Econometric Model for Readjusting Significance Threshold Levels through Quick Audit Tests Used on Sustainable Companies
Abstract
:1. Introduction
2. Theoretical Background
2.1. A Brief Overview of the Scientific Field
2.2. Audit Risk, Materiality and the Professional Judgment of the Auditor
3. Methodology
- O1. To demonstrate the causality relationships between the existence of continuous errors in financial reporting and the inconsistency of audit opinions;
- O2. To demonstrate the economic sustainability of companies that improve their performances based on audit;
- O3. To demonstrate the economic resilience during a period of crisis of companies whose economic sustainability is improved based on audit techniques.
3.1. Sample
3.2. Measures
3.2.1. The Predicted Credit Worthiness Based on Maximizing the Gross Profit Rate in the Altman Model
- CW—credit worthiness;
- GP—gross profit;
- T—turnover.
- —the average credit worthiness;
- i—the number of analyzed companies, i ;
- t—the number of financial periods corresponding to the financial years from 2010 to 2018.
- —the average of the valid credit worthiness ratio;
- —the average of the invalid credit worthiness ratio.
3.2.2. The Representativity of the Operational Income Out of the Total Income
- L—the level of representativity of the operational income out of the total income;
- OI—operational income;
- TI—total income.
- —the average of the efficiency ratio;
- i—the number of analyzed companies, i ;
- t—the number of financial periods corresponding to the financial years from 2010 to 2018.
- —the average of the valid efficiency ratio;
- —the average of the invalid efficiency ratio.
3.2.3. The correlation of the Trend Curves of the Degree of Indebtedness and of the Amount of Total Expenditure in a Calendar Year
- Indeb—the expression in dynamics of the degree of indebtedness in connection with the sustainable use of resources that were reported based on the total expenditure indicator;
- TD* = = dynamics of debt accumulation;
- TE* = = the surplus of the sustainable usage of resources, which is shown by the dynamics of the total expenditure indicator.
- —the average of the indebtedness ratio in relationship with the sustainable use of resources;
- t—the number of financial periods corresponding to the financial years from 2010 to 2018.
- —the average efficiency valid ratio;
- —the average efficiency invalid ratio.
3.2.4. The Asset Liquidity Test
- L—the assets’ level of liquidity;
- CA—the value of the current assets;
- FA—the value of the fixed assets.
- —the average of the optimal liquidity ratio;
- i—the number of analyzed companies, i ;
- t—the number of financial periods corresponding to the financial years from 2010 to 2018.
- —the average valid liquidity ratio;
- —the average invalid liquidity ratio.
3.2.5. Limiting Mistakes and Fraud by Using Judicious Means of Establishing Provisions
- F—the limitation of mistakes and fraud based on the use of judicious means of establishing provisions;
- Pv—the level of the existing provisions at the end of the financial year;
- EQ—the value of the equities at the end of the financial year.
- —the average security ratio;
- i—the number of analyzed companies, i ;
- t—the number of financial periods corresponding to the financial years between 2010 and 2018.
- —the average valid security ratio;
- —the average invalid security ratio.
3.2.6. Human Resources Efficiency
- HRE—the expression in dynamics of the efficiency in using human resources, based on a uniform representation of the turnover in connection with the number of employees;
- = = the efficiency in using human resources at a certain moment in time;
- = = the efficiency in using human resources at a certain moment in time.
- —the average of the efficiency of human resources;
- i—the number of analyzed companies, i ;
- t—the number of financial periods corresponding to the financial years between 2010 and 2018.
- —the valid average of the efficiency in using human resources;
- —the invalid average of the efficiency in using human resources.
