial year-end. The number of firms under the various sectors that constitute the population of this
study is shown in the table below:
Table.1: Firms by sector included in the population
S/No Sector No. of firms
1 Agriculture 5
2 Conglomerates 5
3 Consumer Goods 20
4 Health Care 10
5 ICT 9
6
7
8
Industrial Goods
Oil & Gas
Others (e.g., Printing Press, Leasing, Hotel & Fast food, Mining & Exploration)
13
12
16
Total 90
Source: The Nigerian Stock Exchange Website (2021)
Table 2: Firms excluded from the population
S/No Sector No. of firms
1 Financial Services 52
2 Services 25
3 Construction/Real Estate 9
4 Natural Resources 4
Source: The Nigerian Stock Exchange Website (2021)
This approach is consistent with prior studies which eliminate firms from the financial sector because of a
different regulatory environment, and also difficulty in estimating discretionary accruals for these firms (Abid,
Shaique and Anwar-ul-Haq, 2018; Tsipouridou and Spathis, 2012). However, the following sectors inclusive of
Financial Services, Services, Construction/Real Estate, and Natural Resources were excluded from the final
sample due to a large dissimilarity in reporting and business practices.
Sample Size of the Study
The sample size for the current study was de-limited to the ninety (90) companies using purposive sampling
technique; based on the availability of financial data and premised on the relative classification of the firms
(based on the nature and description of activities) as shown on the Nigerian Stock Exchange (NSE) website. The
details of the companies that form the sample are shown in Appendix I. The sampling frame with respect to the
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population is approximately 50% of the entire quoted firms on the Nigerian Stock Exchange. However, in the
analysis companies without a minimum of two years of required financial data are eliminated in order to avoid a
bias of results.
The study relied on secondary data, obtained from secondary sources such as Annual Financial Reports. The
data were extracted specifically from the Statement of Financial Position, Statement of Profit or Loss and
Comprehensive Income, and Statement of Cash flows in order to compute the selected ratios and measures.
Methods of Data Analysis
The study employed several techniques to analyze the data. First, descriptive statistics were computed such as
the mean, median, standard deviation, minimum, maximum values, and Skewness-Kurtosis statistics, etc.
Second, the correlation matrix was computed to measure the correlation between the dependent and independent
variables. The strength of ‘multiple regression models’ is its ability to analyze several variables simultaneously
(Mussalo, 2015). Furthermore, the goodness of fit of the model was tested using the Coefficient of
Determination (R-squared). The analysis was performed using the E-Views version 9 software.
The variables are discussed in the Table below:
Data analysis and interpretation of Results
Hypothesis one
H03: There is no statistically significant difference in abnormal operating cash flowqualityofBig4andnon-
Big 4 audited firms.
Table 4: Cross-section regression output for hypothesis three
Dependent Variable: Abnormal Operating Cashflow
Method: Panel EGLS (Cross-section weights)
Date: 04/25/21 Time: 09:40
Sample: 2010 2019
Periods included: 10
Cross-sections included: 75
Total panel (unbalanced) observations: 728
Variable Coefficient Std. Error t-Statistic Prob.
C 0.158206 0.022448 7.047833 0.0000
ROCE 5.69E-05 3.71E-05 1.536000 0.1250
EAPS 0.000103 0.000406 0.252265 0.8009
RETA 4.10E-05 0.000119 0.345331 0.7299
BODS 0.001041 0.001003 1.037036 0.3001
BMET 0.004251 0.002244 1.894556 0.0586
DRSA -0.003340 0.001207 -2.766912 0.0058
REVG -5.54E-05 7.13E-05 -0.777794 0.4369
FSIZ -0.037599 0.002922 -12.86931 0.0000
FIRA 0.003549 0.000189 18.75700 0.0000
DETE -2.18E-07 2.94E-06 -0.074340 0.9408
DETA -0.000399 6.20E-05 -6.429590 0.0000
Big 4 vs. Non-Big 4 0.020858 0.003253 6.411842 0.0000
Weighted Statistics
R-squared 0.411770 Mean dependent var -0.022692
Adjusted R-squared 0.401897 S.D. dependent var 0.180760
S.E. of regression 0.133795 Sum squared resid 12.79938
F-statistic 41.70921 Durbin-Watson stat 0.642277
Prob(F-statistic) 0.000000
Unweighted Statistics
R-squared 0.156388 Mean dependent var 0.018989
Sum squared resid 14.53675 Durbin-Watson stat 0.543570
Source: E-Views 9
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Interpretation:
The regression model shown above with the one IV and eleven CVs, as follows: return on capital employed,
earnings per share, return on asset, board size, board meeting, board remuneration, revenue growth, log of total
asset, firm listing age, debt to equity, and debt to asset. In model validation, the following are considered:
ANOVA represented as F-statistics, the coefficient of determination R2
and the adjusted R2
are used. As shown
above, the R-squared is 0.4118 (unweighted: 0.1564) and the adjusted R-squared which takes care of error is
0.4019. Therefore, on approximate basis the independent and control variables account for 40% variation in the
dependent variable. And, the F-statistic has a value of 41.709 with p-value less than .05 (i.e., margin of error),
confirms the statistical significance of the model.
Decision rule:
The coefficient of the variable of interest: Big 4 vs. Non-Big 4 was (-0.021) and t-statistic (6.411) is positive and
statistically significant (p-value <.05). Therefore, the alternate hypothesis is accepted and null rejected; there ‘is
a statistically significant difference in abnormal operating cash flow quality of Big 4 and non-Big 4 audited
firms’.
Hypothesis Two
H04: There is no statistically significant difference in abnormal production expenditure quality of Big 4 and
non-Big 4 audited firms.
Table 5: Cross-section regression output for hypothesis four
Dependent Variable: Abnormal Production Expenditure
Method: Panel Least Squares
Date: 04/25/21 Time: 09:12
Sample: 2010 2019
Periods included: 10
Cross-sections included: 75
Total panel (unbalanced) observations: 728
Variable Coefficient Std. Error t-Statistic Prob.
C -0.400024 0.092900 -4.305967 0.0000
ROCE -0.000228 0.000129 -1.762673 0.0784
EAPS -0.004958 0.001792 -2.766620 0.0058
RETA -0.001873 0.000701 -2.673217 0.0077
BODS -0.017905 0.003909 -4.580433 0.0000
BMET -0.006038 0.007676 -0.786621 0.4318
DRSA -0.002987 0.002924 -1.021592 0.3073
REVG -0.001387 0.000127 -10.94022 0.0000
FSIZ 0.083098 0.014469 5.743220 0.0000
FIRA -0.000257 0.000688 -0.373209 0.7091
DETE 2.91E-06 7.60E-05 0.038322 0.9694
DETA 0.000983 0.000328 2.997993 0.0028
Big 4 vs. Non-Big 4 -0.051430 0.020049 -2.565265 0.0105
R-squared 0.242038 Mean dependent var -0.011281
Adjusted R-squared 0.229317 S.D. dependent var 0.271253
S.E. of regression 0.238129 Akaike info criterion -0.014312
Sum squared resid 40.54440 Schwarz criterion 0.067658
Log likelihood 18.20955 Hannan-Quinn criter. 0.017317
F-statistic 19.02657 Durbin-Watson stat 1.110049
Prob(F-statistic) 0.000000
Source: E-Views 9
Interpretation:
The regression model shown above with the one IV and eleven CVs, as follows: return on capital employed,
earnings per share, return on asset, board size, board meeting, board remuneration, revenue growth, log of total
asset, firm listing age, debt to equity, and debt to asset. In model validation, the following are considered:
ANOVA represented as F-statistics, the coefficient of determination R2
and the adjusted R2
are used. As shown
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above, the R-squared is 0.2420 and the adjusted R-squared which takes care of error is 0.2293. Therefore, on
approximate basis the independent and control variables account for 23% variation in the dependent variable.
