Annotated Bibliography

1. Appel, Markus, and Timo Gnambs. “Women in Fiction: Bechdel-Wallace Test Results for the Highest-Grossing Movies of the Last Four Decades.” Psychology of Popular Media., vol. 12, no. 4, 2023, pp. 499-504. ProQuest, https://www.proquest.com/scholarly-journals/women-fiction-bechdel-wallace-test-results/docview/2708804467/se-2, doi:https://doi.org/10.1037/ppm0000436.
   • In this article, the authors argue that, despite increasing awareness of female representation in film, less than half of the highest-grossing movies over the past forty years pass the Bechdel-Wallace Test, though there has been a slight upward trend in recent years. The authors analyze the top 30 highest-grossing global films annually from 1980 to 2019 (around 1,200 films), draw data from the bechdeltest.com citizen science database, and provide their own coding of films not covered in that database. This study provides a large-scale quantitative overview of women’s representation in mainstream cinema over four decades, exemplifying empirical grounding for gender and film discourse. Overall, this source offers substantial data about when and how female characters meet a minimal threshold of non-male-centred interaction across time, which provides a baseline for assessing change. The study’s finding of a recent rising trend in passing rates indicates that female characters may increasingly be portrayed as independent agents whose dialogues and interactions are not merely defined in relation to men, aligning with our interest in tracing cinema’s reflection of evolving social views on women’s multidimensionality.
2. Valentowitsch, Johann. “Hollywood Caught in Two Worlds? The Impact of the Bechdel Test on the International Box Office Performance of Cinematic Films.” Marketing Letters, vol. 34, no. 2, 2023, pp. 293–308, https://doi.org/10.1007/s11002-022-09652-5.
   • Valentowitsch argues that for U.S. studio films released internationally, passing the Bechdel test is associated with higher box-office earnings; however, this positive effect significantly depends on the socioeconomic development of the foreign market.In terms of evidence, the study uses a dataset of 515 randomly selected Hollywood films released between 2010 and 2018 across 29 countries (about 9,337 country-film observations), and it applies regression analysis to test the effect of passing the Bechdel test on box-office receipts, relating it to country-level indices of women’s empowerment and socioeconomic development. This work importantly fills a key gap in the literature by venturing beyond U.S. domestic box-office studies and examining how gender representation interacts with global market conditions, thus offering critical insight into how international audiences respond to female‐centric representation. Ultimately, this article provides sufficient evidence that more autonomous female interaction (as captured by an ideal Bechdel test score) has real commercial consequences, linking representation to market value. It also demonstrates how the reception of these portrayals are shaped by the cultural and socioeconomic context. 
3. Wilk, Katarzyna. “Feminist Film Theory: The Impact of Female Representation in Modern Movies.” Studia Humana (Rzeszów), vol. 13, no. 4, 2024, pp. 13–22, https://doi.org/10.2478/sh-2024-0021.
   • Wilk argues that the representation of women in modern U.S. cinema remains disproportionately limited. Although films directed by women demonstrate higher percentages of female characters and crew, they still face significant budget and box-office disparities. This article analyzes the top five highest-grossing live-action films of 2018 directed by men vs. those directed by women, applying critical mass theories to compare on and offscreen female representation. Because he provides a focused contemporary snapshot of mainstream American film representation with a direct comparison of director gender, Wilk illuminates structural inequalities not just in character portrayal, but also in production context (crew roles, budgets). This article is relevant because it links female representation onscreen (extent of female characters) and behind the scenes (crew, directing) with the structural context of production, thereby touching on how agency is enhanced or restricted institutionally. By illustrating that women-directed films have comparatively greater female presence yet still face systemic disadvantages, the article emphasizes how shifts in agency of women in film are integrated in broader industry power dynamics. 
4. Lauzen, Martha M. “Boxed In 2017-18: Women On Screen and Behind the Scenes in Television.” Center for the Study of Women in Television &  Film, San Diego State University, Sept. 2018, womenintvfilm.sdsu.edu/wp-content/uploads/2018/09/2017-18_Boxed_In_Report.pdf.
