Visual Essay · ITP @ NYU Tisch · 2016–2025

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Differential visibility and narrative framing of LGBT+ identities in a decade of U.S. online news

Although scholarly interest in LGBT+ media representation has grown, most published work relies on qualitative content analysis, single-identity coverage patterns, or focuses on non-U.S. contexts. Large-scale, quantitative investigation of how American online news distributes attention across the four distinct LGBT+ identity subgroups — and what that asymmetry produces — remains sparse.

This gap matters because media visibility is not a neutral measure. Drawing on Agenda-Setting Theory (McCombs & Shaw, 1972), Framing Theory (Entman, 1993), and the Minority Stress Model (Meyer, 2003), this project treats differential coverage as a mechanism: one that shapes public cognition, informs legislative agendas, and is associated with documented disparities in mental health and physical safety among the communities least served by that coverage.

What follows is an analysis of 954,433 English-language online news articles retrieved from Media Cloud, spanning January 2016 through December 2025 — four identity labels, tracked week by week, across a decade of American political life.

954,433
articles analyzed
Jan 2016 – Dec 2025
56%
of LGBT+ adults are bisexual
yet receive only 6% of coverage
8.6×
more gay coverage than bisexual
despite bisexual being the larger group
0.11×
bisexual coverage-to-population ratio
the most underrepresented identity
Original Research · Data Journalism · ITP @ NYU Tisch School of the Arts · 2026
Differential Visibility and Narrative Framing of LGBT+ Identities in U.S. Online News Media: A Corpus Analysis of 954,433 Articles, 2016–2025
Yifan Chen  ·  Interactive Telecommunications Program, Tisch School of the Arts, New York University
Background
News media play a formative role in constructing public understanding of marginalized communities. Within the LGBT+ population, distinct identity subgroups occupy markedly different positions in both demographic reality and mediated representation. Despite bisexual individuals constituting the largest single subgroup within the LGBT+ adult population (Gallup, 2025), systematic investigation into the asymmetric distribution of news coverage across these four identities remains sparse in the U.S. context.
Objectives
This study pursues three analytical objectives: (1) to quantify and compare news media coverage volume across four LGBT+ identity markers over a ten-year period; (2) to characterize the lexical and thematic environments in which each identity is discussed; and (3) to examine the relationship between political event cycles and fluctuations in identity-specific coverage volume.
Results
Coverage volume was markedly asymmetrical. Gay-coded articles (n = 489,001; 51.2%) outnumbered bisexual articles (n = 56,978; 6.0%) by a factor of 8.6, despite bisexual individuals constituting 56% of the LGBT+ adult population. Transgender coverage (n = 310,418; 32.5%) exhibited strong temporal correspondence with anti-trans legislative events. Collocate analysis revealed distinct discursive frames: gay coverage centered on rights and political figures; lesbian on cultural representation; bisexual on health contexts and celebrity disclosure; transgender on adversarial political terms including ban, military, and trump (doc_ratio = 0.174).
Conclusions
These findings provide empirical evidence of structural bisexual erasure and crisis-contingent transgender visibility in U.S. online news media. Editorial framing reflects and reinforces distinct social positions: gay identity as normative LGBT+ default; lesbian as culturally legible but politically marginal; bisexual as demographically invisible; and transgender as predominantly defined through political opposition. Cross-referencing with The Trevor Project national mental health surveys (2022–2024) and FBI Uniform Crime Reports (2016–2024) indicates that the identities least visible in news coverage face disproportionately high rates of suicidal ideation, and that bisexual hate crime victimization is recorded at roughly one-tenth the rate of anti-gay crimes despite bisexual people constituting a larger share of the population — patterns consistent with the hypothesis that structural media invisibility carries measurable downstream consequences for community safety and mental health.
Keywords: LGBT+ media representation · bisexual erasure · transgender visibility · corpus linguistics · framing analysis · Media Cloud · political cycle effects
01 — Coverage volume

The gap between who exists and who gets covered.

Each row shows two things: media coverage share (solid bar) and actual LGBT+ population share (faded bar below it). In a world where coverage matched demographics, both bars would be the same length.

