100+ datasets found
  1. Gender identity worldwide 2023, by country

    • statista.com
    Updated Jun 27, 2025
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    Statista (2025). Gender identity worldwide 2023, by country [Dataset]. https://www.statista.com/statistics/1269778/gender-identity-worldwide-country/
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    Dataset updated
    Jun 27, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Feb 17, 2023 - Mar 3, 2023
    Area covered
    Worldwide
    Description

    In a global survey conducted in 2023, ***** percent of respondents from 30 countries identified themselves as transgender, non-binary/non-conforming/gender-fluid, or in another way. In Switzerland, around *** percent of the respondents stated to identify themselves with one of the listed genders.

  2. Negative experiences of transgender people U.S. 2022

    • statista.com
    Updated Jun 23, 2025
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    Statista (2025). Negative experiences of transgender people U.S. 2022 [Dataset]. https://www.statista.com/statistics/1450345/negative-experiences-of-transgender-people-us/
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    Dataset updated
    Jun 23, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Oct 19, 2022 - Dec 5, 2022
    Area covered
    United States
    Description

    According to a survey conducted in 2022, ** percent of transgender people in the United States said that none of their identity documents (IDs) list the gender they wanted. ** percent also reported that none of their IDs listed the name that they wanted. In that year, transgender people in the United States were also negatively affected by anti-trans laws, such as banning access to bathrooms, healthcare, or sports, with ** percent agreeing that they have considered moving away due to such state action.

  3. d

    Replication Data for: A Global Analysis of Transgender Rights: Introducing...

    • search.dataone.org
    Updated Dec 16, 2023
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    Williamson, Myles (2023). Replication Data for: A Global Analysis of Transgender Rights: Introducing the Trans Rights Indicator Project (TRIP) [Dataset]. http://doi.org/10.7910/DVN/FXXLTS
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    Dataset updated
    Dec 16, 2023
    Dataset provided by
    Harvard Dataverse
    Authors
    Williamson, Myles
    Description

    To what extent do countries protect the rights of transgender people? How does this differ from legal protections countries offer sexual orientation minorities? What conditions are beneficial for advancing trans rights? Limitations in data availability and accessibility make answering these types of trans-specific questions difficult. To address this shortcoming, this article introduces a new dataset. The Trans Rights Indicator Project (TRIP) provides insight into the legal situations transgender people faced in 173 countries from 2000 to 2021. The dataset currently includes 14 indicators that capture the presence or absence of laws related to criminalization, legal gender recognition, and anti-discrimination protections. The article then uses this data to discuss the global status of transgender rights throughout the period and compares these trends to sexual orientation rights. Finally, the article concludes with a preliminary analysis of three institutional and cultural factors that may help explain variation in transgender rights throughout the world.

  4. LGBTQ Europe: age at which trans people realized about their gender identity...

    • statista.com
    Updated Sep 2, 2024
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    Statista (2024). LGBTQ Europe: age at which trans people realized about their gender identity 2019 [Dataset]. https://www.statista.com/statistics/1382996/lgbtq-europe-transgender-age-realized-gender-identity/
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    Dataset updated
    Sep 2, 2024
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    May 27, 2019 - Jul 22, 2019
    Area covered
    Europe
    Description

    Most transgender people realize that the gender they were assigned at birth did not match their own gender identity in their childhood and adolescence in all European countries. On average, 73 percent realized before the age of 18, with this being highest in Luxembourg, at 90 percent, and lowest in Hungary, at 62 percent.

  5. Socioeconomic characteristics of the transgender and non-binary population,...

    • ouvert.canada.ca
    • www150.statcan.gc.ca
    • +1more
    csv, html, xml
    Updated Jan 25, 2024
    + more versions
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    Statistics Canada (2024). Socioeconomic characteristics of the transgender and non-binary population, 2019 to 2021 [Dataset]. https://ouvert.canada.ca/data/dataset/6fa6848e-5cce-4594-be8d-3a1bf17fc624
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    html, xml, csvAvailable download formats
    Dataset updated
    Jan 25, 2024
    Dataset provided by
    Statistics Canadahttps://statcan.gc.ca/en
    License

    Open Government Licence - Canada 2.0https://open.canada.ca/en/open-government-licence-canada
    License information was derived automatically

    Description

    Selected socioeconomic characteristics of the transgender or non-binary population aged 15 and older, by age group. Marital status, presence of children under age 12 in the household, education, employment, personal income, Indigenous identity, the visible minority population, immigrant status, language(s) spoken most often at home, place of residence (population centre/rural), self-rated general health, and self-rated mental health. Estimates are obtained from combined cycles of the Canadian Community Health Survey, 2019 to 2021.