   • In this paper, Lauzen explores how female representation has shifted over 21 years in drama, comedy, and reality TV programs by comparing data from 1997-1998 until 2017-2018. To produce this study, the researchers used a content analysis method, randomly selecting TV episodes from broadcast networks, basic cable channels, premium cable channels, and streaming services. This study is an important source because it provides relevant trends and themes in television representation over time. For our thesis in particular, statistics like “programs with at least 1 woman executive producer featured more female characters in speaking roles and major roles, and more women in other key behind-the-scenes positions, than programs with exclusively male executive producers” give us insight and context for potential findings in our project, since film and TV are similar media (Lauzen, 2018). This source also highlights intersectionality, such as the fact that the percentage of Latina characters in speaking roles reached a historical high in 2017-18,  which is good information for us to supplement our own dataset with. 
5. Pranian, Riley. “The Effect of Female Representation on Revenue: A Study of Gender Within the Film Industry.” Pace Digital Repository, 2022, digitalcommons.pace.edu/honorscollege_theses/353/.
   • Examining the relationship between a cast’s female-to-male ratio and that film’s revenue, Pranian hypothesizes that the more women present in the cast, the higher the revenue because of an increased demand for movies and the need for role models among women. However, the study results show that a film’s gender ratio does not affect its revenue. As evidence, Pranian performs a literature review and three statistical regression comparisons using data from Stefano Leone’s “IMDb extensive dataset” of movies from 1894 to 2020. This research is important because it exposes inequalities in the entertainment industry, which have repercussions for the future of film production and consumption. It also applies to our thesis because Pranian unpacks the main relationship we aim to explore: female representation and film performance (as indicated by factors like revenue).
6. Yang, Luoying, et al. “Measuring female representation and impact in films over time.” ACM/IMS Transactions on Data Science, vol. 1, no. 4, 25 Nov. 2020, pp. 1–14, https://doi.org/10.1145/3411213. 
   • Luoying argues three points for the pitfalls and improvements in female representation and movie success. These conclusions are: 1. female filmmakers are instrumental for better female representation, but the percentage of female filmmakers has been very low, 2. movies that have the potential to tell insightful stories about women are often provided with lower budgets, leading the films to receive more criticism, & 3. the demand for better female representation from moviegoers has also not been strong enough to compel the film industry to change, since movies with poor female representation can still be very popular and successful at the box office.
   • To produce these results, researchers designed a study examining linear regression and random Forest models of predictors comparing female cast ratios to Bechdel test results. This is an important source because it promotes a message that movies with better female representation are more likely to succeed, making it worthwhile for the film industry to improve female representation on and off-screen. In the context of our thesis, this resource helps explain why we are seeing certain trends in our data by examining factors that lead to varying levels of representation and movie success outcomes. 
7. Doughman, Jad, and Wael Khreich. “Beyond the Spotlight: Unveiling the Gender Bias Curtain in Movie Reviews.” PLOS ONE, vol. 20, no. 1, 29 Jan. 2025, p. E0316093, https://doi.org/10.1371/journal.pone.0316093.
   • Doughman and Khreich (2025) argue that professional movie reviews perpetuate gender bias through language, as female-led films receive more gendered and biased commentary than male-led ones. Using natural-language processing on over 17,000 reviews, the study detects linguistic sexism and compares it with the gender composition of actors, directors, and writers. This research is important because it reveals how gender inequality in cinema extends beyond on-screen representation to the way films are discussed and evaluated. It supports my thesis on female representation in cinema by showing that women’s visibility in film is shaped not only by who appears or creates on screen, but also by how their work is framed in public discourse.
8. Lauzen, Martha. Thumbs down 2022: Film Critics and Gender, and Why It Matters. 2022.
   • Lauzen argues that the field of film criticism remains heavily male-dominated and that this gender imbalance has important consequences for whose work is reviewed and how films, especially those with female protagonists or directors, are positioned in the cultural marketplace. The report uses evidence from over 4,000 reviews by 334 U.S.-based critics published between January and March 2022, including comparison data from 2013 to 2020. It is important because it shows how gender representation in criticism, not just on-screen or behind the camera, affects the visibility and reception of films, shaping broader ideas of value in cinema. For my thesis on female representation within cinema, this resource provides empirical data on film critics whose biases and representation can influence how female-led or female-directed films are discussed and perceived by audiences.
