Intersectional Disaggregated Data Practices and Leadership Interventions for Women in Higher Education: Evidence from Timor-Leste
Abstract
1. Background to the Study
1.1. Gender Equity and Intersectionality in Higher Education Leadership
Intersectionality Theory
2. Materials and Methods
3. Results
3.1. Participants’ Background Information
3.2. Intersectional Data Identified for Data-Informed Leadership Intervention
3.3. Leadership Interventions for Advancing Women in Higher Education Leadership in Timor-Leste
3.4. Barriers to the Collection and Use of Intersectional Disaggregated Data
3.5. Enablers of Effective Collection and Use of Intersectional Disaggregated Data
3.6. Correlation Analysis and Hypothesis Validation
4. Discussion
Implications of Study
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Characteristics | Categories | Frequency | Percentage (%) |
|---|---|---|---|
| Gender | Male | 32 | 29.9 |
| Female | 75 | 70.1 | |
| Total | 107 | 100.0 | |
| Highest Educational Qualification | Bachelors | 50 | 46.7 |
| Masters | 52 | 48.6 | |
| Doctorate | 5 | 4.7 | |
| Total | 107 | 100.0 | |
| Current Role | Administrative or professional staff (e.g., HR officer, finance officer, librarian, technicians) | 18 | 16.8 |
| Administrative senior/executive leadership (e.g., director, secretary general, registrar-general) | 8 | 7.5 | |
| Early career academic (e.g., lecturer, assistant lecturer, researcher) | 33 | 30.8 | |
| Mid-career academic (e.g., senior lecturer, associate professor) | 17 | 15.9 | |
| Academic leader (e.g., Professor, head of department, dean) | 19 | 17.8 | |
| Technical or operational support staff (e.g., IT, logistics, facilities) | 10 | 9.3 | |
| Administrative middle management (e.g., office manager, unit head, program coordinator) | 2 | 1.9 | |
| Total | 107 | 100.0 | |
| Years of Experience in Higher Education | Less than 2 years | 22 | 20.6 |
| 2–5 years | 20 | 18.7 | |
| 6–10 years | 30 | 28.0 | |
| 11–15 years | 18 | 16.8 | |
| More than 15 years | 17 | 15.9 | |
| Total | 107 | 100.0 | |
| Years prior to attaining first promotion in higher education | Not yet | 40 | 37.4 |
| Less than 3 years | 19 | 17.8 | |
| 3–5 years | 34 | 31.8 | |
| 6–10 years | 10 | 9.3 | |
| More than 10 years | 4 | 3.7 | |
| Total | 107 | 100.0 |
| Code | Leadership Interventions | Mean Value | Rank | Employment Role | DF | Asymp. Sig (p) | Qualification KWH | DF | Asymp. Sig (p) |
|---|---|---|---|---|---|---|---|---|---|
| LI1 | Leadership development programmes for women | 4.50 | 1 | 2.074 | 6 | 0.913 | 5.458 | 2 | 0.065 |
| LI2 | Mentorship or sponsorship opportunities | 4.40 | 2 | 5.057 | 6 | 0.537 | 4.788 | 2 | 0.091 |
| LI3 | Evaluation criteria accounting for non-linear or interrupted career paths | 4.14 | 11 | 6.381 | 6 | 0.382 | 1.927 | 2 | 0.382 |
| LI4 | Quotas or targets for leadership diversity | 4.28 | 5 | 9.407 | 6 | 0.152 | 1.583 | 2 | 0.453 |
| LI5 | Access to disability-inclusive environments | 4.25 | 8 | 4.652 | 6 | 0.589 | 2.154 | 2 | 0.341 |
| LI6 | Published and standardised promotion and selection criteria | 4.27 | 6 | 9.903 | 6 | 0.129 | 1.379 | 2 | 0.502 |
| LI7 | Safe spaces to raise discrimination concerns | 4.26 | 7 | 10.812 | 6 | 0.094 | 2.907 | 2 | 0.234 |
| LI8 | Work–life balance policies (e.g., flexible hours, parental leave arrangements) | 4.23 | 9 | 9.177 | 6 | 0.164 | 1.751 | 2 | 0.417 |
| LI9 | On-campus childcare or family support services | 4.04 | 13 | 6.193 | 6 | 0.402 | 2.059 | 2 | 0.357 |
