Submitted:
01 July 2026
Posted:
01 July 2026
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Institutional Background and Theoretical Framing
2.1. KAMs as Audit Risk Disclosure
2.2. Gender, Monitoring and Risk-Related Judgment
2.3. Auditor-Client Matching and the Joint Gender Effect
3. Hypothesis Development
3.1. Stand-Alone Gender Involvement and KAM Disclosure
3.2. Joint Involvement and Selective KAM Disclosure
3.3. KAM Type and Risk-Disclosure Focus
4. Materials and Methods
4.1. Data Sources and KAM Extraction
| Sample selection step | Firm-years | Source or note |
|---|---|---|
| Full KAM coding database before industry and fiscal-period screens | 9,985 | All manually coded firm-years |
| Firm-years excluded by industry and fiscal-period screens | (99) | Industry and fiscal-period eligibility screens |
| Candidate firm-years after initial screens | 9,886 | Candidate observations before final opinion and missing-data exclusions |
| Firm-years excluded because KAM disclosure was unavailable due to adverse or disclaimer opinions | (48) | Public filing review |
| Firm-years excluded because ROA was missing | (20) | NEEDS-FinancialQUEST |
| Firm-years excluded because days to announcement was missing | (10) | Public filing and disclosure-date review |
| Final analytical sample | 9,808 | Firm-years used in the main analyses |
| Code | Category | Classification criterion | Examples |
|---|---|---|---|
| ALKAM | Account-level KAM | Specific account balances, estimates or transactions; typically recurring and closely linked to financial statement line items. | Revenue recognition; fixed asset valuation; inventory valuation; deferred tax assets; financial instruments; provisions. |
| ELKAM | Entity-level KAM | Firm-wide or strategic risks that affect the entity as a whole; less routine and more closely related to accountability and business continuity. | Going-concern matters; restructuring; fraud risk; internal-control deficiencies; IT systems; major organizational changes. |
| Mixed KAM | Coding rule | If one KAM heading contains both account-level and entity-level content, the KAM is coded as ELKAM when the entity-level component is substantive. | For example, a going-concern assessment that also discusses impairment is treated as ELKAM. |
4.2. Dependent Variables and Model Specification
4.3. Key Explanatory Variables
4.4. Control Variables
| Variable | Measurement | Role | Expected association |
|---|---|---|---|
| KAM | Count of KAM headings in the audit report | Dependent variable | N/A |
| WORD | Natural logarithm of the KAM character count | Dependent variable | N/A |
| ELKAM | Indicator for at least one entity-level KAM | Dependent variable | N/A |
| ALKAM | Indicator for at least one account-level KAM | Dependent variable | N/A |
| FEAUD | Indicator for at least one female signing audit partner | Key explanatory variable | Non-directional for H2; positive for ELKAM focus |
| FEBOARD | Proportion of female board members under the broad NEEDS-Cges definition | Key explanatory variable | Non-directional for H1; positive for ELKAM focus and negative for ALKAM focus |
| FEAUD x FEBOARD | Interaction between female audit partner involvement and female board representation | Governance–audit alignment variable | Negative for KAM volume/narrative length |
| FEES | Natural logarithm of observed audit fees | Input used to construct RDFEES; descriptive measure | N/A |
| RDFEES | Residual from the audit-fee expectation model | Audit effort/risk control used in regressions | Positive |