9. Stroube, Bryan K, and David M Waguespack. “Status and Consensus: Heterogeneity in Audience Evaluations of Female‐ versus Male‐Lead Films.” Strategic Management Journal, vol. 45, no. 5, 1 Feb. 2024, https://doi.org/10.1002/smj.3575.
   • Stroube and Waguespack argue that films with female leads attract significantly less consensus in audience evaluations than those with male leads. They base their analysis on approximately 383 million consumer ratings of films released between 1992 and 2018, supplemented by a controlled experiment using fictional movie plots with randomly assigned lead gender.The study is important because it shows that the gender of the lead influences not just average ratings but the dispersion and skew of audience perceptions, thereby revealing a subtle mechanism of gender bias in how films are received. For my thesis on female representation in cinema, this resource is useful because it provides empirical evidence that films led by women are evaluated differently by audiences, meaning that representation issues extend beyond casting and production into how audience perceptions form and aggregate, and it offers methodological inspiration (large-scale ratings analysis plus experimental design) for investigating representation and reception of female-led cinema.
10. Lindner, Andrew M., et al. “Million dollar maybe? the effect of female presence in movies on box office returns.” Sociological Inquiry, vol. 85, no. 3, 14 Mar. 2015, pp. 407–428, https://doi.org/10.1111/soin.12081.
    • In this article, the author’s main focus is on the underrepresentation of women in film and examining this problem through independent variability. Rather than evaluating the extent to which female representation makes an impact on box office revenue, they discover why movies with an independent female presence suffer in the box office. Utilizing a regression analysis and the Bechdel test, they argue that there is a relationship between the lack of female representation and significantly less box office revenue. On its surface, Lindner explores the same concept our project wants to offer; however, he makes an interesting point that large production budgets tend to fail the test and lower production budget films pass the test more often than not. This indicates that films with less female representation are more funded and therefore earn more revenue. While our project examines both the effects of female representation on revenue and audience enjoyment, this article would heavily support our arguments regarding revenue effects. 
11. Ochsner, Chase. “ The Effect of Female Protagonists and Non-Sexist Dialogue on Domestic Box Office Revenue for Films Released Between 1995 to 2018.” Illinois Wesleyan University, 2021, https://digitalcommons.iwu.edu/econ_honproj/143/. Accessed Oct. 2025.
    • This article also examines the relationship between female representation on screen through dialogue and behind the screen through gender wage inequality. Despite other researchers arguing that female presence negatively affects box office revenue, Ochsner found that, from a relatively small sample size, profits are positively correlated with the presence of female protagonists. His reasons are based on the increasing demand for female filmmakers and the social condemnation of sexist dialogue. This would serve as a good counterargument should we conclude that the Bechdel test failure has a positive relationship to an increase in box office revenues. 
12. Smith, Stacy L. “ 1 Gender Oppression in Cinematic Content? A Look at Females On-Screen & Behind-the-Camera in Top-Grossing 2007 Films.” Annenberg School for Communication & Journalism, 2010, https://www.academia.edu/download/31905970/07GenderReport.ashx.pdf. Accessed 2025.
    • This source does a more in-depth analysis of the gender roles within films, analyzing the ratio of males to females, cast and crew, even within different genres and various production companies. Smith spends a portion of the article discussing hypersexualization and traditional gender roles, and how that affects the portrayal of women within cinema. Part of her results included findings that a significant majority of films portrayed females in a sexualized manner, a display of using women for their attractiveness to cater to a certain audience, rather than an accurate representation of women. She also conducted studies examining the relationship between the gender of industry workers and the gender of speaking characters, and a more in-depth analysis of female protagonists. This author provides unique research and insights that would be beneficial to back up various arguments in our project. Her perspectives on the relationship between behind-the-scenes individuals and the portrayal of on-screen characters is a viewpoint we can utilize to back up the findings in our dataset regarding the gender ratios of the crew. She also argues that a lot of female screentime is used for “eye candy,” inaccurately portraying an equal and fair display of women. Rather, it is a ploy to engage a male-centered audience and reinforce stereotypes in the media. Perhaps this plays a role in box office revenue in the sense that more people wish to see a sexualized representation of women, rather than a raw, more authentic story following a woman protagonist. 
