Algorithmic gender representation in digital journalism: a perspective on platform-mediated masculinities in Indonesian media
Integrating artificial intelligence into journalism has transformed how gender identities are represented and consumed across digital platforms. This perspective examines the emergence of “platform-specific masculinities” in Indonesian digital journalism, drawing from recent empirical evidence showing a 55-percentage-point decline in traditional masculine representations between 2019 and 2024. We propose the “Algorithmic Gender Representation Paradigm” (AGRP) as a theoretical framework emerging from Indonesian contexts for understanding how platform-specific affordances, machine learning algorithms, business models, and cultural contexts interact to influence journalistic content and audience engagement. Analysis of 240 h of television programming and 1,100 digital media items reveals that digital platforms demonstrate 111% higher engagement rates for emotionally expressive content than traditional masculine representations, particularly among audiences aged 18–24. While television maintains predominantly traditional representations (65%), platforms like TikTok show significantly higher proportions of emotional (42%) and creative (45%) expressions. These patterns reflect not only algorithmic affordances but also divergent business models: advertiser-funded platforms optimizing for engagement versus broadcast television navigating regulatory constraints. Drawing on platform studies, feminist technology scholarship, and glocalization theory, we challenge assumptions about algorithmic neutrality and highlight the need for culturally sensitive AI development in journalism. We identify critical gaps in cross-cultural algorithmic bias studies and propose methodological approaches for examining long-term societal impacts. The perspective concludes that understanding algorithmic influence on gender representation requires interdisciplinary collaboration, integrating communication studies, computer science, gender studies, and area studies to ensure that digital transformation serves democratic values and promotes culturally sensitive representation across diverse global contexts.
- Research Article
- 10.3390/journalmedia6010038
- Mar 7, 2025
- Journalism and Media
This study examines the transformation of masculine representation across television and digital platforms in Indonesian reality shows. We identified distinct patterns of masculine representation emerging across platforms through a mixed-method analysis of 240 h of television programming, 1100 digital media items, and survey data from 1000 respondents. Our study reveals a significant decline in traditional masculine representations from 85% to 30% between 2019 and 2024, accompanied by the rise of “platform-specific masculinities”. The research identifies three primary categories: traditional (dominated by competitive achievement), emotional (characterized by interpersonal connection), and creativity (marked by innovative self-expression). Digital platforms demonstrate higher engagement rates for emotional (380 k interactions) and creative content (320 k interactions) compared to traditional representations (180 k interactions), particularly among younger audiences (18–24). While television maintains predominantly traditional representations (65%), digital platforms, especially TikTok, show higher proportions of emotional (42%) and creative (45%) expressions. These findings contribute to understanding how platform characteristics influence gender representation and suggest implications for media production in Southeast Asia.
- Research Article
16
- 10.1177/10775595231226331
- Jan 12, 2024
- Child maltreatment
This study presents the most comprehensive national prevalence estimates of diverse gender and sexuality identities in Australians, and the associations with five separate types of child maltreatment and their overlap (multi-type maltreatment). Using Australian Child Maltreatment Study (ACMS) data (N = 8503), 9.5% of participants identified with a diverse sexuality and .9% with a diverse gender. Diverse identities were more prevalent in the youth cohort, with 17.7% of 16-24years olds identifying with a diverse sexuality and 2.3% with a diverse gender. Gender and sexuality diversity also intersect - for example, with women (aged 16-24 and 25-44) more likely than men to identify as bisexual. The prevalence of physical abuse, sexual abuse, emotional abuse, neglect and exposure to domestic violence was very high for those with diverse sexuality and/or gender identities. Maltreatment was most prevalent for participants in the youth cohort with diverse gender identities (90.5% experiencing some form of child maltreatment; 77% multi-type maltreatment) or diverse sexualities (85.3% reporting any child maltreatment; 64.3% multi-type maltreatment). The strong association found between child maltreatment and diverse sexuality and gender identities is critical for understanding the social and mental health vulnerabilities of these groups, and informing services needed to support them.
- Research Article
- 10.35814/coverage.v9i2.1123
- Mar 18, 2019
- CoverAge: Journal of Strategic Communication
Online journalism has evolved since nearly the last two decades to produce a variety of journalistic products that combine the culture of print journalism and new media technology. This research investigates the evolutionary trends in searching and presenting online news in Indonesia by considering the dynamics of convergence caused by the presence of the internet. Online journalism in Indonesia presents various models of presenting news by utilizing the web or website or pages and social media. The development of online journalism in Indonesia is not only demonstrated through the presence of news sites, but also the existence of feed reader pages or news aggregators. This change in online journalism practices in Indonesia poses challenges for lecturers who teach journalism specifically and communication science in general. This study aims to explain the concept of online journalism that applies in Indonesia. In this study, researchers will gather previous studies on online journalism in Indonesia to then describe the problems that arise in online journalism in Indonesia, the methods used to examine them, and data collection techniques. Researchers hope this research will be the initial stage of research on online journalism in Indonesia so that later there will be teaching modules for students of communication science in general and journalism in particular.