| BIG4 | Indicator for Big Four audit firm | Auditor quality/control system | Positive or mixed |
| SWITCH | Indicator for audit firm change | Auditor transition control | Mixed |
| BUSY | Indicator for March year-end | Busy-season control | Mixed |
| DAYS | Days from fiscal year-end to earnings announcement | Reporting-timing control | Mixed |
| SIZE | Natural logarithm of total assets | Firm size control | Positive |
| SEG | Natural logarithm of one plus business segments | Firm complexity control | Positive |
| IFRS | Indicator for IFRS application | Reporting complexity control | Positive |
| POLICY | Number of accounting policy changes | Accounting-change control | Positive |
| WARN | Indicator for restated report | Reporting-risk control | Positive |
| GC | Indicator for going-concern note | Financial distress control | Mixed |
| LEV | Liabilities divided by prior-year total assets | Financial risk control | Positive |
| LOSS | Indicator for loss-making firm-years | Financial risk control | Positive |
| ROA | Operating income divided by prior-year total assets | Profitability control | Negative |
| SALES | Sales scaled by prior-year total assets | Operating scale control | Mixed |
| NOMCOM | Indicator for nomination committee structure | Governance control | Mixed |
| AUDCOM | Indicator for audit and supervisory committee structure | Governance control | Mixed |
| OUTSIDE | Proportion of outside directors | Board independence control | Mixed |
5. Sample and Descriptive Evidence
6. Empirical Results
6.1. KAM Counts and KAM Narrative Length
6.2. Results by KAM Type
7. Robustness Analyses and Additional Interpretation
7.1. Alternative Specification Using Industry-Level Female Representation
7.2. Prime Market Effects
8. Discussion
9. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Panel A: Manufacturing and related industries | |||||||||
| Industry | 2021 | 2022 | 2023 | Total | Share (%) | ||||
| Food products | 114 | 117 | 122 | 353 | 3.6 | ||||
| Textiles | 39 | 40 | 39 | 118 | 1.2 | ||||
| Pulp and paper | 22 | 22 | 22 | 66 | 0.7 | ||||
| Chemicals | 177 | 188 | 190 | 555 | 5.7 | ||||
| Pharmaceuticals | 47 | 62 | 61 | 170 | 1.7 | ||||
| Petroleum | 8 | 8 | 8 | 24 | 0.2 | ||||
| Rubber products | 18 | 19 | 19 | 56 | 0.6 | ||||
| Ceramics and glass | 50 | 51 | 50 | 151 | 1.5 | ||||
| Steel | 41 | 41 | 40 | 122 | 1.2 | ||||
| Non-ferrous metals/metal products | 110 | 115 | 116 | 341 | 3.5 | ||||
| Machinery | 202 | 211 | 212 | 625 | 6.4 | ||||
| Electrical machinery | 216 | 230 | 227 | 673 | 6.9 | ||||
| Shipbuilding | 3 | 3 | 3 | 9 | 0.1 | ||||
| Automobiles/auto parts | 69 | 71 | 71 | 211 | 2.2 | ||||
| Other transport equipment | 10 | 10 | 11 | 31 | 0.3 | ||||
| Precision instruments | 42 | 48 | 45 | 135 | 1.4 | ||||
| Other manufacturing | 100 | 107 | 109 | 316 | 3.2 | ||||
| Panel B: Service, infrastructure and other industries | |||||||||
| Industry | 2021 | 2022 | 2023 | Total | Share (%) | ||||
| Fisheries | 10 | 11 | 11 | 32 | 0.3 | ||||
| Mining | 7 | 7 | 7 | 21 | 0.2 | ||||
| Construction | 143 | 147 | 149 | 439 | 4.5 | ||||
| Trading companies | 284 | 296 | 302 | 882 | 9.0 | ||||
| Retail | 216 | 234 | 238 | 688 | 7.0 | ||||
| Other financial services | 40 | 44 | 47 | 131 | 1.3 | ||||
| Real estate | 109 | 123 | 124 | 356 | 3.6 | ||||
| Railways/buses | 28 | 28 | 29 | 85 | 0.9 | ||||
| Land transportation | 30 | 31 | 31 | 92 | 0.9 | ||||
| Marine transportation | 9 | 10 | 10 | 29 | 0.3 | ||||