And, the F-statistic has a value of 19.027 with p-value less than .05 (i.e., margin of error), confirms the statistical
significance of the model.
Decision rule:
The coefficient of the variable of interest: Big 4 vs. Non-Big 4 was (-0.051) and t-statistic (-2.565) is negative
and statistically significant (p-value <.05). Therefore, the alternate hypothesis is accepted and null rejected; there
‘is a statistically significant difference in abnormal production expenditure quality of Big 4 and non-Big 4
audited firms’.
Discussion of Result
The first hypothesis showed a positive statistically
significant difference in abnormal operating cash flow
quality of Big 4 and non-Big 4 audited firms. The
result infers that ABOCF is significantly similar
among companies hiring the Big 4 audit compared to
companies using non-Big 4 audit firms. As stated in
Chi, Lisic, and Pevzner (2011) high quality auditors
often constrain accrual-based manipulation, therefore,
their clients switch to higher levels of real earnings
management. However,
Li, Ding, Liu, Qiao, and Chen (2021) in China find
that analysts revise their earnings forecasts downward
for firms with aggressive real earnings management.
Burnett, Cripe, Martin, and McAllister (2012) found
that firms with high quality audits were more likely to
use accretive stock repurchases, i.e., a form of real
earnings management and less likely to use accrual-
based earnings management to meet or beat
consensus analysts' forecasts. Francis and Wang
(2004) and Maijoor and Vanstraelen (2002) suggests
that Big 4 auditors are not equally conservative across
different audit environments with regard to
constraining earnings management in public firms.
The control variables showed that ROCE, EAPS and
RETA had positive non-significant effects. The
variables BODS and BMET were positive with the
latter significant @ 10%; and, DRSA was negative
and significant at 5%. REVG and FSIZ were positive
with the latter significant @ 5%; while, FIRA was
positive and significant at 5%. The capital structure
variables, i.e., DETE and DETA were negative and
the latter significant at 5%.
This is consistent with Chi, Lisic, and Pevzner
(2011) that found a positive association between
REM and high-quality auditors. Zandi, Sadiq, and
Mohamad (2019) using a sample of non-financial
firms listed in Pakistan Stock Exchange (PSE) found
that Big 4 proxy is positively related to real earnings
management. Le, Tran, and Ngo (2021) using a
sample of Vietnamese firms from Hochiminh and
Hanoi Stock Exchanges found a positive correlation
between innovation and abnormal operating cash
flows. Hasan, Kassim, and Hamid (2020) examined
interaction of audit quality, audit committee and
financial reporting quality in Malaysia. The results
showed that interaction of audit quality (proxied as
big 4) and audit committee independence, audit
quality and audit committee financial expertise, audit
quality and audit committee size had a significant
positive effect on financial reporting quality (proxied
as real earnings management). In Nigeria, studies by
Sani, Latif, and Al-dhamari (2018) using a sample of
non-financial firms and Jerry and Saidu (2018) using
a sample of insurance companies found that Big 4
proxy had a significant positive influence on real
activities manipulation at 1% and 5% level.
Alhadab and Clacher (2018) using a sample of IPOs
listed on the London Stock Exchange (LSE) over the
period 1998 to 2008 finds that the Big-N audit firms
had a positive significant effect on abnormal
cashflows from operations. Huguet and GandĂ­a
(2016) using a sample of Spanish SMEs found a
positive effect of big 4 on abnormal working capital
accruals and abnormal accruals. Burnett, Cripe,
Martin, and McAllister (2012) showed that firms with
high audit quality were more likely to use accretive
stock repurchases. Cohen and Zarowin (2010) using a
sample of 1,511 SEO firms from Compustat annual
industrial and research files found a significant
positive effect of Big 8 auditors on real earnings
management (i.e., sum of abnormal discretionary
expenses, abnormal production cost, and abnormal
operating cash flows).
However, contrary results were reported in Otuya
(2019) in Nigeria showed that auditor’s status, i.e.,
Big 4 or Non Big 4 had a significant negative
relationship with financial reporting quality. Khanh
and Khuong (2018) using a sample of firms in
Vietnam found that a positive effect of profitability
on real earnings management. However, no difference
was observed between Big 4 and Non-big 4 in
curtailing real earnings management. Comprix and
Huang (2015) found no evidence that small audit
firms are associated with real activity manipulation
using propensity score matching. Okolie (2014) in
Nigeria found a significant negative effect of audit
firm size on cash-based earnings management.
Berglund, Eshleman, and Guo (2018) found evidence
that Big 4 auditors are more likely than mid-tier
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auditors (Grant Thornton and BDO Seidman) to issue
going concern opinions to distressed clients. Using an
experimental research design, Jiang, Wang, and
Wang (2019) showed that for the treatment firms’
audit quality improved after switching to Big N
auditors.
Using data from Chinese firms, Li, Ding, Liu, Qiao,
and Chen (2021) found that real earnings
management impairs companies’ profitability. This
contrasts with the present study that found a positive
effect of ROCE, EAPS and RETA. Lopes (2018)
using a sample of 4,723 firm year observations in
Portugal found that Big 4 audited firms were more
likely to have lower levels of manipulation than non-
Big 4 audited firms. This is consistent with the study
by Berglund, Eshleman, and Guo (2018) that finds
that big 4 were less likely to issue false-positive
(Type I error) going concern opinions than non-big 4.
The second hypothesis showed a negative statistically
significant difference in abnormal production
expenditure quality of Big 4 and non-Big 4 audited
firms. The result infers that ABPE is significantly
lower among companies hiring Big 4 audit firms
compared to non-Big 4 clients. Evidence of REM is
consistent with the study of Chi, Lisic, and Pevzner
(2011), that high quality auditors constrain accrual-
based manipulation, as such; their clients switch to
higher levels of real earnings management. Burnett,
Cripe, Martin, and McAllister (2012) found that firms
with high quality audits were more likely to use
accretive stock repurchases, i.e., a form of real
earnings management and less likely to use accrual-
based earnings management to meet or beat
consensus analysts' forecasts. The control variables
showed that ROCE, EAPS and RETA had negative
significant effect; while, ROCE was significant @
10%. BODS and BMET were negative with the
former significant @ 5%; and, DRSA was negative
and non-significant. REVG was negative and
significant at 5%. FSIZ was positive and significant
@ 5%; while, FIRA was negative and non-
significant. The capital structure variables, i.e., DETE
and DETA were positive and the latter significant at
5%.