- Research Article
9
- 10.5539/ijbm.v16n11p21
- Sep 21, 2021
- International Journal of Business and Management
Digital entrepreneurship platforms have created opportunities to marketers and manufacturers to achieve their marketing objectives with digital technologies through various digital platforms. Implementation of digital platforms have changed the traditional ways of doing business in bricks and mortar to digital channels such as online marketing, App store, purchase via internet or smartphone, e-transaction and e-commerce. There is a general belief that by moving firms towards digitalization world and selling products or services through digital platforms will increase firms’ capabilities and directly increase sales finally lead to better firms’ performance. In fact, this is not applied to all the firms involving selling and buying in digital platforms. The main advantages of doing digital platforms business are do not need much capital in starting up the business and this business model allows digital entrepreneurs to work from anywhere and anytime without the restriction of locations and time constraints. There are many factors in influencing the success or failure of digital entrepreneurship of an individual, team or firm. First and foremost is the innovation factor which determines the successful path to the ultimate goal of the business. This paper discusses the digital entrepreneurship opportunities, digital platforms practices, challenges, risks and constraints faced in promoting and expanding digital platforms from a Malaysian perspective, such as firms’ organizational structure and human resource in digital expertise, digital technologies readiness, financial supports, market changes and unprecedented risks. This paper argues the importance and development of digital entrepreneurship that incorporates strategic innovation to enhance firms’ capabilities. The findings of the paper highlighted the potential of digital entrepreneur platforms in increasing new career for individual, enhancing economy growth and welfare for consumers. Hopefully the discussion outcomes will raise further awareness and attention of individual, team and firms to integrate digital entrepreneurship into their businesses.
- Research Article
3
- 10.1016/j.ptdy.2020.08.018
- Sep 1, 2020
- Pharmacy Today
LGBTQ cultural competence for pharmacists
- Research Article
- 10.30838/ep.199.76-85
- Apr 14, 2025
- Economic scope
The development of ecosystems creates new opportunities for both the economy as a whole and the financial sector. But at the same time, this development also creates new risks associated with the growth of the market power of ecosystems and their deep penetration into the business processes of market participants and the lives of citizens, which confirms the lack of alternative to regulating the activities of digital giants and the digital ecosystems they create. The consumer (user) is the main resource of the ecosystem, providing its competitive advantage. By accumulating market power, digital ecosystems create a profitable business model for suppliers, provide users with new opportunities due to the effect of scale and the introduction of a new customer experience. As a result, the choice of users in the digital space expands, the efficiency and competitiveness of the national economy in the international landscape increases. An important aspect of modern international competition is precisely digital ecosystems and platforms. There are different approaches to reducing the manifestations of digital dominance. The Chinese and American approaches to regulating digital platforms are aimed at reducing the power of digital giants that have already conquered the world markets within the country. In countries where national digital platforms are just being formed, this approach does not promise to be adapted. The traditional market-oriented approach is based on the assumption that the regulation of national ecosystems and digital platforms should not contradict the basic principles of competition and create artificial preferences for individual national players that already occupy a leading position. At the same time, given the conflicts that arise when trying to tax or determine the cost of processed information and/or data as a new generation resource, regulation is a condition for the accelerated implementation of digital technologies in national business models with their subsequent scaling. The development of a new approach to the relationship between regulation and self-regulation of digital ecosystems and platforms will contribute to the aggravation of global inequality. Digital ecosystems formed from several digital platforms and services create additional financial values, and through the use of unified profiles and end-to-end services make the work of users even more convenient. There are different approaches to defining digital platform operators as an information intermediary. The manifestations of digital inequality depend on the models of digital information intermediation: (1) the information intermediation model, which includes all sites that allow third parties to offer and host content (videos, music, photos, documents), services or goods and marketplaces; (2) the information intermediation model, which includes all sites that represent a gateway to access other content (all sites that offer “information content”), such as online search engines, search content aggregators or price comparison services. It has been established that ecosystems that include social networks in their business model usually offer their services to users free of charge, after which the ecosystem itself increases its potential to attract advertisers. The presence of network effects provides an assessment of the impact of a digital ecosystem on the ability of an economic entity to exert a decisive influence on the general conditions of circulation of goods in the relevant goods market.