4. Results and Discussion
5. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
Appendix A
Authors, Year | Main Concepts | Results | Relevance and Impact on the Research Field |
---|---|---|---|
Azzali et al., 2018 [40] | Materiality, internal control and quality audit | The study shows that the most important driver of global quality of audit is the capability to detect significant accounts, and the qualitative risk factors are very important for the significance as such. Moreover, the results show that companies use a range of items, such as the quantitative income statement factors and the balance sheet factors, in order to connect the subsidiaries, accounts and processes coherently with the materiality principle. Finally, it is found that three factors (i.e., identifying subsidiaries, identifying significant accounts and associating accounts with processes) often have a direct relation with Scoping, Planning and Risk Assessment Quality. | High impact of useful findings about the relevance of qualitative and quantitative factors in the assessment of significance. In spite of the fact that it has a regional impact (Italy), it can be adapted to other countries. |
Commerford et al., 2018 [44] | Qualitative materiality, adjustment decisions and real earnings management | Results show that when auditors observe real earnings management, they perceive these operating decisions as aggressive. They make them perceive management as aggressive, as it ultimately leads to larger suggested adjustments on an unrelated audit difference. | Average impact of contributions made to the literature, showing that there is a connection between real earnings management and auditors’ response to management. |
Vieira et al., 2018 [47] | Materiality and audit risk | The finding boils down to the developed Significance Control Index (ISC) that can be used in auditing and easily understood by both auditors and stakeholders. It offers, on the one hand, transparency, security and flexibility in the implementation process and, on the other hand, a greater accuracy in sorting objects, which are evaluated by public or private companies. | High impact given by the methodology used in the development of the ISC. |
Choudhary et al., 2017 [38] | Auditor quantitative materiality judgments | The results show that looser materiality is associated with fewer audit hours and lower audit fees, thus supporting the construct validity of this measure. At the same time, looser significance judgments are associated with lower amounts of detected errors and a greater incidence of restatements, thus highlighting the importance of these decisions for financial reporting reliability. | High impact given by the results of this study, which links significance judgments with the financial reporting quality. This fact suggests the existence of a significant economic relationship between loose significance thresholds and the incidence of restatements. |
Ramalho and Pais, 2015 [46] | Materiality and audit risks | As far as quantitative significance is concerned, it was found that there were partial decreases in the level of the significance index in both the planning and the execution, in spite of the fact that the same benchmarks continue to be mostly used with the total assets by auditors. In terms of qualitative significance, there is evidence that there have been changes since the 2008 financial crisis in terms of an increase in the number of factors and the use of qualitative and quantitative factors in determining the significance of the audit. | The high impact of this study lies in the analysis of the effects of the 2008 financial crisis. We are trying to analyze the effects of the current crisis caused by the COVID-19 pandemic. |
Popa et al., 2013 [51] | Materiality and qualitative factors | The results indicate that there is a significant correlation between the level of significance and the business sectors that the audited companies are part of, the auditor’s experience in the field and the longevity of the relationship with the client. At the same time, the study emphasizes that there is no correlation between the level of significance and the stakeholders’ needs in the financial statements nor the management objectives. | High impact due to the fact that the study is based on a sample from Romania, determining the significance level in the audit by taking into consideration qualitative factors. |
Budescu et al., 2012 [45] | Materiality thresholds and audit risks | The findings show that the reduction of significance may increase or jeopardize the effectiveness of the audit. The auditor’s work can be achieved through the quality of internal control and as well as by supplementing more traditional audit tests that produce evidence less likely to be biased toward management. | High impact due to the final results that highlight ways of streamlining the auditor’s activity. |