Using a moderating regression approach, the study by
Hasan, Kassim, and Hamid (2020) in Malaysia found
that interaction of audit quality (proxied as big 4) and
audit committee size had a significant negative effect
on financial reporting quality. Otuya (2019) using a
sample of listed Nigerian manufacturing companies
found that auditor’s status, i.e., Big 4 or Non Big 4
has a significant negative relationship with financial
reporting quality. The cross-sectional analyses by
Jiang, Wang, and Wang (2019) suggest that
improvement is likely due to competence of Big N
auditors’ rather than industry-specific expertise.
However, this is contrary to, Tran, and Ngo (2021) in
Vietnam that showed a positive correlation between
innovation and earnings quality, abnormal production
cost. Zandi, Sadiq, and Mohamad (2019) using a
sample of non-financial firms in Pakistan found that
Big 4 is positively related to real earnings
management. Alhadab and Clacher (2018) using a
sample of IPO firms on the London Stock Exchange
(LSE) showed that Big-N audit firms had a positive
significant effect on abnormal cashflows from
operations. Sani, Latif, and Al-dhamari (2018) in
Nigeria found that Big 4 had a significant positive
effect on real activities manipulation, i.e., non-Big 4
auditors were more likely to mitigate real earnings
manipulation because they possess better knowledge
of the local operating environment. Huguet and
GandĂ­a (2016) using a sample of Spanish SMEs
showed a positive effect of big 4 on abnormal
working capital accruals.
Jerry and Saidu (2018) using a sample of quoted
insurance companies in Nigeria and Ordinary Least
Square technique showed a positive significant
impact of audit firm size on financial reporting
quality. Similarly, Burnett, Cripe, Martin, and
McAllister (2012) using accretive stock repurchases
to proxy real earnings management found that firms
with high audit quality are more likely to use
accretive stock repurchases. This is consistent with
the study by Cohen and Zarowin (2010) using a
sample of SEO firms in the U.S. from 1987 to 2006
revealed a significant positive effect of Big 8 auditors
on real earnings management (i.e., sum of abnormal
discretionary expenses, abnormal production cost,
and abnormal operating cash flows).
Recommendations
Based on the above results, the study recommended
accordingly that;
1. Shareholders during Annual General Meeting
(AGM) may also seek the adoption of joint
auditors to strengthen audit quality and cushion
against shocks from manipulative practices of
managers or the lack of independence from
continued engagement of particular audit firms.
2. Auditors need to be watchful: The transition to
IFRS despite having improved the transparency in
financial reporting, however, still presents
loopholes for managers to engagement in other
forms of earnings management. And yet, in other
countries evidence also abounds of lack of
improvement in audit quality after a transition (cf.
Carp & Istrate, 2019). Therefore, audit firms
International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD43847 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 416
should employ data mining techniques and
technology in this era of digitalisation to further
dig out information during audit exercise.
References
[1] Alhadab, M.and Clacher, I. (2018). The impact
of audit quality on real and accrual earnings
management around IPOs. The British
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[2] Badertscher, B. A. (2011). Overvaluation and
choice of alternative earnings management
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[3] Barua, A., Lin, S. and Sbaraglia, A. S. (2010).
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[4] Berglund, N. R., Eshleman, J. D.and Guo, P.
(2018). Auditor size and going concern
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[5] Chi, W., Lisic, L. L.and Pevzner, M. (2011). Is
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A. (2020). The impact of audit quality, audit
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[14] Hassan, S. U. (2013). Financial reporting
quality, does monitoring
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[15] Huguet, D.and GandĂ­a, J. L. (2016). Audit and
earnings management in Spanish SMEs. BRQ
Business Research Quarterly, 19(3), 171-187.
[16] Ilaboya, O. J.and Ohiokha, F. I. (2014). Audit
firm characteristics and audit qualityin Nigeria.
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Economics Research, 3(5), 187-195. doi:
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[17] Ilaboya, O. J.and Okoye, F. A. (2015).
Relationship between audit firm size, non-audit
services and audit quality. DBA Africa
Management Review, 5(1), 1-10.
[18] Jerry, M.and Saidu, S. (2018). The impact of
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listed insurance companies in Nigeria. Iranian
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Finance, 2(1).
[19] Jiang, J., Wang, I. Y.and Wang, K. P. (2019).
Big N auditors and audit quality: New evidence
from quasi-experiments. The Accounting
Review, 94(1), 205-227.
[20] Li, S., Ding, F., Liu, Q., Qiao, Z.and Chen, Z.
(2021). Can financial analysts constrain real
earnings management in emerging markets?
Evidence from China. Asia-Pacific Journal of
Accounting & Economics, 1-19.
[21] Lawrence, A., Minutti-Meza, M., & Zhang, P.
(2011). Can Big 4 versus non-Big 4 differences
in audit-quality proxies be attributed to client
characteristics?. The Accounting Review, 86(1),
259-286.
[22] Le, M., Tran, T.and Ngo, T. (2021). Innovation
and earnings quality: A Bayesian analysis of
listed firms in Vietnam. In Data Science for
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@ IJTSRD | Unique Paper ID – IJTSRD43847 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 417
Financial Econometrics (pp. 473-491).
Springer, Cham.
[23] Lopes, A. P. (2018). Audit quality and earnings
management: Evidence from Portugal. Athens
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and the non-Big 4 auditor clientele effect.
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(2002). Earnings management: the effects of
national audit environment, audit quality and
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earnings and special items. The Accounting
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[27] Mussalo, V. (2015). The Effect of Earnings
Management on Audit Fees: Evidence from the
Manufacturing Industry (Unpublished Master’s
Thesis). Department of Accounting, Aalto
University, School of Business.