13. Desjardins, M. R. (2015). Recycled stars : female film stardom in the age of television and video  / Mary R. Desjardins. Duke University Press. 
    • Throughout this source, author Mary R. Desjardins explores the “recycling” of female film stars from the early Hollywood era by analyzing their reuse within media forms such as broadcast television and public video within the mid to late 20th century. Specifically, the author forms a series of case studies by focusing on actresses such as Gloria Swanson and Lucille Ball, studying how their names and likenesses were manipulated to match the agenda of changing cultural norms and ideals surrounding subjects such as aging and femininity. By drawing on the personal stories and histories of these stars, the author seeks to prove a broader point about the power imbalances present within a media system that is historically predominantly patriarchal. On the other hand, the author also presents the rise of television as a form of empowerment for these female film stars, enabling them to step into traditionally excluded roles such as producing and directing. Throughout the book, Desjardins interweaves different interdisciplinary studies, such as feminism and media history. 
14. Murphy, Jocelyn. “The Role of Women in Film: Supporting the Men – An Analysis of How Culture Influences the Changing Discourse on Gender Representations in Film.” Journalism Undergraduate Honors Theses, May 2015. COinS,https://scholarworks.uark.edu/jouruht/2. 
    • This source is based on an analysis of how female characters have been positioned in mainstream cinema, arguing that even with the prevailing cultural norms shifting to an improvement in female representation, there still is a bias in keeping women in supporting or relational roles. These shifts have continued through the decades alongside broader social movements, and yet female representations seem to be relegated to supporting roles. Some key points within the source are how there are consistent recurring archetypes among movies of female characters, such as “supportive girlfriend/mother” or “damsel,” and this relates to how they track cultural anxieties among the population because of how certain people’s perception of females places them into these roles. The source also delves into the discussion of industry factors, such as the fact that it is a male-dominated authorship with strong, intense marketing expectations that reinforce limited agency. This source ultimately established the baseline pattern of constrained female autonomy within the film industry.
15. Kumar, Arjun M., et al. “Gender Stereotypes in Hollywood Movies and Their Evolution over Time: Insights from Network Analysis.” Big Data and Cognitive Computing, vol. 6, no. 2, Jun. 2022, p. 50. www.mdpi.com,https://doi.org/10.3390/bdcc6020050. 
    • This source uses computational social network methods on movie data to quantify the patterns of female representation, such as “who speaks to whom”, “who drives the interactions”, and “how characters are described” as well as how this data has changed over time. This also examines structural prominence and language linked to male vs. female characters. Some key ideas provided in this source are that men historically hold more connective/plot-driving positions based on the data. Through language analysis, the source claims that it highlights stereotyped trait attributions and action verbs by gender. There are also temporal trends indicating a gradual narrowing of disparities with variance by genre and era. This source provides greater insight into the measurable evidence about agency and the dialogue or action that’s observed within the film industry.
16. Pattnaik, Chinmay, et al. “Gender and Ethnic Diversity and International Success of Hollywood Movies.” Journal of World Business, vol. 60, no. 4, Jun. 2025, p. 101646. ScienceDirect,https://doi.org/10.1016/j.jwb.2025.101646.
    • This source is based on an empirical study linking the on-screen and creative team diversity to international performance outcomes. Specifically, overseas box office, reach, or acclaim. It investigates how global audiences respond to diverse ensembles and narratives. Some key ideas from this source are the large sample analysis of Hollywood releases with diversity indicators matching international success metrics, allowing us to see trends and patterns within the data. Another one is the positive association between higher cast diversity and international performance, moderated by the market context. It also delves into implications for studios, which include diversity as strategic, not just normative, as a way to respond to shifting audience expectations. This is relevant to our research because it shows how more diverse women forward casts may perform better internationally, which would suggest a market incentive to evolve the female roles and representations in the film industry.