Chen et al., 2010 [49] | Quality audit and client importance | Firstly, the results suggest that institutional auditors’ improvements lead to prioritizing of the costs by compromising quality over the economic benefits from important clients. Secondly, the impact of client importance in terms of audit decisions seems to be different for the individual auditor and for the office level. | Average impact based on the effects of the client’s importance on the auditor’s opinion. This may be a factor influencing the significance threshold in the audit. |
Li, 2009 [48] | Auditor’s independence and client’s importance | Results show no significant statistical association between the audit fees, the non-audit fees, or the total fees and the going-concern opinions in 2001. Instead, in 2003 results show a positive association between the audit (and total) fees and the going-concern opinions. The non-audit fees continue to be separated from the going-concern opinions. | Average impact based on the relationship between the auditor’s independence and the client’s importance, which can influence significance in audit. |
Ng and Tan, 2007 [11] | Qualitative materiality thresholds and audit adjustment decisions | The findings indicate that the improvement of the salience of a qualitative significance factor increases the auditors’ propensity to book the audit difference, but only for auditors with lower qualitative significance thresholds. At the same time, the findings suggest that the lack of attention given to the qualitative factor may, in part, explain why auditors waive such audit differences. | High impact given by the results of the study in terms of the ambiguities surrounding the materiality thresholds, which refer to the qualitative significance factors. |
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Fit Statistics | Mean | Minimum | Maximum | |||
Stationary R2 | 1000 | 1000 | 1000 | |||
R2 | 1000 | 1000 | 1000 | |||
RMSE | 7976 × 10−15 | 7976 × 10−15 | 7976 × 10−15 | |||
MAPE | 1146 × 10−14 | 1146 × 10−14 | 1146 × 10−14 | |||
MaxAPE | u3070 × 10−14 | 3070 × 10−14 | 3070 × 10−14 | |||
MAE | 4807 × 10−15 | 4807 × 10−15 | 4807 × 10−15 | |||
MaxAE | 1421 × 10−14 | 1421 × 10−14 | 1421 × 10−14 | |||
Normalized BIC | −63.991 | −63.991 | −63.991 | |||
Model | Number of Predictors | Model Fit statistics | Ljung-Box Q(18) | |||
Stationary R2 | Statistics | DF | Sig. | |||
INCGST_AVG-Model_1 | 9 | 1000 | 28,800 | 18 | 0.051 | |
Model | Number of Outliers | |||||
INCGST_AVG-Model_1 | 0 |
Indicator | Mean | Std. Deviation |
---|---|---|
INCGST_AVG | 41.4488% | 12.30927% |
FINSOL | 7.5644% | 398.50609% |
FINEFF | −2.3418% | 29.70878% |
INDEF | −26.9715% | 277.31825% |
FINSEC | 9.2783% | 129.47452% |
ASSLIQUID | 10.3665% | 54.79392% |
SECFE | 17.1440% | 141.01932% |
INCGST_AVG | FINSOL | FINEFF | INDEF | FINSEC | ASSLIQUID | SECFE | ||
---|---|---|---|---|---|---|---|---|
Pearson Correlation | INCGST_AVG a | 1000 | 0.022 | −0.106 | −0.288 | −0.283 | 0.132 | 0.049 |
FINSOL | 0.022 | 1000 | −0.274 | 0.102 | 0.144 | −0.012 | 0.002 | |
FINEFF | −0.106 | −0.274 | 1000 | −0.225 | 0.124 | 0.111 | −0.408 | |
INDEF | −0.288 | 0.102 | −0.225 | 1000 | 0.293 | 0.118 | 0.338 | |
FINSEC | −0.283 | 0.144 | 0.124 | 0.293 | 1000 | −0.008 | −0.124 | |
ASSLIQUID | 0.132 | −0.012 | 0.111 | 0.118 | −0.008 | 1000 | −0.220 | |
SECFE | 0.049 | 0.002 | −0.408 | 0.338 | −0.124 | −0.220 | 1000 | |
Sig. (1-tailed) | INCGST_AVG | - | 0.452 | 0.275 | 0.050 | 0.052 | 0.228 | 0.392 |
FINSOL | 0.452 | - | 0.059 | 0.284 | 0.208 | 0.474 | 0.495 | |
FINEFF | 0.275 | 0.059 | - | 0.101 | 0.243 | 0.266 | 0.008 | |
INDEF | 0.050 | 0.284 | 0.101 | - | 0.047 | 0.253 | 0.025 | |
FINSEC | 0.052 | 0.208 | 0.243 | 0.047 | - | 0.482 | 0.243 | |
ASSLIQUID | 0.228 | 0.474 | 0.266 | 0.253 | 0.482 | - | 0.106 | |
SECFE | 0.392 | 0.495 | 0.008 | 0.025 | 0.243 | 0.106 | - |
Model | R | R2 | Adjusted R2 | Std. Error of the Estimate | Change Statistics | |
R2 Change | F Change | |||||
1 | 0.440 a | 0.194 | 0.014 | 12.22042% | 0.194 | 1080 |
Model | Change Statistics | |||||
df1 | df2 | Sig. F Change | ||||
1 | 6 | 27 | 0.399 | 1839 | ||
Residuals statistics b | ||||||
Predicted Value | 18.7185% | 52.5181% | 41.4488% | 5.41590% | 34 | |
Residual | −24.30556% | 19.61656% | 0.00000% | 11.05379% | 34 | |
Std. Predicted Value | −4197 | 2044 | 0.000 | 1000 | 34 | |
Std. Residual | −1989 | 1605 | 0.000 | 0.905 | 34 |
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Grosu, V.; Mateș, D.; Zlati, M.-L.; Mihaila, S.; Socoliuc, M.; Ciubotariu, M.-S.; Tanasă, S.-M. Econometric Model for Readjusting Significance Threshold Levels through Quick Audit Tests Used on Sustainable Companies. Sustainability 2020, 12, 8136. https://doi.org/10.3390/su12198136
Grosu V, Mateș D, Zlati M-L, Mihaila S, Socoliuc M, Ciubotariu M-S, Tanasă S-M. Econometric Model for Readjusting Significance Threshold Levels through Quick Audit Tests Used on Sustainable Companies. Sustainability. 2020; 12(19):8136. https://doi.org/10.3390/su12198136
Chicago/Turabian StyleGrosu, Veronica, Dorel Mateș, Monica-Laura Zlati, Svetlana Mihaila, Marian Socoliuc, Marius-Sorin Ciubotariu, and Simona-Maria Tanasă. 2020. "Econometric Model for Readjusting Significance Threshold Levels through Quick Audit Tests Used on Sustainable Companies" Sustainability 12, no. 19: 8136. https://doi.org/10.3390/su12198136