Female Voter Turnout And Victory Margins In Sarawak Elections: A Linear Regression Analysis (2006–2021)
Abstract
This study investigates the statistical relationship between female voter turnout and electoral success in the Sarawak State Legislative Assembly elections from 2006 to 2021, addressing a significant gap in the literature on gendered electoral participation in Malaysian subnational contexts. Despite Malaysia’s growing discourse on women’s political empowerment, little empirical evidence exists on how female voter demographics shape constituency-level victory margins. The primary objective is to quantify the extent to which female voter turnout influences the total votes required for electoral victory. Employing a quantitative research design, this study utilizes linear regression analysis across four electoral cycles, analyzing constituency-level data sourced from the Election Commission of Malaysia. The results consistently demonstrate a strong, positive correlation between higher female voter turnout and increased victory margins across the 2006, 2011, and 2016 elections (R² ranging from 0.677 to 0.879), although the relationship weakened in 2021 (R² = 0.322), possibly reflecting shifting socio-political dynamics and evolving voter behavior. These findings highlight the critical role of female voters in shaping electoral outcomes, challenging assumptions that underestimate gendered political engagement in Sarawak. The study concludes that political parties and policymakers must develop gender-responsive electoral strategies, emphasizing the targeted mobilization of female voters and the removal of structural barriers to their participation. These insights contribute to broader debates on inclusive governance and electoral competitiveness in pluralistic societies. Future research should integrate socio-economic, spatial, and digital campaign variables to further elucidate the complex determinants of women’s electoral influence in Malaysia’s evolving political landscape.References
Afifi, A. A., Kotlerman, J. B., Ettner, S. L., & Cowan, M. (2007). Methods for Improving Regression Analysis for Skewed Continuous or Counted Responses. Annual Review of Public Health, 28, 95–111. https://doi.org/10.1146/annurev.publhealth.28.082206.094100
Akobiarek, G. C., & Puyok, A. (2024). Patterns of Social Media Choice and Use and Their Impacts on Online Political Participation in Sarawak. Jurnal Komunikasi: Malaysian Journal of Communication, 40(4), 1–18. https://doi.org/10.17576/JKMJC-2024-4004-01
Alvarez, R. M., Pettigrew, S., Stewart III, C., & Wimpy, C. (2018). Residual Votes and Abstentions in the 2016 Election. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3225197
Ansolabehere, S., & Hersh, E. (2013). Gender, Race, Age and Voting: A Research Note. Politics and Governance, 1(2), 132–137. https://doi.org/10.17645/pag.v1i2.97
Baskaran, T., Bhalotra, S., Min, B., & Uppal, Y. (2018). Women Legislators and Economic Performance (47; WIDER Working Paper, Vol. 2018). UNU-WIDER. https://doi.org/10.35188/UNU-WIDER/2018/489-6
Bauer, N. M. (2020). Shifting Standards: How Voters Evaluate the Qualifications of Female and Male Candidates. The Journal of Politics, 82(1), 1–12. https://doi.org/10.1086/705817
Bhalotra, S., Clotss Figueras, I., & Iyer, L. (2016). Path-Breakers: How Does Women’s Political Participation Respond to Electoral Success? SSRN Electronic Journal. https://doi.org/10.2139/ssrn.2350805
Breiman, L. (1996). Bagging Predictors. Machine Learning, 24, 123–140. https://doi.org/10.1007/BF00058655
Bucchianeri, P. (2018). Is Running Enough? Reconsidering the Conventional Wisdom about Women Candidates. Political Behavior, 40(2), 435–466. https://doi.org/10.1007/s11109-017-9407-7
Calvo, E., & Escolar, M. (2003). The Local Voter: A Geographically Weighted Approach to Ecological Inference. American Journal of Political Science, 47(1), 189–204. https://doi.org/10.1111/1540-5907.00013
Carroll, S. J., & Fox, R. L. (2018). Gender and Electoral Politics in the Twenty-First Century. In S. J. Carroll & R. L. Fox (Eds.), Gender and Elections (pp. 1–14). Cambridge University Press. https://doi.org/10.1017/9781108277792.001
Cascio, E., & Shenhav, N. (2020). A Century of the American Woman Voter: Sex Gaps in Political Participation, Preferences, and Partisanship Since Women’s Enfranchisement (w26709). https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3530680
Coffé, H., & Bolzendahl, C. (2010). Same Game, Different Rules? Gender Differences in Political Participation. Sex Roles, 62(5–6), 318–333. https://doi.org/10.1007/s11199-009-9729-y