  6. 2015 U.S. Transgender Survey (USTS)

    • icpsr.umich.edu
    Updated May 22, 2019
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    James, Sandy E.; Herman, Jody; Keisling, Mara; Mottet, Lisa; Anafi, Ma'ayan (2019). 2015 U.S. Transgender Survey (USTS) [Dataset]. http://doi.org/10.3886/ICPSR37229.v1
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    Dataset updated
    May 22, 2019
    Dataset provided by
    Inter-university Consortium for Political and Social Researchhttps://www.icpsr.umich.edu/web/pages/
    Authors
    James, Sandy E.; Herman, Jody; Keisling, Mara; Mottet, Lisa; Anafi, Ma'ayan
    License

    https://www.icpsr.umich.edu/web/ICPSR/studies/37229/termshttps://www.icpsr.umich.edu/web/ICPSR/studies/37229/terms

    Time period covered
    2015
    Area covered
    United States
    Description

    The 2015 U.S. Transgender Survey (USTS) was conducted by the National Center for Transgender Equality (NCTE) to examine the experiences of transgender adults in the United States. The USTS questionnaire was administered online and data were collected over a 34-day period in the summer of 2015, between August 19 and September 21. The final sample included respondents from all fifty states, the District of Columbia, American Samoa, Guam, Puerto Rico, and U.S. military bases overseas. The USTS Public Use Dataset (PUDS) features survey results from 27,715 respondents and details the experiences of transgender people across a wide range of areas, such as education, employment, family life, health, housing, and interactions with police and prisons. The survey instrument had thirty-two sections that covered a broad array of topics, including questions related to the following topics (in alphabetical order): accessing restrooms; airport security; civic participation; counseling; family and peer support; health and health insurance; HIV; housing and homelessness; identity documents; immigration; intimate partner violence; military service; police and incarceration; policy priorities; public accommodations; sex work; sexual assault; substance use; suicidal thoughts and behaviors; unequal treatment, harassment, and physical attack; and voting. Demographic information includes age, racial and ethnic identity, sex assigned at birth, gender and preferred pronouns, sexual orientation, language(s) spoken at home, education, employment, income, religion/spirituality, and marital status. There are no publicly available data files for this study. The naming conventions were maintained from the original pre-ICPSR release and the PUDS file is restricted use along with the qualitative data (MS Excel) file. Before applying for access to these data please refer to the Approved Requests for USTS Data. These abstracts describe work currently in progress, and we provide them to help reduce the risk of duplication of research efforts.

  7. U.S. transgender suicide rate 2000-2030

    • statista.com
    Updated Jul 5, 2024
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    Statista (2024). U.S. transgender suicide rate 2000-2030 [Dataset]. https://www.statista.com/statistics/1388565/us-trans-suicide-rate/
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    Dataset updated
    Jul 5, 2024
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2022
    Area covered
    United States
    Description

    In 2022, around 80 percent of transgender people in the United States had considered suicide, while around 40 percent had attempted suicide. There has been an upward trend in both the considered and attempted suicide rate since 2000, when 61 percent of transgender people considered committing suicide and 28 percent had attempted it.

  8. Trans Rights Indicator Project

    • kaggle.com
    Updated Nov 15, 2023
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    Konrad Banachewicz (2023). Trans Rights Indicator Project [Dataset]. https://www.kaggle.com/datasets/konradb/trans-rights-indicator-project/data
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    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Nov 15, 2023
    Dataset provided by
    Kaggle
    Authors
    Konrad Banachewicz
    License

    https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/

    Description

    From the project website: https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/FXXLTS

    To what extent do countries protect the rights of transgender people? How does this differ from legal protections countries offer sexual orientation minorities? What conditions are beneficial for advancing trans rights? Limitations in data availability and accessibility make answering these types of trans-specific questions difficult. To address this shortcoming, this article introduces a new dataset. The Trans Rights Indicator Project (TRIP) provides insight into the legal situations transgender people faced in 173 countries from 2000 to 2021. The dataset currently includes 14 indicators that capture the presence or absence of laws related to criminalization, legal gender recognition, and anti-discrimination protections. The article then uses this data to discuss the global status of transgender rights throughout the period and compares these trends to sexual orientation rights. Finally, the article concludes with a preliminary analysis of three institutional and cultural factors that may help explain variation in transgender rights throughout the world.