Gay identity accounts for 51% of coverage while representing 17% of the LGBT+ population. Bisexual identity represents 56% of the population and receives 6% of coverage.

Hover bars for exact figures
■ Solid = media share ■ Faded = population share (Gallup 2025)
Ratio = (media share) ÷ (population share). 1.0 = parity. Sources: Media Cloud 2016–2025 · Gallup 2025.
02 — Representation ratio

One number that says it all.

Divide each identity's media share by its population share. A ratio of 1.0 means perfect parity. Gay coverage runs at 3.07×. Bisexual coverage runs at 0.11× — nearly invisible relative to its demographic size.

Hover bars for detail
+ Population context

The community is growing. Coverage is not keeping up.

The share of U.S. adults identifying as LGBT+ doubled between 2012 and 2025, driven primarily by bisexual identification among younger generations. Bisexual adults grew from 1.8% to 5.3% of the total U.S. adult population.

Media coverage did not follow. The gap between who exists and who gets reported on widened as the community grew.

Source: Gallup Annual Survey of LGBT+ Identity in the U.S., 2012–2025.
U.S. adults identifying as LGBT+ by identity (%)
03 — Weekly coverage trends, 2016–2025

Every spike is a story. Every flat line is a silence.

Four charts, one shared Y-axis. All four identities measured on the same scale. Gay coverage is so dominant that the other three identities barely register at this scale. Trans coverage spikes sharply around legislative attacks, then recedes. Lesbian and bisexual coverage is near-flat throughout.

Hover any dot to read the annotated event
Gay
Lesbian
Bisexual
Trans
Gay
Lesbian
Bisexual
Trans
Source: Media Cloud U.S. national collection · 523 weeks · 67 annotated events · Jan 2016 – Dec 2025. Presidential bands: Obama (blue) · Trump I (red) · Biden (blue) · Trump II (red).
Gay

Gay coverage maintains the highest baseline across the full decade. The two dominant peaks — Obergefell v. Hodges (June 2015) and the Pulse nightclub shooting (June 2016) — are large enough to compress the other three rows into near-invisibility at the shared scale.

Trans

Trans coverage is sparse outside major headlines, but surges around legislative attacks: HB2 (2016), the school guidance rescission (2017), the military ban (2017), and the accelerating state-level care and sports bans from 2022 onward. Coverage of trans identity is contingent almost entirely on policy conflict.

Lesbian

Lesbian coverage rises only in cultural contexts — Pride Month, film releases, representation stories. It almost never drives coverage in political or policy debates. The absence from legislative cycles, which so consistently produce trans spikes, is itself a pattern worth noting.

Bisexual

Bisexual coverage reads as a near-flat line throughout. Small spikes correspond to narrow contexts: the 2014 FDA blood donation debate, Ryan Russell's NFL coming-out (2019), monkeypox vaccine equity (2022), the final FDA blood ban repeal (January 2023). None produced coverage visible alongside the Gay row.

04 — Word analysis

The words that keep each identity company.

From 5,000 sampled articles per identity, these are the terms that appeared most consistently alongside each identity label. The percentage shows how many of those articles contained each word. Read across all four columns and you see not four coverage patterns but four distinct kinds of stories.

Hover any term for document frequency
Words by theme — stacked by frequency

Each rectangle is one word. Its height is proportional to the share of sampled articles in which it appeared. Stacked by thematic category, the chart makes visible what the collocate table only implies: what kind of conversation each identity is embedded in.

For Trans identity, the Legislative Attack category alone accounts for more than 80% of the cumulative word signal — dwarfing every other identity's total. Hover any segment for the specific word and its frequency.

