Related Party Sales and Earnings Management: The Moderating Role of Institutional Ownership—Single and Dispersed
Abstract
1. Introduction
2. Literature Review and Hypothesis Development
2.1. Literature Review
2.1.1. Earnings Management
2.1.2. Related Party Sales
2.1.3. Institutional Ownership
2.1.4. Single Institutional Ownership
2.1.5. Dispersed Institutional Ownership
2.2. Hypothesis Development
2.2.1. RPS and EMN
2.2.2. The Relationship Between RPS and EMN Moderated by IO
2.2.3. The Relationship Between RPS and EMN Moderated by SIO
2.2.4. The Relationship Between RPS and EMN Moderated by DIO
2.2.5. EMN of Companies Conducting RPS with Parent Companies and Non-Parent Companies
3. Research Method
3.1. Sample and Data
3.2. Definition and Measurement of Variables
3.2.1. Dependent Variable
3.2.2. Independent Variable
3.2.3. Moderating Variables
3.2.4. Control Variables
3.3. Research Model and Hypothesis Testing
- Group 1:
- 2.
- Group 2:
- 3.
- Group 3:
4. Results and Discussion
4.1. Descriptive Statistics
4.2. Classical Assumption Test Results
4.2.1. Multicollinearity Test Results
4.2.2. Heteroscedasticity Test Results
4.2.3. Autocorrelation Test Results
4.3. Hypothesis Testing Results
4.3.1. Impact of RPS on EMN
4.3.2. The Role of IO in Moderating the Effect of RPS on EMN
4.3.3. The Role of SIO in Moderating the Effect of RPS on EMN
4.3.4. The Role of DIO in Moderating the Effect of RPS on EMN
4.3.5. EMN of Firms Engaging in RPS with Parent Firms and Non-Parent Firms
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| EMN | earnings management |
| RPS | related party sales |
| IO | institutional ownership |
| SIO | single institutional ownership |
| DIO | dispersed institutional ownership |
| MRA | moderated regression analysis |
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| Variables | Obs | Min | Max | Mean |
|---|---|---|---|---|
| EMN | 585 | −1.0008 | 1.10058 | −0.0218 |
| RPS | 585 | 0.000032 | 1 | 0.23902 |
| IO | 585 | 0.1333 | 0.99958 | 0.72653 |
| Variables | RPS | IO | FS | TATO | VIF |
|---|---|---|---|---|---|
| RPS | 1 | − | − | − | 1.2178 |
| IO | 0.3729 | 1 | − | − | 1.2288 |
| FS | −0.2093 | −0.0272 | 1 | − | 1.0501 |
| TATO | 0.0861 | 0.2412 | −0.035341 | 1 | 1.0628 |
| Groups | Equation | Obs. | Variables | Prob. | Conclusion |
|---|---|---|---|---|---|
| 1 (IO) | (3) | 585 | RPS | 0.0366 | Exhibits heteroskedasticity |
| D | 0.2182 | ||||
| IO | 0.3023 | ||||
| RPS*IO | 0.0358 | ||||
| FS | 0.1776 | ||||
| TATO | 0.0089 | ||||
| 2 (SIO) | (6) | 281 | RPS | 0.1046 | Does not exhibit heteroskedasticity |
| D | 0.4806 | ||||
| SIO | 0.9980 | ||||
| RPS*SIO | 0.4838 | ||||
| FS | 0.5364 | ||||
| TATO | 0.0699 | ||||
| 3 (DIO) | (9) | 304 | RPS | 0.0151 | Exhibits heteroskedasticity |
| D | 0.6110 | ||||
| DIO | 0.6372 | ||||
| RPS*DIO | 0.5392 | ||||
| FS | 0.3914 | ||||
| TATO | 0.0367 |
| Equation | Obs | DW | Criteria | Autocorrelation |
|---|---|---|---|---|
| Equation (3) | 585 | 0.7917 | −2 to 2 | No autocorrelation |
| Equation (6) | 281 | 1.3597 | ||
| Equation (9) | 304 | 0.3330 |
| Groups | Obs. | Equation | Hypotheses | Cho Test | Hausman Test | LM Test | Best Model | ||
|---|---|---|---|---|---|---|---|---|---|
| Chi-Sq. Stat | Prob. | Chi-Sq. Stat | Prob. | Breusch–Pagan. Prob. | |||||
| 1 | 585 | (1) | 1 | 575.39 | 0.00 | 1.05 | 0.78 | 0.00 | REM |
| (2) | 2 | 559.76 | 0.00 | 2.71 | 0.74 | 0.00 | REM | ||
| (3) | 547.54 | 0.00 | 3.75 | 0.71 | 0.00 | REM | |||
| 2 | 281 | (4) | 3 | 347.97 | 0.00 | 7.80 | 0.052 | 0.00 | REM |
| (5) | 349.91 | 0.00 | 10.47 | 0.06 | 0.00 | REM | |||
| (6) | 331.81 | 0.00 | 16.26 | 0.01 | 0.00 | FEM | |||
| 3 | 304 | (7) | 4 | 302.45 | 0.00 | 3.22 | 0.35 | 0.00 | REM |
| (8) | 284.46 | 0.00 | 3.68 | 0.59 | 0.00 | REM | |||
| (9) | 176.62 | 0.00 | 5.26 | 0.51 | 0.00 | REM | |||
| Groups | Obs. | Equation | Hypotheses | Accepted/Rejected | Interpretation |
|---|---|---|---|---|---|
| 1 (IO) | 585 | (1) | 1 | Accepted | RPS has a positive effect on EMN. |