  9. Gender Identity and Sexual Orientation

    • gis-for-racialequity.hub.arcgis.com
    Updated Oct 25, 2021
    + more versions
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    Urban Observatory by Esri (2021). Gender Identity and Sexual Orientation [Dataset]. https://gis-for-racialequity.hub.arcgis.com/maps/802c2ff7625b4d5ca5273aa406f11824
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    Dataset updated
    Oct 25, 2021
    Dataset provided by
    Esrihttp://esri.com/
    Authors
    Urban Observatory by Esri
    Area covered
    Description

    This layer shows Household Pulse Survey data on gender identity and sexual orientation. Gender identity is the internal perception of gender, and how one identifies based on how one aligns or doesn’t align with cultural options for gender. This is a different concept than sex assigned at birth. Sexual orientation is the type of sexual attraction one has the capacity to feel for others, generally labeled based on the gender relationship between the person and the people they are attracted to. This is not the same as sexual behavior or preference.Learn more about how the Census Bureau survey measures sexual orientation and gender identity. This page includes nation-wide characteristics such as age, Hispanic origin and race, and educational attainment. Also read some of their findings about experiences during the COVID-19 pandemic, such as lesbian, gay, bisexual, or transgender (LGBT) adults experiencing higher rates of both economic hardship and mental health hardship. See the questionnaire used in phase 3.2 of the Household Pulse Survey.Source: Household Pulse Survey Data Tables. Data values in this layer are from Week 34 (July 21 - August 2, 2021), the first week that gender identity and sexual orientation questions were part of this survey. Top 15 metros are based on total population and are the same 15 metros available for all Household Pulse Data Tables.This layer is symbolized to show the percent of adults who are lesbian, gay, bisexual, or transgender (LGBT) as well as adults whose gender or sexual orientation was not listed on the survey (LGBTQIA+). The color of the symbol depicts the percentage and the size of the symbol depicts the count. *Percent calculations do not use those who did not report either their gender or sexual orientation in either the numerator or denominator, consistent with methodology used by the source.*Data Prep Steps:Data prep used Table 1 (Child Tax Credit Payment Status and Use, by Select Characteristics) to perform tabular data transformation. SAS to Table conversion tool was used to bring the tables into ArcGIS Pro.The data is joined to 2019 TIGER boundaries from the U.S. Census Bureau.Using the counties in each metro according to the Metropolitan and Micropolitan Statistical Area Reference Files, metro boundaries created via Merge and Dissolve tools in ArcGIS Pro.In preparing the field aliases and long descriptions, "none of these" and "something else" were generally modified to "not listed."

  10. i

    Grant Giving Statistics for Transgender and Non Binary Alliance of the...

    • instrumentl.com
    Updated Nov 11, 2024
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    (2024). Grant Giving Statistics for Transgender and Non Binary Alliance of the Treasure Coast Inc. [Dataset]. https://www.instrumentl.com/990-report/transgender-and-non-binary-alliance-of-the-treasure-coast-inc
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    Dataset updated
    Nov 11, 2024
    Area covered
    Treasure Coast
    Description

    Financial overview and grant giving statistics of Transgender and Non Binary Alliance of the Treasure Coast Inc.