Dominant narrative frames by identity — thematic labelling following Ng et al. (2024), PLOS ONE e0300385
Identity Primary Frame Representative Collocates What this means
Gay Civil rights and political identity rights · pride · marriage · court
florida · anti · buttigieg · trump
Gay coverage sits inside the power structure. Named politicians appear. Legal milestones anchor major spikes. The framing positions gay identity as a legitimate political subject with standing in institutional debates.
Lesbian Cultural representation and relationships women · queer · couple · court
film · tv · show · marriage
Lesbian coverage is culturally legible but politically secondary. Film, television, and relationship contexts dominate. Legal contexts appear, but rarely as a driver of coverage. Lesbian identity is present in stories about art and intimacy; largely absent from stories about power.
Bisexual Health policy and celebrity disclosure blood · hiv · health · star
celebrity · survey · men · women
Bisexual identity appears mainly in two contexts: public health policy debates (blood donation eligibility, HIV prevention discourse) and celebrity coming-out stories. The community itself almost never drives a news cycle. Bisexual people are covered when they are useful to someone else's story.
Trans Legislative opposition and institutional conflict trump · ban · military · sports
athletes · court · supreme · care
The most striking collocate profile of the four. Trans coverage is defined almost entirely by adversarial institutional terms. The word "trump" appears in 17.4% of all sampled trans articles. Affirmative or community-centered language is nearly absent. Trans identity in U.S. news is framed predominantly as a political problem to be legislated and adjudicated, not a community to be reported on.
05 — Consequences of differential visibility

The community most invisible in the news is the most vulnerable in reality.

Media visibility is not a neutral measure. The Minority Stress Model (Meyer, 2003) posits that chronic social exclusion and stigma — including invisibility in public discourse — produce measurable health disparities. The data below show that the identities least served by media coverage face the most severe mental health outcomes, and that crisis-driven media framing of transgender identity corresponds with a documented rise in anti-trans hate crimes.

Mental health outcomes by identity

The least-covered identity has the highest suicide ideation rate.

Among cisgender LGBT+ identities, bisexual youth report the highest rates of suicidal ideation and depression — higher than gay youth, despite receiving far less media coverage and community recognition.

Transgender youth face the most severe outcomes overall, corresponding with their exposure to crisis-driven, adversarial media framing and sustained legislative attacks.

Suicide ideation
Suicide attempt
Depression
Anxiety
Source: The Trevor Project National Survey on LGBTQ Youth Mental Health, 2023–2024. Past 12 months. Percentages reflect youth who reported each indicator.
Anti-trans legislation vs. FBI anti-trans hate crimes
Bars: total anti-LGBT+ bills tracked per year (ACLU Legislative Tracker annual totals: 510 in 2023, 533 in 2024, 616 in 2025). Line: FBI-reported anti-transgender hate crime victims. 2025 hate crime data not yet available. Sources: ACLU Legislative Tracker · FBI UCR, 2016–2024.

Crisis-driven coverage tracks legislative attacks — and hate crimes follow.

The trans media spike pattern closely mirrors the legislative calendar. Total anti-LGBT+ bills tracked by the ACLU grew from roughly 50 in 2016 to 510 in 2023, 533 in 2024, and 616 in 2025 — a twelvefold increase over the decade. FBI-reported anti-transgender hate crimes rose in parallel, from 111 in 2016 to a peak of 492 in 2023.

This suggests a feedback loop: adversarial legislation generates media coverage that frames trans identity as a contested political problem, which may normalize anti-trans hostility and contribute to real-world violence.

Anti-LGBT+ bills by issue category, 2023–2025

The legislative campaign targets trans identity across every domain of public life simultaneously.

Healthcare restrictions, school curricula, sports participation, identity documents, public facilities — each category has its own escalating trajectory. The breadth of categories means trans people face simultaneous restrictions in every aspect of daily life.

Source: ACLU Legislative Tracker annual totals (official category labels). 2025 full-year totals: 616 bills across all categories. Categories reflect ACLU official classification: Healthcare Restrictions, Restricting Student/Educator Rights, Public Accommodation Bans, Free Speech/Expression Bans, Barriers to Accurate IDs.
FBI hate crimes by victim identity (% of all hate crimes)

Bisexual victims are statistically nearly invisible — not because crimes are rarer, but because they are not recorded.

Despite bisexual people outnumbering gay people in the U.S. adult population, anti-bisexual hate crimes register at roughly one-tenth the rate of anti-gay crimes in FBI data.

This likely reflects a reporting and classification problem: when bisexual individuals are targeted, crimes tend to be categorized as anti-gay or anti-lesbian, mirroring the same erasure mechanism at work in media coverage.