Cornwall, A., & Goetz, A. M. (2005). Democratizing Democracy: Feminist Perspectives. Democratization, 12(5), 783–800. https://doi.org/10.1080/13510340500322181
Crook, M. (2021). Conclusion: Unfinished Business. In How the French Learned to Vote (pp. 223–230). Oxford University PressOxford. https://doi.org/10.1093/oso/9780192894786.003.0010
Desposato, S. W., & Petrocik, J. R. (2003). The Variable Incumbency Advantage: New Voters, Redistricting, and the Personal Vote. American Journal of Political Science, 47(1), 18–32. https://doi.org/10.1111/1540-5907.00002
Ditonto, T. M., Hamilton, A. J., & Redlawsk, D. P. (2014). Gender Stereotypes, Information Search, and Voting Behavior in Political Campaigns. Political Behavior, 36(2), 335–358. https://doi.org/10.1007/s11109-013-9232-6
Ekmekci, M., & Lauermann, S. (2019). Manipulated Electorates and Information Aggregation. The Review of Economic Studies, 87(2), 997–1033. https://doi.org/10.1093/restud/rdz019
Fiorino, N., Pontarollo, N., & Ricciuti, R. (2021). Spatial Links in the Analysis of Voter Turnout in European Parliamentary Elections. Letters in Spatial and Resource Sciences, 14, 65–78. https://doi.org/10.1007/s12076-021-00265-6
Flick Witzig, M., & Vatter, A. (2018). Electoral Institutions, Social Diversity and Fragmentation of Party Systems: A Reassessment. Swiss Political Science Review, 24(1), 1–15. https://doi.org/10.1111/spsr.12285
Forcina, A., & Pellegrino, D. (2019). Estimation of Voter Transitions and the Ecological Fallacy. Quality & Quantity, 53, 1859–1874. https://doi.org/10.1007/s11135-019-00845-1
Fox, R. L., & Lawless, J. L. (2011). Gendered Perceptions and Political Candidacies: A Central Barrier to Women’s Equality in Electoral Politics. American Journal of Political Science, 55(1), 59–73. https://doi.org/10.1111/j.1540-5907.2010.00484.x
Frank, R. W., & Martínez i Coma, F. (2017). How Election Dynamics Shape Perceptions of Electoral Integrity. Electoral Studies, 48, 153–165. https://doi.org/10.1016/j.electstud.2017.05.007
Frank, R. W., & Martínez i Coma, F. (2023). Correlates of Voter Turnout. Political Behavior, 45, 607–633. https://doi.org/10.1007/s11109-021-09720-y
Gelman, A., Park, D. K., Ansolabehere, S., Price, P. N., & Minnite, L. C. (2001). Models, Assumptions and Model Checking in Ecological Regressions. Journal of the Royal Statistical Society Series A: Statistics in Society, 164(1), 101–118. https://doi.org/10.1111/1467-985X.00190
Ghitza, Y., & Gelman, A. (2013). Deep Interactions with MRP: Election Turnout and Voting Patterns Among Small Electoral Subgroups. American Journal of Political Science, 57(3), 762–776. https://doi.org/10.1111/ajps.12004
Giné, X., & Mansuri, G. (2018). Together We Will: Experimental Evidence on Female Voting Behavior in Pakistan. American Economic Journal: Applied Economics, 10(1), 207–235. https://doi.org/10.1257/app.20130480
Golder, S. N., Stephenson, L. B., Van der Straeten, K., Blais, A., Bol, D., Harfst, P., & Laslier, J.-F. (2017). Votes for Women: Electoral Systems and Support for Female Candidates. Politics & Gender, 13(01), 107–131. https://doi.org/10.1017/S1743923X16000684
Goyal, T. (2024). Representation from Below: How Women’s Grassroots Party Activism Promotes Equal Political Participation. American Political Science Review, 118(3), 1415–1430. https://doi.org/10.1017/S0003055423000953
Hansen, S. B. (1997). Talking About Politics: Gender and Contextual Effects on Political Proselytizing. The Journal of Politics, 59(1), 73–103. https://doi.org/10.2307/2998216
Higgle, E. D. B., Miller, P. M., Shields, T. G., & Johnson, M. M. S. (1997). Gender Stereotypes and Decision Context in the Evaluation of Political Candidates. Women & Politics, 17(3), 69–88. https://doi.org/10.1300/J014v17n03_04
Hua, K. C., Jamil, J. M., Shaharanee, I. N. M., & Sheng, A. J. (2021). Understanding Voter Turnout Through Big Data Analytics. Research Square. https://doi.org/10.21203/rs.3.rs-380811/v1
Hummel, P., & Rothschild, D. (2014). Fundamental Models for Forecasting Elections at the State Level. Electoral Studies, 35, 123–139. https://doi.org/10.1016/j.electstud.2014.05.002
Irvani, D., Notodiputro, K. A., & Sartono, B. (2021). A Discrete Choice Model of Voters’ Decision in The General Election 2019 using LASSO Regression. IOP Conference Series: Materials Science and Engineering, 1115, 012061. https://doi.org/10.1088/1757-899X/1115/1/012061
Jin, K. K. (2010). The 2008 Federal Elections in Sarawak: A Note. The Round Table, 99(408), 267–279. https://doi.org/10.1080/00358533.2010.484141
Kapoor, M., & Ravi, S. (2013). Women Voters in Indian Democracy: A Silent Revolution. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.2231026