- Research Article
- 10.58578/mikailalsys.v2i3.3700
- Aug 17, 2024
- Journal of Multidisciplinary Science: MIKAILALSYS
This study investigated mainstream television adoption of digital platforms and audience engagement to determine the level of audience engagement, motivation for engagement, and challenges associated with engagement with TV stations on their digital platforms. The study focuses on Channels TV and the Nigeria Television Authority (NTA). A mixed research method was adopted, and the population of the study was viewers of Channels TV and NTA in the Jalingo metropolis. Data were collected from a valid sample of 331 respondents through a questionnaire and analyzed using descriptive statistical tools. The study found a moderate level of audience engagement on the digital platforms of the TV outlets. The study further revealed that the audience is motivated to engage with the stations via digital platforms based on their desire to stay updated and the convenience and interactivity offered by digital platforms. However, the study revealed that issues of slow loading times, low video streaming quality, high data consumption, and outdated content were the major challenges impeding audience engagement with Television outlets via the digital platform. The study recommends that TV stations should prioritize the production of high-quality content on their digital platforms and ensure regular updates of information and interactivity on their platforms.
- Research Article
6
- 10.3390/joitmc8040183
- Dec 1, 2022
- Journal of Open Innovation: Technology, Market, and Complexity
For many, digital transformation is the new normal. However, in particular, pipeline businesses in traditional industries, such as standard-setting organizations (SSOs), are reluctant to radically rethink their business models, as they have often successfully prevailed for decades. The literature shows that there is a great deal of theory to be found on digital transformation, but a practical and, at the same time, scientific approach is yet missing. Following the design science framework, this paper introduces a two-step approach to transform a pipeline business model into a digital standardization platform. This is achieved by mapping the incumbent pipeline business mode146l and its ecosystem with the Platform Business Model Canvas introduced by Eisape. The representation of the current ecosystem is then digitally transformed according to the three key transformation points introduced by Alstyne et al., shifting the current ecosystem into the digital realm. The illustrative case study on DIN e.V. (the German SSOs) demonstrates the new methodology and its suitability for real applications. The result is a platform business model for a digital standardization platform, which, compared via an index to the traditional business model, has the potential to disrupt the entire standardization industry.
- Research Article
11
- 10.1007/s00391-020-01704-7
- Feb 18, 2020
- Zeitschrift für Gerontologie und Geriatrie
There have been relatively few studies concerning gender and sexual identity in research on ageing and nursing or care. Non-heterosexual older people and those in need of care describe fears of rejection and the dependence on third parties in their use of health and social care services in old age. This article examines the question of how gender and sexual diversity can be respected in older adult social services. It focuses on the question of how sexual and gender identity become relevant in particular contexts and how these categories interact with other categories of identity. Qualitative data from the same sex and nursing in old age (GLEPA) research project with older lesbian, gay, bisexual, trans*and inter* (LGBTI*) people in need of care or help are used. For the analysis, biographical case reconstructions are combined with an intersectional perspective. The analysis of the data shows how sexual and gender identities of older LGBTI* people are represented in differing contexts and depend on their experiences across the course of life. It also shows how specific strategies associated with these identity categories are developed and can be distinguished. Particularly in the act of personal care, the interplay between age, body and gender identity shows how the interviewees experience the normative and sometimes violent, structures of long-term care. Regarding sexual identity, the data show the continuing relevance of life situations and lifestyles for LGBTI* people into old age, demonstrating the importance of taking an intersectional perspective for person-centered care with older adults.
- Research Article
19
- 10.1002/nur.22274
- Nov 2, 2022
- Research in Nursing & Health
Changing language, changes lives: Learning the lexicon of LGBTQ+ health equity.
- Conference Article
4
- 10.1109/ice/itmc49519.2020.9198471
- Jun 1, 2020
The rapid developments in information and communication technology enable new business models that are based on digital platforms. Marketplaces such as Amazon or Airbnb have already adapted this business model to connect previously unconnected supply-side and demand-side to conduct a business transaction via a digital platform. Due to Industrie 4.0 and the rapid technological development that comes with it, digital platforms have entered the market within the area of the mechanical engineering. Different platform types exist, such as marketplaces for machine equipment or digital data platforms for connected machines. Although numerous companies claim to offer platform-based business models, they often lack knowledge on individual business model components. To close this gap, this paper structures a variety of existing platforms based on their detail characteristics. Within this paper, existing typologies of digital platforms from other industry areas are analyzed. Case study research of platforms within the mechanical engineering is used to adjust these typologies and create a new one for digital platforms within the mechanical engineering.