| LI10 | Transparency in promotion and selection criteria/processes | 4.21 | 10 | 6.312 | 6 | 0.389 | 1.914 | 2 | 0.384 |
| LI11 | Mental health and wellbeing support | 4.30 | 3 | 11.413 | 6 | 0.076 | 4.098 | 2 | 0.129 |
| LI12 | Dedicated diversity and inclusion roles or units | 4.29 | 4 | 8.575 | 6 | 0.199 | 3.471 | 2 | 0.176 |
| LI13 | Accountability mechanisms for discrimination or exclusion | 4.12 | 12 | 16.711 | 6 | 0.010 | 4.967 | 2 | 0.083 |
| N | 107 | ||||||||
| Kendall’s Wa | 0.038 | ||||||||
| Chi-Square (χ2) | 49.254 | ||||||||
| df | 12 | ||||||||
| Asymp. Sig. (p) | 0.000 | ||||||||
| Code | Barriers | Mean Value | Rank | Employment Role KWH | DF | Asymp. Sig (p) | Qualification KWH | DF | Asymp. Sig (p) |
|---|---|---|---|---|---|---|---|---|---|
| B1 | Lack of systems or tools to collect such data | 4.07 | 1 | 6.183 | 6 | 0.403 | 2.218 | 2 | 0.330 |
| B2 | Privacy or trust concerns among staff | 3.82 | 6 | 8.460 | 6 | 0.206 | 1.914 | 2 | 0.384 |
| B3 | Resistance from management or colleagues | 3.77 | 7 | 11.609 | 6 | 0.071 | 3.932 | 2 | 0.140 |
| B4 | Sensitivity of certain identity categories (e.g., religion, disability, ethnicity) | 3.74 | 8 | 3.093 | 6 | 0.797 | 1.861 | 2 | 0.394 |
| B5 | Limited staff capacity or training | 4.05 | 2 | 11.471 | 6 | 0.075 | 0.929 | 2 | 0.628 |
| B6 | Fear of misuse or misinterpretation of data | 3.84 | 5 | 9.570 | 6 | 0.144 | 1.283 | 2 | 0.527 |
| B7 | Inconsistent data definitions | 3.93 | 3 | 5.781 | 6 | 0.448 | 1.990 | 2 | 0.370 |
| B8 | Legal or policy restrictions | 3.74 | 8 | 6.753 | 6 | 0.344 | 4.808 | 2 | 0.090 |
| B9 | Lack of leadership support | 3.93 | 3 | 13.625 | 6 | 0.034 | 3.343 | 2 | 0.188 |
| N | 107 | ||||||||
| Kendall’s Wa | 0.036 | ||||||||
| Chi-Square (χ2) | 30.169 | ||||||||
| df | 8 | ||||||||
| Asymp. Sig. (p) | 0.000 | ||||||||
| Code | Enablers | Mean Value | Rank | Employment Role KWH | DF | Asymp. Sig (p) | Qualification KWH | DF | Asymp. Sig (p) |
|---|---|---|---|---|---|---|---|---|---|
| E1 | Effective data infrastructure | 4.02 | 6 | 3.866 | 6 | 0.695 | 3.719 | 2 | 0.156 |
| E2 | Ensuring informed consent and privacy protections | 4.10 | 3 | 3.011 | 6 | 0.807 | 4.633 | 2 | 0.099 |
| E3 | Using both quantitative (e.g., HR records) and qualitative (e.g., interviews, stories) methods | 4.16 | 2 | 1.025 | 6 | 0.985 | 4.266 | 2 | 0.118 |
| E4 | Engaging women with diverse lived experiences in designing data tools | 4.09 | 4 | 7.454 | 6 | 0.281 | 4.956 | 2 | 0.084 |
| E5 | Voluntary, safe, and culturally respectful participation | 4.07 | 5 | 7.328 | 6 | 0.292 | 7.922 | 2 | 0.019 |
| E6 | Translating tools/materials into local languages | 3.59 | 9 | 5.553 | 6 | 0.475 | 14.739 | 2 | 0.001 |
| E7 | Training staff on ethical, inclusive data practices | 4.18 | 1 | 2.765 | 6 | 0.838 | 4.019 | 2 | 0.134 |
| E8 | Regularly updating identity categories to reflect lived realities | 3.97 | 7 | 5.777 | 6 | 0.449 | 5.281 | 2 | 0.071 |
| E9 | Sharing data findings transparently and using them for institutional action | 3.96 | 8 | 7.615 | 6 | 0.268 | 5.086 | 2 | 0.079 |
| N | 107 | ||||||||
| Kendall’s Wa | 0.049 | ||||||||
| Chi-Square (χ2) | 41.905 | ||||||||
| df | 8 | ||||||||
| Asymp. Sig. | 0.000 | ||||||||
| LI1 | LI2 | LI3 | LI4 | LI5 | LI6 | LI7 | LI8 | LI9 | LI10 | LI11 | LI12 | LI13 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| E1 | 0.336 ** | 0.282 ** | 0.333 ** | 0.262 ** | 0.280 ** | 0.278 ** | 0.292 ** | 0.189 | 0.380 ** | 0.263 ** | 0.426 ** | 0.535 ** | 0.370 ** |
| E2 | 0.340 ** | 0.423 ** | 0.276 ** | 0.243 * | 0.432 ** | 0.372 ** | 0.412 ** | 0.303 ** | 0.355 ** | 0.354 ** | 0.464 ** | 0.384 ** | 0.325 ** |