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– Based earnings management of quoted
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Determinants of auditors choice in Nigerian
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quality of financial reporting in listed Nigerian
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(2019). Measuring audit quality. Available
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(2018). Can Big 4 auditors mitigate the real
earnings management? Evidence from Nigerian
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[34] Vann, C. E.and Presley, T. (2018). Big 4
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reporting regimes: cross-country empirical
evidence. Journal of Managerial Issues, 30(3),
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Effect of Abnormal Cash Flow Quality on Big 4 and Non Big 4 Audited Firms in Nigeria

  • 1. International Journal of Trend in Scientific Research and Development (IJTSRD) Volume 5 Issue 5, July-August 2021 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470 @ IJTSRD | Unique Paper ID – IJTSRD43847 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 408 Effect of Abnormal Cash Flow Quality on Big 4 and Non-Big 4 Audited Firms in Nigeria Anazonwu, Helen O.; Egbunike, Patrick A. Department of Accountancy, Nnamdi Azikiwe University, Awka, Nigeria ABSTRACT This study compare financial reporting quality of Big 4 audited and non-Big 4 audited firms in Nigeria. Specifically, compares the abnormal operating cash flow quality, and abnormal production expenditure quality, and unexpected core earnings of Big 4 and non- Big 4 audited firms. The study adopts the ex-post facto research design; as the goal is not manipulate any variable but rather establish comparative difference. The population comprised of quoted manufacturing firms and the sample restricted to a purposive sample of 62 firms from 6 sectors listed on the Nigerian Stock Exchange (NSE). The study utilized secondary data retrieved from annual financial statements of the sampled firms. The data were analyzed using several techniques such as multiple regression, and correlation. The results showed a statistically significant difference in abnormal operating cash flow quality of Big 4 and non-Big 4 audited firms; a statisticallysignificant difference in abnormal production expenditure quality of Big 4 and non-Big 4 audited firms. Based on this, the study recommends that shareholders during Annual General Meeting (AGM) may also seek the adoption of joint auditors to strengthen audit quality and cushion against shocks from manipulative practices of managers or the lack of independence from continued engagement of particular audit firms. KEYWORDS: Abnormal operating cash flow quality, Abnormal production expenditure quality, and unexpected core earnings of Big 4 and non-Big 4 audited firms How to cite this paper: Anazonwu, Helen O. | Egbunike, Patrick A. "Effect of Abnormal Cash Flow Quality on Big 4 and Non-Big 4 Audited Firms in Nigeria" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456- 6470, Volume-5 | Issue-5, August 2021, pp.408-417, URL: www.ijtsrd.com/papers/ijtsrd43847.pdf Copyright Š 2021 by author (s) and International Journal of Trend in Scientific Research and Development Journal. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0) (http://creativecommons.org/licenses/by/4.0) INTRODUCTION Available studies have shown evidence that firms which engage the Big 4 audit firms are committed to high quality financial reporting and provide stakeholders with wider proprietary information (Hasan, Kassim and Hamid, 2020). For instance, the study by Hasan, Kassim, and Hamid (2020) in China found evidence that appointment of Big 4 auditors enables a firm to detect losses earlier and thus reduce the incidence of earnings management. This may be premised on the fact that Big 4 firms earn revenues up to four times that of Non-Big 4 firms, and thus, have more resources to commit to an engagement (Vann and Presley, 2018). They also face greater exposure to reputational risk from failed audits when compared to Non-Big 4 firms (Vann and Presley, 2018). Also, their international presence enables them to move expertise and personnel to countries where certain proficiencies are deficient (Otuya, 2019). However, there are also arguments that support the comparability of services offered by non-Big 4 over the Big 4. First, all firms are subject to the same regulatory and professional standards (Lawrence, Minutti-Meza and Zhang, 2011). Second, non-Big 4 auditors have “superior knowledge of local markets and better relation with their clients” (Louis, 2005). Zhan, Her, and Chen (2020) found no significant differences in probability of reported losses and discretionary accruals between big 5 and non-big 5 audit firms. In the light of the above, the study sought to comparatively evaluate financial reporting quality of manufacturing firms on the Nigerian Stock Exchange audited by either the Big 4 or non-Big 4 firms. In the Nigerian context, studies have evaluated financial reporting quality of manufacturing firms and choice of a particular audit firm (Hassan, 2013; Eniola and Ajayi, 2018; Olowookere and Inneh, IJTSRD43847
  • 2. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD43847 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 409 2016). These studies have mainly used the Big N proxy as a surrogate for audit firm quality. These include studies by Jerry and Saidu (2018) and Ilaboya and Ohiokha (2014). However, authors such as Rajgopal, Srinivasan, and Zheng (2019) argue that the Big N variable “is an indicator variable without much nuance because it is not an engagement specific measure”. Firms use multiple earnings management strategies to alter their earnings and distort financial reporting quality, i.e., accrual-based, real earnings management or classification shifting (Badertscher, 2011). While prior literature mainly focuses on accrual-based or real earnings manipulation, such as studies by Sani, Latif, and Al-dhamari (2018) that analyzed real earnings management; and, Jerry and Saidu (2018) that analyzed accruals quality as proxy for financial reporting quality. This study determines the effect of financial reporting on Big 4 and non-Big 4 audited manufacturing firms. Specifically, the study intended to: 1. Compare abnormal operating cash flow qualityof Big 4 and non-Big 4 audited manufacturing firms. 2. Compare abnormal production expenditure quality of Big 4 and non-Big 4 audited manufacturing firms. Review of Related Literature Abnormal operating cash flow The CFO is expressed as a linear function of sales and change in sales (Mussalo, 2015; Roychowdhury, 2006). To estimate this model, the cross-sectional regression for each industry and year specified below (Cohen and Zarowin, 2010): CFOit = Îą + β0 1 + β1 Salesit + β2 ∆Salesit + Îľ i, t Assetsit-1 Assetsit-1 Assetsit-1 Assetsit-1 Where: CFO it is the operating cashflow of firm i in year t; Assets it-1 is total assets of firm i in year t-1; Sales it is the revenue of firm i in year t; ∆Sales it is the change in revenues of firm i in year t. The abnormal CFO is actual CFO minus the normal level of CFO calculated using the estimated coefficients (Cohen and Zarowin, 2010). The residual of the above model is the measure of financial reporting quality in the study (Le, Tran, and Ngo, 2021). They further stated that accelerating the timing of sales through increased price discounts or more lenient credit terms. Such discounts and lenient credit terms will temporarily increase sales volumes, but these are likely to disappear once the firm reverts to old prices. The additional sales will boost current period earnings, assuming the margins are positive. However, both price discounts and more lenient credit terms will result in lower cash flows in the current period Abnormal production expenditure Production costs are defined as the sum of cost of goods sold (COGS) and change in inventory during the year (Cohen and Zarowin, 2010). The production costs is expressed as a linear function of sales, change in sales, and lagged change in sales (Mussalo, 2015; Roychowdhury, 2006). PRODit = Îą + β0 1 + β1 Salesit + β2 ∆Salesit + β3 ∆Salesit-1 + Îľ i, t Assetsit-1 Assetsit-1 Assetsit-1 Assetsit-1 Assetsit-1 Where: PROD it is the production costs of firm i in year t which is equal to sum of Cost of Goods Sold (COGS) and ∆INV it; Assets it-1 is total assets of firm i in year t-1; Sales it is the revenue of firm i in year t; ∆Sales it is the change in revenues of firm i in year t; ∆Sales it-1 is the change in the revenues of firm i in year t-1. The abnormal production expenditure is actual production expenditure minus normal level of production expenditure calculated using the estimated coefficients (Cohen and Zarowin, 2010). The residual from the above model is the measure of financial reporting quality in the study (Le, Tran, and Ngo, 2021). Cohen and Zarowin (2010) observed that managers may lower cost of goods sold by increasing production. When managers produce more units, they can spread the fixed overhead costs over a larger number of units, thus lowering fixed costs per unit. As long as the reduction in fixed costs per unit is not offset by any increase in marginal cost per unit, total cost per unit declines. This decreases reported COGS and the firm can report higher operating margins. However, the firm will still incur other production and holding costs that will lead to higher annual production costs relative to sales, and lower cash flows from operations given sales levels. PPOIY T8YY