- Research Article
8
- 10.1111/soc4.13243
- Jun 26, 2024
- Sociology Compass
In the last few years, the proliferation of digital labour platforms has led to the transformation of business models and labour relations in an increasing number of economic activities, including highly feminized and informal traditional sectors, such as care and domestic work. Drawing on an analysis of 37 digital care platforms in Spain, this research compares the distinctive features and structural power dynamics they engender, and it constructs a taxonomy of business models of these care platforms. By analysing the main features of their operational models, we are capable of distinguishing three main types of platforms: marketplace, on‐demand, and digital placement agencies. First, the paper argues that the distinctive features of each digital platform business model have differentiated impacts on working conditions in terms of access to tasks, remuneration, flexibility and means of control. This differentiation allows us to understand what is transformative and what is continuous in platforms' precarization or formalisation of care work and working conditions of carers, mainly women and migrants. Each business model has its differentiated outcomes in terms of labour control and reorganization of women's and migrants' reproductive work. Second, more broadly, while digital care platforms may have contributed to facilitating workers' access to jobs, reducing transaction costs and standardising processes, this has often been through the creation of more flexible and insecure forms of work and to increased market pressures. Therefore, this study contributes to existing research addressing the degree of formalization of labour relations in digital platform work through a nuanced analysis of their business models.
- Conference Article
- 10.54941/ahfe1002049
- Jan 1, 2022
Everyday objects are usually visually designed to imply that they belong to men or women. They are, thereby, tools for people to represent their gender identities. However, even though gendered design is a common topic in academic research, the representation of gender diversity remains relatively marginal. This study aims to organize people's life experiences with different gender identities to explore visual design strategies that change the original gender implication of everyday objects, thus representing gender diversity and promoting social inclusion of sexual minorities. To do so, a participatory design game workshop has been created and conducted. Three game characters with diverse gender identities were developed, and design materials that implied gender binary or diversity were provided, such as everyday objects and visual elements. During the workshop, six participants imagined themselves as admirers of the game characters and used the prepared materials to design gifts for them that fit their gender identities. The results of the workshop show that the gender implication of objects can be changed through reorganizing visual elements of color, shape, decoration, and cultural symbols. In addition, cisgender heterosexual participants preferred to represent diverse gender identities through innovative arrangements of gender-stereotypical visual elements, while participants that belong to sexual minorities preferred to adopt personalized design strategies to "de-genderize" everyday objects. This variation may be caused by the tendency of cisgender heterosexual people to confirm their gender identity through gender stereotypes, while sexual minority people escape the binary gender system through individualized representation. Therefore, the study concludes that design process representing gender diversity not only needs critique and innovation, but that de-genderdizing strategies cultivated by sexual minorities from their practices are also essential design resources.
- Research Article
12
- 10.1007/s11846-023-00679-0
- Jun 15, 2023
- Review of Managerial Science
Business models are being transformed by increasing digitalization of the economy and the emergence of technological systems. In logistics, through innovation and the implementation of information processing systems using digital platforms and the integration of Connected and Autonomous Vehicles (CAV), the transformation of business models is being bolstered. However, the digitalization of the business fabric and the predisposition to integrate into logistics platforms will condition business evolution. This paper aims to reveal the evolutionary trends in the business models of companies in the road freight transport sector, and also to outline the benefits and main barriers faced by managers in creating, delivering, and capturing value in a business environment characterized by the emergence of new business models, digital logistics platforms and CAVs. Through qualitative research based on interviews with strategy managers and senior executives from mobility and technology companies, the findings reveal the importance of business integration on digital platforms to optimize resources and deliver better services. By managing aggregated data from CAVs, digital platforms will enable personalized and comprehensive services through omni-channel delivery. By creating single interfaces for contracting, customer care and customer service, platforms enable companies to specialize in specific services and increase profitability while covering complete needs through cross-company collaborations.
- Preprint Article
- 10.31235/osf.io/tpj3v_v1
- Jun 7, 2025
This study examines how gender representation is portrayed in several Indonesian commercial advertisements aired on YouTube throughout 2024. Using a qualitative content analysis approach, this study examines how gender roles are constructed and conveyed through visual and narrative elements in digital advertisements. The main objective of this research is to understand the extent to which gender stereotypes still appear and are reproduced in new media, as well as to identify any changes or consistency in these representation patterns within the Indonesian cultural context.The analysis results indicate that women are still frequently depicted in roles related to the domestic sphere, emotions, and aesthetics. Meanwhile, men are more often portrayed as rational, dominant, and masculine figures. These patterns indicate that traditional representations of gender roles persist, even in digital media platforms often perceived as modern and progressive, such as YouTube. In other words, despite changes in the platform, the social messages conveyed tend to uphold traditional norms.These findings contribute significantly to media sociology and gender studies in Indonesia, while also serving as a reminder of the need for critical evaluation of the digital content consumed by society. This research also underscores the urgency for the advertising industry to adopt more equitable, inclusive communication strategies that reflect the diversity of gender roles in contemporary society.Keywords: gender representation, YouTube advertising, digital media, stereotypes, media sociology.
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