Source: FBI Hate Crime Statistics / Uniform Crime Reports, 2016–2024. Values = % of all hate crime victims nationally.
06 — Bisexual: a closer look

56,978 articles. A decade of decline.

The total bisexual count sounds like a number. But it obscures a direction. Coverage has been falling year after year since 2016. The New York Times published 706 bisexual-mentioning articles in 2016. By 2025, that number was 34 — a 95% decline at the country's most influential newspaper.

This is not about bisexual people becoming less newsworthy. It is about bisexual people never having been treated as newsworthy in the first place.

Hover bars for year-on-year changes

The pattern extends beyond news. GLAAD's Where We Are on TV 2024–25 found bisexual-plus characters declined for three consecutive years, reaching 20% of all LGBT+ characters — down from 30% in 2016–17. GLAAD's Studio Responsibility Index 2025 found bisexual-plus film characters fell to 10% of all LGBT+ film characters.

News coverage falls. Television representation falls. Film representation falls. The community grows. The stories do not follow.

Total bisexual articles per year
Media Cloud U.S. national · 56,978 total articles · 2016–2025
New York Times: 706 → 34 articles (95% decline)
NYT only · 2,971 total articles across decade
GLAAD: LGBT+ TV representation, 2016–2025

Bisexual TV characters peaked in 2021 and have declined every year since.

Bisexual-plus characters fell from 30% of all LGBT+ TV characters in 2016–17 to 20% in 2024–25, mirroring the news coverage decline almost exactly. Total LGBT+ character counts peaked in 2021–22 and have contracted since, particularly on broadcast television.

Source: GLAAD Where We Are on TV annual reports, 2016–2025. Bars = total LGBT+ characters (all platforms). Line = bisexual+ share (%). Broadcast TV specifically declined 62%: from 141 characters in 2021–22 to 53 in 2024–25 (GLAAD, 2025).
Top 20 outlets by bisexual article volume
These are the NYT, Reuters, Guardian, LAT, Washington Post — not fringe outlets. The concentration of what little coverage exists in major mainstream media indicates this is not a story about obscure outlets missing the community. It is the mainstream choosing not to file it.
07 — Lesbian: a closer look

98,036 articles. A slower, quieter decline.

At 98,036 articles, lesbian coverage is larger in absolute terms than bisexual coverage — but it follows the same downward trajectory. In 2016, the dataset recorded 20,041 articles. By 2025, that number had fallen to 4,425: a 78% decline over the decade.

The New York Times published 1,089 lesbian-mentioning articles in 2016. By 2025, that number was 60 — a 94% decline, nearly identical to the bisexual drop at the country's most influential newspaper.

Hover bars for year detail

The decline pattern differs from bisexual in one key way: lesbian coverage had a higher baseline to begin with, and its drop is more gradual. Bisexual coverage fell sharply between 2016 and 2018, then plateaued near zero. Lesbian coverage declined more steadily, without a single dramatic collapse — suggesting a slow editorial drift rather than an abrupt decision to stop covering the community.

The top outlets are identical to the bisexual list: NYT, Guardian, LAT, Washington Post, Reuters. The mainstream chose both communities less and less, at nearly the same rate.

Total lesbian articles per year
Media Cloud U.S. national · 98,036 total articles · 2016–2025
New York Times: 1,089 → 60 articles (94% decline)
NYT only · 5,244 total articles across decade
Top 20 outlets by lesbian article volume
Coverage is concentrated in the same major mainstream outlets as bisexual coverage. The presence of outlets like Fox News and Variety alongside the NYT and Guardian reflects the range of contexts in which lesbian identity appears — from political commentary to entertainment coverage — but the volume trend is the same across all of them: down.

Data & Methods

A corpus of 954,433 English-language online news articles was retrieved from Media Cloud (a non-commercial academic media monitoring platform), spanning January 2016 through December 2025. Articles were identified through Boolean keyword search isolating each of four target identity terms: gay, lesbian, bisexual/bisexuality, and transgender/transsexual. The 954,433 figure is the sum of four separate searches: gay (489,001) + transgender/transsexual (310,418) + lesbian (98,036) + bisexual/bisexuality (56,978). A single article mentioning multiple identity terms may appear in more than one count.