| (2) | 2 | Accepted | IO moderates by weakening the positive effect of RPS on EMN. | ||
| (3) | |||||
| 2 (SIO) | 281 | (4) | 3 | Accepted | SIO moderates by strengthening the positive effect of RPS on EMN. |
| (5) | |||||
| (6) | |||||
| 3 (DIO) | 304 | (7) | 4 | Rejected | DIO is unable to moderate the positive effect of RPS on EMN. |
| (8) | |||||
| (9) | |||||
| 1, 2, 3 | 585, 281, 304 | (3), (6), (9) | 5 | Rejected | The EMN of firms engaging in RPS with parent firms is not greater than that of firms engaging in RPS with non-parent firms. |
| Variables | Coeff. | p-Value | |
|---|---|---|---|
| C | 0.207704 | 0.0389 | |
| RPS | 0.014056 | 0.0244 | |
| FS | 0.004334 | 0.3190 | |
| TATO | −0.024645 | 0.2786 | |
| R-squared = 0.011733 | F-stat = 2.299194 | ||
| Adj R-squared = 0.00663 | Prob (F-stat) = 0.0064 | ||
| Variables | Coeff. | p-Value | |
|---|---|---|---|
| C | 0.159184 | 0.1935 | |
| RPS | 0.011493 | 0.0870 | |
| D | 0.042177 | 0.3128 | |
| IO | 0.056391 | 0.5554 | |
| FS | 0.004022 | 0.3528 | |
| TATO | −0.029314 | 0.2041 | |
| R-squared = 0.0142 | F-stat = 1.6762 | ||
| Adj R-squared = 0.0057 | Prob (F-stat) = 0.1383 | ||
| Variables | Coeff. | p-Value | |
|---|---|---|---|
| C | 0.148368 | 0.2217 | |
| RPS | 0.002248 | 0.7894 | |
| D | 0.030698 | 0.4651 | |
| IO | 0.015107 | 0.8774 | |
| RPS*IO | −0.144359 | 0.0412 | |
| FS | 0.003600 | 0.4005 | |
| TATO | −0.029561 | 0.1981 | |
| R-squared = 0.0200 | F-stat = 1.9663 | ||
| Adj R-squared = 0.0098 | Prob (F-stat) = 0.0085 | ||
| Variables | Coeff. | p-Value | |
|---|---|---|---|
| C | 0.224517 | 0.1361 | |
| RPS | 0.022381 | 0.0017 | |
| D | −0.038909 | 0.5182 | |
| SIO | 0.017361 | 0.8911 | |
| FS | 0.002673 | 0.6187 | |
| TATO | −0.011313 | 0.6659 | |
| R-squared = 0.037529 | F-stat = 2.144592 | ||
| Adj R-squared = 0.02003 | Prob (F-stat) = 0.00046 | ||
| Variables | Coeff. | p-Value | |
|---|---|---|---|
| C | 0.486823 | 0.4327 | |
| RPS | 0.024809 | 0.0072 | |
| D | −0.175376 | 0.1121 | |
| SIO | 0.268123 | 0.2373 | |
| RPS*SIO | 0.175950 | 0.0133 | |
| FS | −0.018794 | 0.5306 | |
| TATO | −0.022638 | 0.4870 | |
| R-squared = 0.71971 | F-stat = 13.77275 | ||
| Adj R-squared= 0.66745 | Prob (F-stat) = 0.000 | ||
| Variables | Coeff. | p-Value | |
|---|---|---|---|
| C | −0.010864 | 0.9541 | |
| RPS | 0.002987 | 0.7957 | |
| D | 0.087428 | 0.1354 | |
| DIO | 0.193152 | 0.2263 | |
| FS | 0.006512 | 0.2930 | |
| TATO | −0.037418 | 0.2696 | |
| R-squared = 0.022028 | F-stat = 1.342455 | ||
| Adj R-squared = 0.005619 | Prob (F-stat) = 0.24627 | ||
| Variables | Coeff. | p-Value | |
|---|---|---|---|
| C | −0.024055 | 0.8993 | |
| RPS | −0.011480 | 0.4500 | |
| D | 0.078705 | 0.1822 | |
| DIO | 0.128444 | 0.4397 | |
| RPS*DIO | 0.195959 | 0.1453 | |
| FS | 0.005833 | 0.3516 | |
| TATO | −0.038496 | 0.2576 | |
| R-squared = 0.028879 | F-stat = 1.472016 | ||
| Adj R-squared= 0.0092 | Prob (F-stat) = 0.1874 | ||
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Umar, Z.; Arfan, M.; Islahuddin, I.; Saputra, M. Related Party Sales and Earnings Management: The Moderating Role of Institutional Ownership—Single and Dispersed. Int. J. Financ. Stud. 2026, 14, 184. https://doi.org/10.3390/ijfs14070184
Umar Z, Arfan M, Islahuddin I, Saputra M. Related Party Sales and Earnings Management: The Moderating Role of Institutional Ownership—Single and Dispersed. International Journal of Financial Studies. 2026; 14(7):184. https://doi.org/10.3390/ijfs14070184
Chicago/Turabian StyleUmar, Zulkifli, Muhammad Arfan, Islahuddin Islahuddin, and Mulia Saputra. 2026. "Related Party Sales and Earnings Management: The Moderating Role of Institutional Ownership—Single and Dispersed" International Journal of Financial Studies 14, no. 7: 184. https://doi.org/10.3390/ijfs14070184
APA StyleUmar, Z., Arfan, M., Islahuddin, I., & Saputra, M. (2026). Related Party Sales and Earnings Management: The Moderating Role of Institutional Ownership—Single and Dispersed. International Journal of Financial Studies, 14(7), 184. https://doi.org/10.3390/ijfs14070184