  • 3. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD43847 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 410 Empirical studies Using empirical data from China, Li, Ding, Liu, Qiao, and Chen (2021) conducted a study titled ‘Can financial analysts constrain real earnings management in emerging markets? Evidence from China’. The authors examined the effect of financial analysts on earnings management. The study relied on secondary data which was analysed using multiple regression technique. The results showed a negative relationship between analyst coverage and real earnings management, within the full and sub-sample of firms meeting or beating earnings benchmarks. Le, Tran, and Ngo (2021) undertook a study titled ‘Innovation and earnings quality: A Bayesian analysis of listed firms in Vietnam’. The final sample comprised of 591 firms from Hochiminh Stock Exchange and Hanoi Stock Exchange. The study relied on secondarydata obtained from Thompson Reuters. The data were analysed using multiple regression technique. The results showed a positive correlation between innovation and earnings quality. The results were also consistent when using the alternative proxies of earnings quality, i.e., abnormal discretionary expenses, abnormal production cost, and abnormal operating cash flows. However, the control variable of size was negative in the three models. Eilifsen and KnivsflĂĽ (2021) conducted a study titled ‘Core earnings management: How do audit firms interact with classification shifting and accruals management?’ The sample comprised of 285 Norwegian public companies, i.e., 1,969 firm-year observations for the period 2000 to 2015. The results showed that a positive association between classification shifting (CS) and large equity issues, and the association strengthens when core accruals management (CACM) is low but disappears when CACM is high. The results showed that for clients of Big 4 and industry-specialized audit firms, when CACM is low (high), CS is high (low), suggesting that these auditees associate with CS substituting CACM. Hasan, Kassim, and Hamid (2020) conducted a study titled ‘The impact of audit quality, audit committee and financial reporting quality: Evidence from Malaysia’. The sample comprised of 814 companies listed on the Bursa Malaysia Exchange for the period 2013 to 2018. The study relied on secondary data from annual reports. The data were analysed using multiple regression technique. The results showed that interaction of audit quality (proxied as big 4) and audit committee independence, audit quality (proxied as big 4) and audit committee financial expertise, audit quality (proxied as big 4) and audit committee size had a significant positive effect on financial reporting quality (proxied as real earnings management). However, the interaction of audit quality (proxied as big 4) and audit committee size had a significant negative effect on financial reporting quality. Zandi, Sadiq, and Mohamad (2019) undertook a study titled ‘Big-Four auditors and financial reporting quality: Evidence from Pakistan’. The sample comprised of 220 non-financial firms listed in Pakistan Stock Exchange (PSE). The study utilised secondary data; obtained from annual reports and accounts from the year 2009 to 2016. The data were analysed using multiple regression technique. The results showed that Big 4 proxy is negatively related to accruals earnings management; but, positively related to real earnings management among the sampled firms. Otuya (2019) undertook a study titled ‘Auditors’ independence and quality of financial reporting in listed Nigerian manufacturing companies’. The study adopted content analysis research design. The study relied on secondary data; obtained from annual reports for the period 2013 to 2017. The data were analysed using descriptive, correlation and regression analysis. The results showed that auditor’s status, i.e., Big 4 or Non Big 4 has a significant negative relationship with quality of financial reporting. Using an experimental research design, the study by Jiang, Wang, and Wang (2019) conducted a study on ‘Big N auditors and audit quality: New evidence from quasi-experiments’. They utilized a sample of 331 treatment firms that switched to Big N auditors due to the exogenous shocks imposed by Big N acquisitions. The study analyzed the secondary data using a difference-in-difference approach. The results showed that for the treatment firms’ audit quality improved after switching to Big N auditors. The cross-sectional analyses suggest that the improvement is likely due to competence of Big N auditors' rather than industry-specific expertise. Sani, Latif, and Al-dhamari (2018) conducted a study titled ‘Can Big 4 auditors mitigate the real earnings management? Evidence from Nigerian listed firms’. The sample comprised of 80 non-financial companies listed on the floor of Nigerian Stock Exchange. The study relied on secondary data; obtained from annual reports for the years 2012 to 2016. The data were analysed using panel data regression with standard error. The regression results showed that Big 4 proxy had a significant positive influence on real activities manipulation at 1% level, i.e., Non Big 4 auditors were more likely to mitigate real earnings manipulation because they possess better knowledge of the local operating environment compared to Big4 auditors. Jerry and Saidu (2018) undertook a study titled ‘The impact of audit firm size on financial reporting quality of listed insurance companies in Nigeria’. The sample comprised of 13 insurance companies quoted on the Nigerian Stock Exchange. The study relied on secondary data obtained from annual reports and accounts for a period of eight years (2008 to 2015). The data were analysed using Ordinary Least Square technique. The results showed that audit firm size had a positive significant impact on financial reporting quality. Lopes (2018) undertook a study titled ‘Audit qualityand earnings management: Evidence from
  • 4. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD43847 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 411 Portugal’. The sample is composed of 4723 companies. The study relied on secondary data; obtained from SABI (Iberian Balance Sheet Analysis System) database from 2013 to 2015. The data were analysed using multiple linear regression technique. The results showed that firms audited by Big 4 were more likely to have lower levels of manipulation than non-Big 4 audited firms. Berglund, Eshleman, and Guo (2018) conducted a study titled ‘Auditor size and going concern reporting’. The authors showed how controlling for a firm’s financial health reveal a positive relationship between auditor size and propensity to issue a going concern opinion. Additional analysis reveals that Big 4 auditors are more likely than mid-tier auditors (Grant Thornton and BDO Seidman) to issue going concern opinions to distressed clients. We also find that, compared to other auditors, the Big 4 are less likely to issue false-positive (Type I error) going concern opinions. We find no evidence that the Big 4 are more or less likely to fail to issue a going concern opinion to a client that eventually files for bankruptcy (Type II error). This form of earnings manipulation is prevalent with IFRS adoption (Noh, Moon and Parte, 2017) mainly because it gives room for