| Air transportation | 4 | 4 | 5 | 13 | 0.1 | ||||
| Warehousing/transport services | 36 | 36 | 37 | 109 | 1.1 | ||||
| Communications | 31 | 32 | 33 | 96 | 1.0 | ||||
| Electric power | 14 | 14 | 15 | 43 | 0.4 | ||||
| Gas | 8 | 9 | 9 | 26 | 0.3 | ||||
| Services | 810 | 967 | 1033 | 2810 | 28.7 | ||||
| Total | 3047 | 3336 | 3425 | 9808 | 100.0 | ||||
| Variable | N | Mean | Std. dev. | Min. | Max. |
|---|---|---|---|---|---|
| KAM | 9,808 | 1.233 | 0.481 | 1 | 5 |
| ELKAM | 9,808 | 0.084 | 0.278 | 0 | 1 |
| ALKAM | 9,808 | 0.957 | 0.203 | 0 | 1 |
| WORD_COUNT | 9,808 | 1,431 | 745 | 289 | 10,315 |
| WORD | 9,808 | 7.166 | 0.427 | 5.666 | 9.241 |
| FEAUD | 9,808 | 0.107 | 0.310 | 0 | 1 |
| FEBOARD | 9,808 | 0.086 | 0.088 | 0 | 0.625 |
| FEES | 9,808 | 3.707 | 0.791 | 2.079 | 8.537 |
| BIG4 | 9,808 | 0.640 | 0.480 | 0 | 1 |
| SWITCH | 9,808 | 0.052 | 0.221 | 0 | 1 |
| BUSY | 9,808 | 0.609 | 0.488 | 0 | 1 |
| DAYS | 9,808 | 42.65 | 15.60 | 2 | 410 |
| SIZE | 9,808 | 10.537 | 1.861 | 6.621 | 18.085 |
| SEG | 9,808 | 1.527 | 0.605 | 0.693 | 2.996 |
| IFRS | 9,808 | 0.066 | 0.248 | 0 | 1 |
| LOSS | 9,808 | 0.148 | 0.355 | 0 | 1 |
| POLICY | 9,808 | 0.061 | 0.244 | 0 | 2 |
| WARN | 9,808 | 0.031 | 0.174 | 0 | 1 |
| GC | 9,808 | 0.011 | 0.104 | 0 | 1 |
| LEV | 9,808 | 0.458 | 0.198 | 0.049 | 1.091 |
| ROA | 9,808 | 0.060 | 0.091 | -0.655 | 0.908 |
| SALES | 9,808 | 1.014 | 0.582 | 0 | 7.885 |
| NOMCOM | 9,808 | 0.019 | 0.135 | 0 | 1 |
| AUDCOM | 9,808 | 0.353 | 0.478 | 0 | 1 |
| OUTSIDE | 9,808 | 0.340 | 0.136 | 0 | 0.889 |
| KAM category | Count | Share | Type |
|---|---|---|---|
| Revenue recognition | 3,081 | 24.4% | ALKAM |
| Fixed asset valuation | 3,951 | 31.3% | ALKAM |
| Investments and other assets | 1,519 | 12.0% | ALKAM |
| Fixed asset transactions | 90 | 0.7% | ALKAM |
| Inventory valuation | 1,180 | 9.3% | ALKAM |
| Operating expenses | 503 | 4.0% | ALKAM |
| Depreciation estimates | 65 | 0.5% | ALKAM |
| Abnormal losses | 232 | 1.8% | ALKAM |
| Financial instruments | 168 | 1.3% | ALKAM |
| Other account-level matters | 856 | 6.8% | ALKAM |
| Notes, related parties, subsequent events and going-concern assessment | 348 | 2.8% | ELKAM |
| Other audit-specific matters | 42 | 0.3% | ELKAM |
| Organizational restructuring | 351 | 2.8% | ELKAM |
| General IT systems | 118 | 0.9% | ELKAM |
| Fraud risk and internal-control deficiencies | 104 | 0.8% | ELKAM |
| COVID-19-related matters | 15 | 0.1% | ELKAM |
| Total | 12,623 | 100.0% |
| Variable | KAM | Test stat. | WORD | Test stat. |
|---|---|---|---|---|
| FEAUD | 0.011 | (0.77) | 0.032** | (1.97) |
| FEBOARD | 0.001 | (0.82) | 0.001*** | (3.03) |
| FEAUD x FEBOARD | -0.004*** | (-2.60) | -0.003*** | (-2.68) |
| RDFEES | 0.214*** | (13.21) | 0.175*** | (14.49) |
| BIG4 | -0.027*** | (-2.77) | 0.074*** | (7.98) |
| SWITCH | -0.013 | (-0.56) | 0.009 | (0.49) |
| BUSY | 0.014 | (1.43) | 0.014* | (1.71) |
| DAYS | -0.000 | (-1.39) | -0.000 | (-0.85) |
| SIZE | 0.062*** | (17.10) | 0.016*** | (3.26) |
| SEG | 0.013*** | (2.83) | 0.012*** | (2.72) |
| IFRS | 0.046 | (1.61) | 0.063*** | (3.11) |
| POLICY | -0.004 | (-0.15) | 0.001 | (0.08) |
| WARN | 0.064* | (1.68) | 0.023 | (0.88) |
| GC | -0.064 | (-0.95) | -0.184*** | (-3.45) |
| LEV | 0.300*** | (13.39) | 0.198*** | (7.47) |
| LOSS | 0.132*** | (5.98) | 0.097*** | (6.67) |
| ROA | -0.001** | (-2.31) | -0.002*** | (-3.21) |
| SALES | -0.063*** | (-10.37) | -0.039*** | (-4.61) |
| NOMCOM | 0.192*** | (3.20) | 0.062* | (1.74) |