| E3 | 0.483 ** | 0.422 ** | 0.389 ** | 0.311 ** | 0.350 ** | 0.290 ** | 0.369 ** | 0.279 ** | 0.399 ** | 0.346 ** | 0.414 ** | 0.550 ** | 0.310 ** |
| E4 | 0.431 ** | 0.421 ** | 0.335 ** | 0.310 ** | 0.448 ** | 0.392 ** | 0.426 ** | 0.307 ** | 0.407 ** | 0.368 ** | 0.322 ** | 0.460 ** | 0.340 ** |
| E5 | 0.452 ** | 0.369 ** | 0.274 ** | 0.314 ** | 0.354 ** | 0.302 ** | 0.384 ** | 0.223 * | 0.276 ** | 00.179 | 0.416 ** | 0.441 ** | 0.254 ** |
| E6 | 0.123 | 0.158 | 0.269 ** | 0.301 ** | 0.117 | 0.236 * | 0.284 ** | 0.232 * | 0.176 | 0.343 ** | 0.098 | 0.242 * | 0.372 ** |
| E7 | 0.516 ** | 0.447 ** | 0.324 ** | 0.374 ** | 0.360 ** | 0.348 ** | 0.458 ** | 0.372 ** | 0.235 * | 0.428 ** | 0.457 ** | 0.481 ** | 0.338 ** |
| E8 | 0.346 ** | 0.321 ** | 0.249 ** | 0.233 * | 0.283 ** | 0.378 ** | 0.430 ** | 0.221 * | 0.264 ** | 0.333 ** | 0.277 ** | 0.341 ** | 0.318 ** |
| E9 | 0.297 ** | 0.423 ** | 0.246 * | 0.330 ** | 0.378 ** | 0.470 ** | 0.533 ** | 0.322 ** | 0.244 * | 0.386 ** | 0.384 ** | 0.341 ** | 0.414 ** |
| B1 | 0.283 ** | 0.270 ** | 0.215 * | 0.268 ** | 0.313 ** | 0.262 ** | 0.339 ** | 0.206 * | 0.274 ** | 0.206 * | 0.387 ** | 0.331 ** | 0.179 |
| B2 | 0.227 * | 0.292 ** | 0.230 * | 0.213 * | 0.252 ** | 0.465 ** | 0.404 ** | 0.164 | 0.375 ** | 0.276 ** | 0.253 ** | 0.284 ** | 0.270 ** |
| B3 | 0.230 * | 0.229 * | 0.235 * | 0.199 * | 0.208 * | 0.425 ** | 0.354 ** | 0.183 | 0.300 ** | 0.296 ** | 0.130 | 0.338 ** | 0.244 * |
| B4 | 0.171 | 0.157 | 0.323 ** | 0.220 * | 0.281 ** | 0.348 ** | 0.285 ** | 0.129 | 0.375 ** | 0.208 * | 0.300 ** | 0.341 ** | 0.298 ** |
| B5 | 0.318 ** | 0.357 ** | 0.181 | 0.283 ** | 0.340 ** | 0.309 ** | 0.370 ** | 0.326 ** | 0.407 ** | 0.323 ** | 0.392 ** | 0.425 ** | 0.305 ** |
| B6 | 0.253 ** | 0.197 * | 0.051 | 0.135 | 0.255 ** | 0.320 ** | 0.287 ** | 0.017 | 0.304 ** | 0.023 | 0.164 | 0.261 ** | 0.080 |
| B7 | 0.101 | 0.153 | 0.150 | 0.187 | 0.289 ** | 0.273 ** | 0.313 ** | 0.193 * | 0.305 ** | 0.274 ** | 0.241 * | 0.291 ** | 0.139 |
| B8 | 0.093 | 0.156 | 0.126 | 0.252 ** | 0.273 ** | 0.326 ** | 0.202 * | 0.192 * | 0.282 ** | 0.352 ** | 0.200 * | 0.269 ** | 0.267 ** |
| B9 | 0.327 ** | 0.371 ** | 0.127 | 0.232 * | 0.289 ** | 0.339 ** | 0.300 ** | 0.258 ** | 0.425 ** | 00.183 | 0.321 ** | 0.441 ** | 0.158 |
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Obi, L.I.; Umeokafor, N.; Brites da Silva, H.; Pereira, E.F.; Daniel, E. Intersectional Disaggregated Data Practices and Leadership Interventions for Women in Higher Education: Evidence from Timor-Leste. Educ. Sci. 2026, 16, 804. https://doi.org/10.3390/educsci16050804
Obi LI, Umeokafor N, Brites da Silva H, Pereira EF, Daniel E. Intersectional Disaggregated Data Practices and Leadership Interventions for Women in Higher Education: Evidence from Timor-Leste. Education Sciences. 2026; 16(5):804. https://doi.org/10.3390/educsci16050804
Chicago/Turabian StyleObi, Lovelin I., Nnedinma Umeokafor, Helio Brites da Silva, Emilia Freitas Pereira, and Emmanuel Daniel. 2026. "Intersectional Disaggregated Data Practices and Leadership Interventions for Women in Higher Education: Evidence from Timor-Leste" Education Sciences 16, no. 5: 804. https://doi.org/10.3390/educsci16050804
APA StyleObi, L. I., Umeokafor, N., Brites da Silva, H., Pereira, E. F., & Daniel, E. (2026). Intersectional Disaggregated Data Practices and Leadership Interventions for Women in Higher Education: Evidence from Timor-Leste. Education Sciences, 16(5), 804. https://doi.org/10.3390/educsci16050804