managerial discretion and mostly used by firms that cannot use accruals to manage earnings (Barua, Lin and Sbaraglia, 2010; Fan, Barua, Cready and Thomas, 2010; McVay, 2006). In the light of the above, the present study seeks to compare the financial reporting quality of firms audited by Big 4 and non- Big 4 firms. Methodology The study adopts the ex-post facto research design. The design is suitable because the researcher is interested in establishing the causal relationship among the dependent and independent variables. Population of the Study The population of the study comprised of selected quoted firms on the Nigerian Stock Exchange (NSE) as at end of 2020 financial year-end. The number of firms under the various sectors that constitute the population of this study is shown in the table below: Table.1: Firms by sector included in the population S/No Sector No. of firms 1 Agriculture 5 2 Conglomerates 5 3 Consumer Goods 20 4 Health Care 10 5 ICT 9 6 7 8 Industrial Goods Oil & Gas Others (e.g., Printing Press, Leasing, Hotel & Fast food, Mining & Exploration) 13 12 16 Total 90 Source: The Nigerian Stock Exchange Website (2021) Table 2: Firms excluded from the population S/No Sector No. of firms 1 Financial Services 52 2 Services 25 3 Construction/Real Estate 9 4 Natural Resources 4 Source: The Nigerian Stock Exchange Website (2021) This approach is consistent with prior studies which eliminate firms from the financial sector because of a different regulatory environment, and also difficulty in estimating discretionary accruals for these firms (Abid, Shaique and Anwar-ul-Haq, 2018; Tsipouridou and Spathis, 2012). However, the following sectors inclusive of Financial Services, Services, Construction/Real Estate, and Natural Resources were excluded from the final sample due to a large dissimilarity in reporting and business practices. Sample Size of the Study The sample size for the current study was de-limited to the ninety (90) companies using purposive sampling technique; based on the availability of financial data and premised on the relative classification of the firms (based on the nature and description of activities) as shown on the Nigerian Stock Exchange (NSE) website. The details of the companies that form the sample are shown in Appendix I. The sampling frame with respect to the
  • 5. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD43847 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 412 population is approximately 50% of the entire quoted firms on the Nigerian Stock Exchange. However, in the analysis companies without a minimum of two years of required financial data are eliminated in order to avoid a bias of results. The study relied on secondary data, obtained from secondary sources such as Annual Financial Reports. The data were extracted specifically from the Statement of Financial Position, Statement of Profit or Loss and Comprehensive Income, and Statement of Cash flows in order to compute the selected ratios and measures. Methods of Data Analysis The study employed several techniques to analyze the data. First, descriptive statistics were computed such as the mean, median, standard deviation, minimum, maximum values, and Skewness-Kurtosis statistics, etc. Second, the correlation matrix was computed to measure the correlation between the dependent and independent variables. The strength of ‘multiple regression models’ is its ability to analyze several variables simultaneously (Mussalo, 2015). Furthermore, the goodness of fit of the model was tested using the Coefficient of Determination (R-squared). The analysis was performed using the E-Views version 9 software. The variables are discussed in the Table below: Data analysis and interpretation of Results Hypothesis one H03: There is no statistically significant difference in abnormal operating cash flowqualityofBig4andnon- Big 4 audited firms. Table 4: Cross-section regression output for hypothesis three Dependent Variable: Abnormal Operating Cashflow Method: Panel EGLS (Cross-section weights) Date: 04/25/21 Time: 09:40 Sample: 2010 2019 Periods included: 10 Cross-sections included: 75 Total panel (unbalanced) observations: 728 Variable Coefficient Std. Error t-Statistic Prob. C 0.158206 0.022448 7.047833 0.0000 ROCE 5.69E-05 3.71E-05 1.536000 0.1250 EAPS 0.000103 0.000406 0.252265 0.8009 RETA 4.10E-05 0.000119 0.345331 0.7299 BODS 0.001041 0.001003 1.037036 0.3001 BMET 0.004251 0.002244 1.894556 0.0586 DRSA -0.003340 0.001207 -2.766912 0.0058 REVG -5.54E-05 7.13E-05 -0.777794 0.4369 FSIZ -0.037599 0.002922 -12.86931 0.0000 FIRA 0.003549 0.000189 18.75700 0.0000 DETE -2.18E-07 2.94E-06 -0.074340 0.9408 DETA -0.000399 6.20E-05 -6.429590 0.0000 Big 4 vs. Non-Big 4 0.020858 0.003253 6.411842 0.0000 Weighted Statistics R-squared 0.411770 Mean dependent var -0.022692 Adjusted R-squared 0.401897 S.D. dependent var 0.180760 S.E. of regression 0.133795 Sum squared resid 12.79938 F-statistic 41.70921 Durbin-Watson stat 0.642277 Prob(F-statistic) 0.000000 Unweighted Statistics R-squared 0.156388 Mean dependent var 0.018989 Sum squared resid 14.53675 Durbin-Watson stat 0.543570 Source: E-Views 9
  • 6. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD43847 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 413 Interpretation: The regression model shown above with the one IV and eleven CVs, as follows: return on capital employed, earnings per share, return on asset, board size, board meeting, board remuneration, revenue growth, log of total asset, firm listing age, debt to equity, and debt to asset. In model validation, the following are considered: ANOVA represented as F-statistics, the coefficient of determination R2 and the adjusted R2 are used. As shown above, the R-squared is 0.4118 (unweighted: 0.1564) and the adjusted R-squared which takes care of error is 0.4019. Therefore, on approximate basis the independent and control variables account for 40% variation in the dependent variable. And, the F-statistic has a value of 41.709 with p-value less than .05 (i.e., margin of error), confirms the statistical significance of the model. Decision rule: The coefficient of the variable of interest: Big 4 vs. Non-Big 4 was (-0.021) and t-statistic (6.411) is positive and statistically significant (p-value <.05). Therefore, the alternate hypothesis is accepted and null rejected; there ‘is a statistically significant difference in abnormal operating cash flow quality of Big 4 and non-Big 4 audited firms’. Hypothesis Two H04: There is no statistically significant difference in abnormal production expenditure quality of Big 4 and non-Big 4 audited firms. Table 5: Cross-section regression output for hypothesis four Dependent Variable: Abnormal Production Expenditure Method: Panel Least Squares Date: 04/25/21 Time: 09:12 Sample: 2010 2019 Periods included: 10 Cross-sections included: 75 Total panel (unbalanced) observations: 728 Variable Coefficient Std. Error t-Statistic Prob. C -0.400024 0.092900 -4.305967 0.0000 ROCE -0.000228 0.000129 -1.762673 0.0784 EAPS -0.004958 0.001792 -2.766620 0.0058 RETA -0.001873 0.000701 -2.673217 0.0077 BODS -0.017905 0.003909 -4.580433 0.0000 BMET -0.006038 0.007676 -0.786621 0.4318 DRSA -0.002987 0.002924 -1.021592 0.3073 REVG -0.001387 0.000127 -10.94022 0.0000 FSIZ 0.083098 0.014469 5.743220 0.0000 FIRA -0.000257 0.000688 -0.373209 0.7091 DETE 2.91E-06 7.60E-05 0.038322 0.9694 DETA 0.000983 0.000328 2.997993 0.0028 Big 4 vs. Non-Big 4 -0.051430 0.020049 -2.565265 0.0105 R-squared 0.242038 Mean dependent var -0.011281 Adjusted R-squared 0.229317 S.D. dependent var 0.271253 S.E. of regression 0.238129 Akaike info criterion -0.014312 Sum squared resid 40.54440 Schwarz criterion 0.067658 Log likelihood 18.20955 Hannan-Quinn criter. 0.017317 F-statistic 19.02657 Durbin-Watson stat 1.110049 Prob(F-statistic) 0.000000 Source: E-Views 9 Interpretation: The regression model shown above with the one IV and eleven CVs, as follows: return on capital employed, earnings per share, return on asset, board size, board meeting, board remuneration, revenue growth, log of total asset, firm listing age, debt to equity, and debt to asset. In model validation, the following are considered: ANOVA represented as F-statistics, the coefficient of determination R2 and the adjusted R2 are used. As shown