| AUDCOM | 0.001 | (0.13) | 0.000 | (0.03) |
| OUTSIDE | 0.000 | (-0.96) | 0.000 | (0.15) |
| CONSTANT | 0.506*** | (11.76) | 6.241*** | (149.72) |
| Observations | 9,808 | 9,808 | ||
| Year fixed effects | Included | Included | ||
| Industry fixed effects | Included | Included | ||
| Pseudo R2 / Adjusted R2 | 0.138 | 0.270 |
| Variable | ELKAM | z-stat. | ALKAM | z-stat. |
|---|---|---|---|---|
| FEAUD | 0.260* | (1.67) | -0.230 | (-0.91) |
| FEBOARD | 0.010* | (1.93) | -0.013** | (-2.21) |
| FEAUD x FEBOARD | -0.005 | (-0.44) | 0.007 | (0.37) |
| RDFEES | 0.878*** | (7.89) | -0.934*** | (-8.69) |
| BIG4 | -0.005 | (-0.07) | 0.111 | (1.27) |
| SWITCH | 0.053 | (0.37) | -0.310* | (-1.74) |
| BUSY | -0.046 | (-0.51) | -0.115 | (-1.53) |
| DAYS | 0.002 | (0.80) | -0.001 | (-0.63) |
| SIZE | -0.053 | (-1.25) | 0.197*** | (4.40) |
| SEG | -0.083 | (-1.41) | 0.014 | (0.23) |
| IFRS | -0.295* | (-1.95) | 0.949** | (2.41) |
| POLICY | 0.014 | (0.10) | -0.204 | (-1.38) |
| WARN | 0.740*** | (4.44) | -0.615*** | (-3.55) |
| GC | -0.674** | (-2.49) | 0.747** | (2.13) |
| LEV | 1.266*** | (4.96) | -0.176 | (-0.58) |
| LOSS | 0.673*** | (4.53) | -0.430*** | (-2.64) |
| ROA | -0.012** | (-2.15) | 0.004 | (1.09) |
| SALES | -0.212** | (-2.45) | 0.135 | (0.98) |
| NOMCOM | 0.123 | (0.50) | 0.248 | (0.48) |
| AUDCOM | 0.061 | (0.74) | 0.073 | (0.65) |
| OUTSIDE | 0.007** | (1.97) | -0.004 | (-0.74) |
| CONSTANT | -2.854*** | (-6.99) | 1.488*** | (3.29) |
| Observations | 9,808 | 9,808 | ||
| Year fixed effects | Included | Included | ||
| Industry fixed effects | Included | Included | ||
| Pseudo R2 | 0.082 | 0.068 |
| Variable | ELKAM | z-stat. |
|---|---|---|
| FEAUD | 0.446* | (1.66) |
| IND_FEBOARD | 0.086*** | (9.89) |
| FEAUD × IND_FEBOARD | -0.041 | (-1.40) |
| RDFEES | 0.216*** | (3.88) |
| BIG4 | -0.099** | (-2.43) |
| SWITCH | 0.087 | (1.21) |
| BUSY | 0.061 | (1.59) |
| DAYS | 0.001 | (0.74) |
| SIZE | -0.136*** | (-7.08) |
| SEG | -0.006 | (-0.28) |
| IFRS | -0.212*** | (-2.89) |
| POLICY | 0.028 | (0.43) |
| WARN | 0.290*** | (3.51) |
| GC | -0.190 | (-1.35) |
| LEV | 0.382*** | (3.81) |
| LOSS | 0.239*** | (4.17) |
| ROA | -0.007*** | (-3.50) |
| SALES | -0.118*** | (-3.76) |
| NOMCOM | 0.216* | (1.88) |
| AUDCOM | 0.065* | (1.77) |
| OUTSIDE | -0.010*** | (-4.82) |
| CONSTANT | -1.002*** | (-5.36) |
| Observations | 9,808 | |
| Year fixed effects | Included | |
| Industry fixed effects | Included | |
| Model fit | chi-square(2) = 44.03, p < 0.001 |
| Variable | ELKAM | z-stat. |
|---|---|---|
| PRIME | 0.177 | (1.31) |
| PRIME x FEAUD x FEBOARD | 0.041* | (1.71) |
| FEBOARD | 0.015*** | (2.72) |
| FEAUD | 0.333* | (1.69) |
| FEAUD x FEBOARD | -0.029 | (-1.62) |
| PRIME x FEBOARD | -0.014 | (-1.51) |
| FEAUD x PRIME | -0.195 | (-0.59) |
| RDFEES | 0.886*** | (8.68) |
| BIG4 | -0.240*** | (-2.63) |
| SWITCH | 0.049 | (0.29) |
| BUSY | -0.042 | (-0.49) |
| DAYS | 0.001 | (0.83) |
| SIZE | -0.355*** | (-7.19) |
| SEG | -0.087* | (-1.76) |
| IFRS | -0.289* | (-1.66) |
| POLICY | 0.018 | (0.12) |
| WARN | 0.738*** | (4.46) |
| GC | -0.671** | (-2.16) |
| LEV | 1.288*** | (5.60) |
| LOSS | 0.668*** | (6.23) |
| ROA | -0.012** | (-2.04) |
| SALES | -0.217*** | (-2.75) |
| NOMCOM | 0.128 | (0.47) |
| AUDCOM | 0.057 | (0.67) |
| OUTSIDE | 0.007** | (2.17) |
| CONSTANT | -2.865*** | (-8.45) |
| Observations | 9,808 | |
| Year fixed effects | Included | |
| Industry fixed effects | Included | |
| Pseudo R2 | 0.079 |
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