Kimball, D. C., & Kropf, M. (2005). Ballot Design and Unrecorded Votes on Paper-Based Ballots. Public Opinion Quarterly, 69(4), 508–529. https://doi.org/10.1093/poq/nfi054
Kittilson, M. C. (2016). Gender and Political Behavior. In Oxford Research Encyclopedia of Politics. Oxford University Press. https://doi.org/10.1093/acrefore/9780190228637.013.71
Masron, T., Ahmad, A., Jubit, N., Sulaiman, M. H., Rainis, R., Redzuan, M. S., Junaini, S. N., Jamian, M. A. H., Mohd Ali, A. S., Salleh, M. S., Zaini, F., Soda, R., & Kimura, Y. (2024). Crime Map Book. Centre for Spatially Integrated Digital Humanities (CSIDH), Faculty of Social Sciences and Humanities, Universiti Malaysia Sarawak. https://www.researchgate.net/publication/384572873_Crime_Map_Book
Melusky, B., Loepp, E., & Kanthak, K. (2020). Candidate Emergence and the Success of Women. PS: Political Science & Politics, 53(3), 440–446. https://doi.org/10.1017/S1049096520000244
Mersat, N. I. (2018). The Sarawak Dayaks’ Shift in Malaysia’s 2018 Election. The Round Table, 107(6), 729–737. https://doi.org/10.1080/00358533.2018.1545940
Mohd Ali, A. S., Junaini, S. N., Masron, T., Kimura, Y., & Ahmad, A. (2025). Urbanization and Aging in ASEAN: A Comparative Demographic Analysis from 1970 to 2023. Geografia-Malaysian Journal of Society and Space, 21(2), 34–53. https://doi.org/10.17576/geo-2025-2102-03
Nagler, J. (1994). Scobit: An Alternative Estimator to Logit and Probit. American Journal of Political Science, 38(1), 230–255. https://doi.org/10.2307/2111343
Olsen, M. E. (1972). Social Participation and Voting Turnout: A Multivariate Analysis. American Sociological Review, 37(3), 317–333. https://doi.org/10.2307/2093471
Ondercin, H. L. (2021). Marching to the Ballot Box: Sex and Voting in the 2020 Election Cycle. The Forum, 18(4), 559–580. https://doi.org/10.1515/for-2020-2105
Osbourne, J. W., & Waters, E. (2002). Four Assumptions of Multiple Regression That Researchers Should Always Test. Practical Assessment, Research & Evaluation, 8(2). https://eric.ed.gov/?id=EJ670704
Paxton, P., Kunovich, S., & Hughes, M. M. (2007). Gender in Politics. Annual Review of Sociology, 33, 263–284. https://doi.org/10.1146/annurev.soc.33.040406.131651
Plutzer, E. (2002). Becoming a Habitual Voter: Inertia, Resources, and Growth in Young Adulthood. American Political Science Review, 96(1), 41–56. https://doi.org/10.1017/S0003055402004227
Pollard, R. D., Pollard, S. M., & Streit, S. (2023). Predicting Propensity to Vote with Machine Learning. SSRN. https://doi.org/10.2139/ssrn.4417873
Rasmussen, J. (1983). The Electoral Costs of Being a Woman in the 1979 British General Election. Comparative Politics, 15(4), 461. https://doi.org/10.2307/421853
Rosenman, E., & Viswanathan, N. (2018). Using Poisson Binomial GLMs to Reveal Voter Preferences. ArXiv. https://doi.org/10.48550/arXiv.1802.01053
Safarpour, A. C., Gaynor, S. W., Rouse, S. M., & Swers, M. L. (2022). When Women Run, Voters Will Follow (Sometimes): Examining the Mobilizing Effect of Female Candidates in the 2014 and 2018 Midterm Elections. Political Behavior, 44(1), 365–388. https://doi.org/10.1007/s11109-021-09767-x
Schneider, P., & Carroll, D. (2020). Conceptualizing more Inclusive Elections: Violence against Women in Elections and Gendered Electoral Violence. Policy Studies, 41(2–3), 172–189. https://doi.org/10.1080/01442872.2019.1694651
Setzler, M., & Yanus, A. B. (2018). Why Did Women Vote for Donald Trump? PS: Political Science & Politics, 51(3), 523–527. https://doi.org/10.1017/S1049096518000355
Stauffer, K. E., & Fraga, B. L. (2022). Contextualizing the Gender Gap in Voter Turnout. Politics, Groups, and Identities, 10(2), 334–341. https://doi.org/10.1080/21565503.2021.1893195
Stratmann, W. C. (1974). The Calculus of Rational Choice. Public Choice, 18(1), 93–105. https://doi.org/10.1007/BF01718499
Trangucci, R., Ali, I., Gelman, A., & Rivers, D. (2018). Voting Patterns in 2016: Exploration using Multilevel Regression and Poststratification (MRP) on Pre-Election Polls. ArXiv, Statistics-Applications. https://doi.org/10.48550/arXiv.1802.00842
Downloads
Published
Issue
Section
License
It is the author's responsibility to ensure that his or her submitted work does not infringe any existing copyright. Furthermore, the author indemnifies the editors and publisher against any breach of such a warranty. Authors should obtain permission to reproduce or adapt copyrighted material and provide evidence of approval upon submitting the final version of a manuscript. This journal does not allow the author(s) to hold the copyright without restrictions or retain publishing rights without restrictions.