  • 7. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD43847 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 414 above, the R-squared is 0.2420 and the adjusted R-squared which takes care of error is 0.2293. Therefore, on approximate basis the independent and control variables account for 23% variation in the dependent variable. And, the F-statistic has a value of 19.027 with p-value less than .05 (i.e., margin of error), confirms the statistical significance of the model. Decision rule: The coefficient of the variable of interest: Big 4 vs. Non-Big 4 was (-0.051) and t-statistic (-2.565) is negative and statistically significant (p-value <.05). Therefore, the alternate hypothesis is accepted and null rejected; there ‘is a statistically significant difference in abnormal production expenditure quality of Big 4 and non-Big 4 audited firms’. Discussion of Result The first hypothesis showed a positive statistically significant difference in abnormal operating cash flow quality of Big 4 and non-Big 4 audited firms. The result infers that ABOCF is significantly similar among companies hiring the Big 4 audit compared to companies using non-Big 4 audit firms. As stated in Chi, Lisic, and Pevzner (2011) high quality auditors often constrain accrual-based manipulation, therefore, their clients switch to higher levels of real earnings management. However, Li, Ding, Liu, Qiao, and Chen (2021) in China find that analysts revise their earnings forecasts downward for firms with aggressive real earnings management. Burnett, Cripe, Martin, and McAllister (2012) found that firms with high quality audits were more likely to use accretive stock repurchases, i.e., a form of real earnings management and less likely to use accrual- based earnings management to meet or beat consensus analysts' forecasts. Francis and Wang (2004) and Maijoor and Vanstraelen (2002) suggests that Big 4 auditors are not equally conservative across different audit environments with regard to constraining earnings management in public firms. The control variables showed that ROCE, EAPS and RETA had positive non-significant effects. The variables BODS and BMET were positive with the latter significant @ 10%; and, DRSA was negative and significant at 5%. REVG and FSIZ were positive with the latter significant @ 5%; while, FIRA was positive and significant at 5%. The capital structure variables, i.e., DETE and DETA were negative and the latter significant at 5%. This is consistent with Chi, Lisic, and Pevzner (2011) that found a positive association between REM and high-quality auditors. Zandi, Sadiq, and Mohamad (2019) using a sample of non-financial firms listed in Pakistan Stock Exchange (PSE) found that Big 4 proxy is positively related to real earnings management. Le, Tran, and Ngo (2021) using a sample of Vietnamese firms from Hochiminh and Hanoi Stock Exchanges found a positive correlation between innovation and abnormal operating cash flows. Hasan, Kassim, and Hamid (2020) examined interaction of audit quality, audit committee and financial reporting quality in Malaysia. The results showed that interaction of audit quality (proxied as big 4) and audit committee independence, audit quality and audit committee financial expertise, audit quality and audit committee size had a significant positive effect on financial reporting quality (proxied as real earnings management). In Nigeria, studies by Sani, Latif, and Al-dhamari (2018) using a sample of non-financial firms and Jerry and Saidu (2018) using a sample of insurance companies found that Big 4 proxy had a significant positive influence on real activities manipulation at 1% and 5% level. Alhadab and Clacher (2018) using a sample of IPOs listed on the London Stock Exchange (LSE) over the period 1998 to 2008 finds that the Big-N audit firms had a positive significant effect on abnormal cashflows from operations. Huguet and GandĂ­a (2016) using a sample of Spanish SMEs found a positive effect of big 4 on abnormal working capital accruals and abnormal accruals. Burnett, Cripe, Martin, and McAllister (2012) showed that firms with high audit quality were more likely to use accretive stock repurchases. Cohen and Zarowin (2010) using a sample of 1,511 SEO firms from Compustat annual industrial and research files found a significant positive effect of Big 8 auditors on real earnings management (i.e., sum of abnormal discretionary expenses, abnormal production cost, and abnormal operating cash flows). However, contrary results were reported in Otuya (2019) in Nigeria showed that auditor’s status, i.e., Big 4 or Non Big 4 had a significant negative relationship with financial reporting quality. Khanh and Khuong (2018) using a sample of firms in Vietnam found that a positive effect of profitability on real earnings management. However, no difference was observed between Big 4 and Non-big 4 in curtailing real earnings management. Comprix and Huang (2015) found no evidence that small audit firms are associated with real activity manipulation using propensity score matching. Okolie (2014) in Nigeria found a significant negative effect of audit firm size on cash-based earnings management. Berglund, Eshleman, and Guo (2018) found evidence that Big 4 auditors are more likely than mid-tier
  • 8. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD43847 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 415 auditors (Grant Thornton and BDO Seidman) to issue going concern opinions to distressed clients. Using an experimental research design, Jiang, Wang, and Wang (2019) showed that for the treatment firms’ audit quality improved after switching to Big N auditors. Using data from Chinese firms, Li, Ding, Liu, Qiao, and Chen (2021) found that real earnings management impairs companies’ profitability. This contrasts with the present study that found a positive effect of ROCE, EAPS and RETA. Lopes (2018) using a sample of 4,723 firm year observations in Portugal found that Big 4 audited firms were more likely to have lower levels of manipulation than non- Big 4 audited firms. This is consistent with the study by Berglund, Eshleman, and Guo (2018) that finds that big 4 were less likely to issue false-positive (Type I error) going concern opinions than non-big 4. The second hypothesis showed a negative statistically significant difference in abnormal production expenditure quality of Big 4 and non-Big 4 audited firms. The result infers that ABPE is significantly lower among companies hiring Big 4 audit firms compared to non-Big 4 clients. Evidence of REM is consistent with the study of Chi, Lisic, and Pevzner (2011), that high quality auditors constrain accrual- based manipulation, as such; their clients switch to higher levels of real earnings management. Burnett, Cripe, Martin, and McAllister (2012) found that firms with high quality audits were more likely to use accretive stock repurchases, i.e., a form of real earnings management and less likely to use accrual- based earnings management to meet or beat consensus analysts' forecasts. The control variables showed that ROCE, EAPS and RETA had negative significant effect; while, ROCE was significant @ 10%. BODS and BMET were negative with the former significant @ 5%; and, DRSA was negative and non-significant. REVG was negative and significant at 5%. FSIZ was positive and significant @ 5%; while, FIRA was negative and non- significant. The capital structure variables, i.e., DETE and DETA were positive and the latter significant at 5%. Using a moderating regression approach, the study by Hasan, Kassim, and Hamid (2020) in Malaysia found that interaction of audit quality (proxied as big 4) and audit committee size had a significant negative effect on financial reporting quality. Otuya (2019) using a sample of listed Nigerian manufacturing companies found that auditor’s status, i.e., Big 4 or Non Big 4 has a significant negative relationship with financial reporting quality. The cross-sectional analyses by Jiang, Wang, and Wang (2019) suggest that improvement is likely due to competence of Big N auditors’ rather than industry-specific expertise. However, this is contrary to, Tran, and Ngo (2021) in Vietnam that showed a positive correlation between innovation and earnings quality, abnormal production cost. Zandi, Sadiq, and Mohamad (2019) using a sample of non-financial firms in Pakistan found that Big 4 is positively related to real earnings management. Alhadab and Clacher (2018) using a sample of IPO firms on the London Stock Exchange (LSE) showed that Big-N audit firms had a positive significant effect on abnormal cashflows from operations. Sani, Latif, and Al-dhamari (2018) in Nigeria found that Big 4 had a significant positive effect