Weekly mention counts were aggregated from daily article totals to smooth short-term noise. For each identity, the top 100 most frequent collocating terms were extracted from a stratified sample of 5,000 articles per identity and analyzed using document frequency ratios (doc_ratio). Population benchmarks are from the Gallup 2025 national survey of LGBT+ adult identity, with four categories normalized to sum to 100%. Thematic labelling follows the methodology of Ng, Yang et al. (2024), PLOS ONE e0300385. Mental health data: The Trevor Project National Survey 2023–2024. Hate crime data: FBI Uniform Crime Reports 2016–2024. Legislative data: ACLU Legislative Tracker. Entertainment media data: GLAAD Where We Are on TV 2024–25 and Studio Responsibility Index 2025.

Note on "gay" as umbrella term: The term "gay" functions both as a specific marker for gay men and as a generic synonym for the LGBT+ community in U.S. news discourse. This dual usage is itself analytically significant — the conflation of "gay" with "LGBT+" in editorial practice is precisely the phenomenon this study documents: gay identity as the normative default through which the entire community is represented.

References

Sources & credibility notes

All sources accessed March–April 2026. Sources marked PRIMARY are government data or original survey data. Sources marked INSTITUTIONAL are major advocacy or professional organizations. Sources marked NOTE carry credibility caveats.