on real activities manipulation, i.e., non-Big 4 auditors were more likely to mitigate real earnings manipulation because they possess better knowledge of the local operating environment. Huguet and GandĂ­a (2016) using a sample of Spanish SMEs showed a positive effect of big 4 on abnormal working capital accruals. Jerry and Saidu (2018) using a sample of quoted insurance companies in Nigeria and Ordinary Least Square technique showed a positive significant impact of audit firm size on financial reporting quality. Similarly, Burnett, Cripe, Martin, and McAllister (2012) using accretive stock repurchases to proxy real earnings management found that firms with high audit quality are more likely to use accretive stock repurchases. This is consistent with the study by Cohen and Zarowin (2010) using a sample of SEO firms in the U.S. from 1987 to 2006 revealed a significant positive effect of Big 8 auditors on real earnings management (i.e., sum of abnormal discretionary expenses, abnormal production cost, and abnormal operating cash flows). Recommendations Based on the above results, the study recommended accordingly that; 1. Shareholders during Annual General Meeting (AGM) may also seek the adoption of joint auditors to strengthen audit quality and cushion against shocks from manipulative practices of managers or the lack of independence from continued engagement of particular audit firms. 2. Auditors need to be watchful: The transition to IFRS despite having improved the transparency in financial reporting, however, still presents loopholes for managers to engagement in other forms of earnings management. And yet, in other countries evidence also abounds of lack of improvement in audit quality after a transition (cf. Carp & Istrate, 2019). Therefore, audit firms
  • 9. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD43847 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 416 should employ data mining techniques and technology in this era of digitalisation to further dig out information during audit exercise. References [1] Alhadab, M.and Clacher, I. (2018). The impact of audit quality on real and accrual earnings management around IPOs. The British Accounting Review, 50(4), 442-461. [2] Badertscher, B. A. (2011). Overvaluation and choice of alternative earnings management mechanisms. The Accounting Review, 86(5), 1491-1518. [3] Barua, A., Lin, S. and Sbaraglia, A. S. (2010). Earnings management using discontinued operations. The Accounting Review, 85, 1485- 1509. [4] Berglund, N. R., Eshleman, J. D.and Guo, P. (2018). Auditor size and going concern reporting. Auditing: A Journal of Practice & Theory, 37(2), 1-25. [5] Chi, W., Lisic, L. L.and Pevzner, M. (2011). Is enhanced audit quality associated with greater real earnings management?. Accounting horizons, 25(2), 315-335. [6] Cohen, D. A.and Zarowin, P. (2010). Accrual- based and real earnings management activities around seasoned equity offerings. Journal of Accounting and Economics, 50(1), 2-19. [7] Comprix, J.and Huang, H. (2015). Does auditor size matter? Evidence from small audit firms. Advances in accounting, 31(1), 11-20. [8] Eilifsen, A.and KnivsflĂĽ, K. H. (2021). Core earnings management: How do audit firms interact with classification shifting and accruals management?. International Journal of Auditing, 25(1), 142-165. [9] Eniola, J. O.and Ajayi, C. O. (2018). Determinants of auditor choice in manufacturing firms in Nigeria. Accounting & Taxation Review, 2(2), 157-168. [10] Eshleman, J. D.and Guo, P. (2014). Do Big 4 auditors provide higher audit quality after controlling for the endogenous choice of auditor?. Auditing: A Journal of Practice & Theory, 33(4), 197-219. [11] Fan, Y., Barua, A., Cready, W. M.and Thomas, W. (2010). Managing earnings using classification shifting: Evidence from quarterly special items. The Accounting Review, 85, 1303-1323. [12] Francis, J.and Wang, D. (2004). Investor protection, auditor conservatism and earnings quality: Are Big 4 audit firms conservative only in the United States? Working Paper, University of Missouri-Columbia. [13] Hasan, S., Kassim, A. A. M.and Hamid, M. A. A. (2020). The impact of audit quality, audit committee and financial reporting quality: Evidence from Malaysia. International Journal of Economics and Financial Issues, 10(5), 272- 281. [14] Hassan, S. U. (2013). Financial reporting quality, does monitoring characteristics matter? An empirical analysis of Nigerian manufacturing sector. Business & Management Review, 3(2), 147-161. [15] Huguet, D.and GandĂ­a, J. L. (2016). Audit and earnings management in Spanish SMEs. BRQ Business Research Quarterly, 19(3), 171-187. [16] Ilaboya, O. J.and Ohiokha, F. I. (2014). Audit firm characteristics and audit qualityin Nigeria. International Journal of Business and Economics Research, 3(5), 187-195. doi: 10.11648/j.ijber.20140305.14 [17] Ilaboya, O. J.and Okoye, F. A. (2015). Relationship between audit firm size, non-audit services and audit quality. DBA Africa Management Review, 5(1), 1-10. [18] Jerry, M.and Saidu, S. (2018). The impact of audit firm size on financial reporting quality of listed insurance companies in Nigeria. Iranian Journal of Accounting, Auditing & Finance, 2(1). [19] Jiang, J., Wang, I. Y.and Wang, K. P. (2019). Big N auditors and audit quality: New evidence from quasi-experiments. The Accounting Review, 94(1), 205-227. [20] Li, S., Ding, F., Liu, Q., Qiao, Z.and Chen, Z. (2021). Can financial analysts constrain real earnings management in emerging markets? Evidence from China. Asia-Pacific Journal of Accounting & Economics, 1-19. [21] Lawrence, A., Minutti-Meza, M., & Zhang, P. (2011). Can Big 4 versus non-Big 4 differences in audit-quality proxies be attributed to client characteristics?. The Accounting Review, 86(1), 259-286. [22] Le, M., Tran, T.and Ngo, T. (2021). Innovation and earnings quality: A Bayesian analysis of listed firms in Vietnam. In Data Science for
  • 10. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD43847 | Volume – 5 | Issue – 5 | Jul-Aug 2021 Page 417 Financial Econometrics (pp. 473-491). Springer, Cham. [23] Lopes, A. P. (2018). Audit quality and earnings management: Evidence from Portugal. Athens Journal of Business & Economics, 4(2), 179- 192. [24] Louis, H. (2005). Acquirers’ abnormal returns and the non-Big 4 auditor clientele effect. Journal of Accounting and Economics, 40(1–3), 75-99. [25] Maijoor, S. J.and Vanstraelen, A. (2002). Earnings management: the effects of national audit environment, audit quality and international capital markets. METEOR, Maastricht University School of Business and Economics. [26] McVay, S. (2006). Earnings management using classification shifting: An examination of core earnings and special items. The Accounting Review, 81, 501-531. [27] Mussalo, V. (2015). The Effect of Earnings Management on Audit Fees: Evidence from the Manufacturing Industry (Unpublished Master’s Thesis). Department of Accounting, Aalto University, School of Business. [28] Okolie, A. O. (2014). Audit firm size and cash – Based earnings management of quoted companies in Nigeria. European Journal of Accounting Auditing and Finance Research, 2(5), 48-75. [29] Olowookere, J. K.and Inneh, G. E. (2016). Determinants of auditors choice in Nigerian quoted manufacturing companies. Research Journal of Finance and Accounting, 7(6), 49- 57. [30] Otuya, S. (2019). Auditors’ independence and quality of financial reporting in listed Nigerian Manufacturing Companies. International Journal of Accounting and Finance (IJAF), 8(1), 111-128. [31] Rajgopal, S., Srinivasan, S.and Zheng, X. (2019). Measuring audit quality. Available online at https://www.scheller.gatech.edu/academics/con ferences/Rajagopal-Srinivasan-Zheng.pdf. [32] Roychowdhury, S. (2006). Earnings management through real activities manipulation. Journal of Accounting and Economics, 42(3), 335-370. [33] Sani, A. A., Latif, R. A.and Al-dhamari, R. A. (2018). Can Big 4 auditors mitigate the real earnings management? Evidence from Nigerian listed firms. Asian Journal of Economics, Business and Accounting, 8(2), 1-10. [34] Vann, C. E.and Presley, T. (2018). Big 4 auditors, corporate governance, and earnings management under principles-and rules-based reporting regimes: cross-country empirical evidence. Journal of Managerial Issues, 30(3), 279-276. [35] Zandi, G., Sadiq, M.and Mohamad, S. (2019). Big-Four auditors and financial reporting quality: Evidence from Pakistan. Humanities & Social Sciences Reviews, 7(2), 369-375.