INSTITUTIONAL [1] GLAAD. "GLAAD Responds to 2024 FBI Hate Crime Statistics." glaad.org
GLAAD is the leading LGBTQ+ media advocacy organization. Press releases synthesize primary FBI data with institutional analysis. Credible for contextual framing.
INSTITUTIONAL [2] The Trevor Project. "New Study Shows LGBTQ+ Youth Mental Health Crisis is Worsening." thetrevorproject.org
Trevor Project conducts the largest annual survey of LGBTQ+ youth mental health in the U.S. Methodology is peer-reviewed. High credibility for mental health data.
INSTITUTIONAL [3] Movement Advancement Project. "Policy & Issue Analysis." lgbtmap.org
MAP is a nonpartisan LGBTQ+ policy research organization. Their legislative tracking is widely cited in academic literature.
INSTITUTIONAL [4] Movement Advancement Project. "New Report: Bisexual People Face Invisibility, Isolation, and Shocking Rates of Discrimination." lgbtmap.org
INSTITUTIONAL [5] Movement Advancement Project. "New Report Details High Rates of Violence, Discrimination toward Bisexual People." lgbtmap.org
PRIMARY [6] Gallup. "What Percentage of Americans Are LGBTQ+?" news.gallup.com
Gallup's annual survey is the most widely cited source for U.S. LGBT+ population estimates. Large nationally representative sample. High credibility.
INSTITUTIONAL [7] Movement Advancement Project. "Invisible Majority: The Disparities Facing Bisexual People." lgbtmap.org
INSTITUTIONAL [8] GLAAD. "Where We Are On TV Report 2016–2017." glaad.org
INSTITUTIONAL [9] Movement Advancement Project. "New Infographic Details the Challenges of Being Bisexual in America." lgbtmap.org
PRIMARY [10] Gallup. "LGBTQ+ Rights: Historical Trends." news.gallup.com
INSTITUTIONAL [11] GLAAD. "Where We Are On TV Report 2015–2016." glaad.org
INSTITUTIONAL [12] ACLU. "Mapping Attacks on LGBTQ Rights in U.S. State Legislatures in 2026." aclu.org
The ACLU Legislative Tracker is the most comprehensive public database of anti-LGBTQ+ legislation. Annual totals are used in peer-reviewed research.
NOTE [13] Strickland, B. "State Legislature Demographics and Anti-Transgender Legislation." Utah State University Honors Thesis. digitalcommons.usu.edu
⚠ This is an undergraduate honors thesis, not peer-reviewed research. Useful for descriptive analysis of legislative correlates but should not be cited as primary empirical evidence. Recommend supplementing with peer-reviewed sources on the same topic.
INSTITUTIONAL [14] ACLU. "The Impacts of Anti-Transgender Laws and Policies." Research Brief. aclu.org (PDF)
Advocacy research brief synthesizing peer-reviewed literature. Credible as a secondary synthesis; primary citations within the brief should be checked for direct use.
NOTE [15] Memorial Healthcare System. "New Blood Donation Guidelines Promote Inclusiveness." mhs.net
⚠ Hospital system blog post. Useful for contextual background on FDA policy change, but should be supplemented by the FDA's own announcement or peer-reviewed policy analysis.
INSTITUTIONAL [16] Penn Leonard Davis Institute. "FDA: Base Blood Donation Policy on Science, not Stigma." ldi.upenn.edu
University of Pennsylvania health policy research institute. Credible academic commentary on FDA policy.
INSTITUTIONAL [17] AABB (American Association of Blood Banks). "Blood Donation by Gay and Bisexual Men." aabb.org
AABB is the professional standards body for blood banking. Authoritative source on donation policy.
PRIMARY [18] The Trevor Project. "2024 National Survey on LGBTQ+ Youth Mental Health." thetrevorproject.org
PRIMARY [19] The Trevor Project. "2023 U.S. National Survey on the Mental Health of LGBTQ+ Young People." thetrevorproject.org
PRIMARY [20] The Trevor Project. "2022 National Survey on LGBTQ Youth Mental Health." thetrevorproject.org
NOTE [21] Children's Safety Network. "LGBTQ+ Youth Data from YRBS and Beyond." Webinar slides. childrenssafetynetwork.org (PDF)
⚠ Webinar slide deck, not a formal publication. Useful for background context but should not be cited as primary data. The underlying YRBS data can be accessed directly from CDC.
PRIMARY [22] FBI Uniform Crime Reports. "Hate Crime Statistics 2016: Incidents and Offenses." ucr.fbi.gov
FBI UCR is the authoritative primary source for U.S. hate crime data. High credibility.
PRIMARY [23] FBI Uniform Crime Reports. "Hate Crime Statistics 2017: Incidents and Offenses." ucr.fbi.gov
PRIMARY [24] FBI Uniform Crime Reports. "Hate Crime Statistics 2017: Victims." ucr.fbi.gov (PDF)
PRIMARY [25] FBI Uniform Crime Reports. "Hate Crime Statistics 2018: Incidents and Offenses." ucr.fbi.gov
PRIMARY [26] U.S. Department of Justice. "Hate Crimes: Facts and Statistics." justice.gov
NOTE [27] USAFacts. "Are hate crimes on the rise?" usafacts.org
⚠ USAFacts is a data journalism and aggregation site. Useful for visualizations and summaries, but the underlying data should be cited from primary FBI/DOJ sources directly.
PRIMARY [28] U.S. Department of Justice. "2022 FBI Hate Crimes Statistics." justice.gov
PRIMARY [29] Gallup. "LGBTQ+ Identification Holds at 9% in U.S." news.gallup.com
INSTITUTIONAL [30] GLAAD. "Where We Are on TV 2024–2025: Summary of Broadcast Findings." glaad.org
Source for the 62% broadcast decline figure (141 → 53 characters). This is the specific broadcast TV subset, distinct from the all-platform total of 489 characters used in the chart.
INSTITUTIONAL [31] ACLU. "Mapping Attacks on LGBTQ Rights in U.S. State Legislatures in 2025." aclu.org
Theoretical frameworks cited in text
McCombs, M. & Shaw, D. (1972). "The Agenda-Setting Function of Mass Media." Public Opinion Quarterly, 36(2), 176–187.
Entman, R. (1993). "Framing: Toward Clarification of a Fractured Paradigm." Journal of Communication, 43(4), 51–58.
Meyer, I. H. (2003). "Prejudice, Social Stress, and Mental Health in Lesbian, Gay, and Bisexual Populations." Psychological Bulletin, 129(5), 674–697.
Schiappa, E., Gregg, P. B., & Hewes, D. E. (2005). "The Parasocial Contact Hypothesis." Communication Monographs, 72(1), 92–115.
Ng, Yang et al. (2024). "Differential Media Representation of LGBT+ Identities." PLOS ONE, e0300385. [Thematic labelling methodology]