  11. Share of U.S. transgender population subject to bathroom bills 2025

    • statista.com
    Updated Jul 22, 2025
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    Statista (2025). Share of U.S. transgender population subject to bathroom bills 2025 [Dataset]. https://www.statista.com/statistics/1456789/us-transgender-population-subject-to-bathroom-bills/
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    Dataset updated
    Jul 22, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Jul 22, 2025
    Area covered
    United States
    Description

    As of July 22, 2025, the majority of the transgender population aged 13 and over in the United States were living in a state with no ban on transgender people's use of bathrooms or facilities. However, ***** percent of the transgender population were living in a state which banned transgender people from using bathrooms and facilities consistent with their gender identity in K-12 schools only, while **** percent were living in a state which banned transgender people from using bathrooms and facilities corresponding to their gender identity in all government-owned buildings and spaces, including schools, colleges, and more. A further **** percent were living in a state that restricted transgender people from using bathrooms and facilities consistent with their gender identity in K-12 schools and at least some government-owned buildings as well. Anti-education legislation Statewide legislation affecting LGBTQ+ people in the U.S. has been on the rise recently, especially in K-12 schools. Many states have taken legal action to restrict schools from teaching topics of racism, sexism, gender identity, sexual orientation, and systemic inequality to students. However, studies show that Americans typically remain politically divided over how these topics should be taught; in 2022, the majority of Democratic parents were found to believe that children should be taught that the legacy of slavery still affects the position of Black people in American society today while the majority of Republican parents thought that children should be taught that slavery is a part of American history but does not affect the position of Black people in American society today. Book bans Censorship of these topics has also been seen in K-12 libraries, with book bans occurring in multiple states throughout the country. As of 2022, Texas had the highest number of books banned in the U.S., followed by Florida. Florida's Parental Rights in Education Act, which is often referred to as the "Don't Say Gay" law, has been particularly controversial as it aims to prevent discussion of gender identity or sexual orientation and remove books featuring LGBTQ+ characters in K-12 schools and libraries. Along with potentially harming LGBTQ+ students, K-12 teachers have also highlighted how these laws and debates over what topics should be taught in the classroom may negatively impact their ability to do their job.

  12. TransPop, United States, 2016-2018

    • icpsr.umich.edu
    ascii, delimited +5
    Updated Jun 23, 2021
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    Meyer, Ilan H. (2021). TransPop, United States, 2016-2018 [Dataset]. http://doi.org/10.3886/ICPSR37938.v1
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    sas, r, spss, stata, delimited, qualitative data, asciiAvailable download formats
    Dataset updated
    Jun 23, 2021
    Dataset provided by
    Inter-university Consortium for Political and Social Researchhttps://www.icpsr.umich.edu/web/pages/
    Authors
    Meyer, Ilan H.
    License

    https://www.icpsr.umich.edu/web/ICPSR/studies/37938/termshttps://www.icpsr.umich.edu/web/ICPSR/studies/37938/terms

    Time period covered
    2016 - 2018
    Area covered
    United States
    Description

    The TransPop study is the first national probability sample of transgender individuals in the United States (it also includes a comparative cisgender sample). A primary goal of this study was to provide researchers with a representative sample of transgender people in the United States. The study examines a variety of health-relevant domains including health outcomes and health behaviors, experiences with interpersonal and institutional discrimination, identity, transition-related experiences, and basic demographic characteristics (age, race/ethnicity, religion, political party affiliation, marital status, employment, income, location, sex, gender, and education). Co-investigators (in alphabetical order): Walter O. Bockting, Ph.D. (Columbia University); Jody L. Herman, Ph.D. (UCLA); Sari L. Reisner, Ph.D. (Harvard University and The Fenway Institute, Fenway Health).

  13. i

    Grant Giving Statistics for Transgender Foundation of America

    • instrumentl.com
    Updated Mar 1, 2021
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    (2021). Grant Giving Statistics for Transgender Foundation of America [Dataset]. https://www.instrumentl.com/990-report/transgender-foundation-of-america
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    Dataset updated
    Mar 1, 2021
    Variables measured
    Total Assets
    Description

    Financial overview and grant giving statistics of Transgender Foundation of America

  14. England and Wales Census 2021 - Gender identity by age and sex (4...

    • statistics.ukdataservice.ac.uk
    xlsx
    Updated Apr 1, 2025
    + more versions
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    Office for National Statistics; National Records of Scotland; Northern Ireland Statistics and Research Agency; UK Data Service. (2025). England and Wales Census 2021 - Gender identity by age and sex (4 categories) [Dataset]. https://statistics.ukdataservice.ac.uk/dataset/england-and-wales-census-2021-gender-identity-by-age-and-sex-4-categories
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    xlsxAvailable download formats
    Dataset updated
    Apr 1, 2025
    Dataset provided by
    Northern Ireland Statistics and Research Agency
    Office for National Statisticshttp://www.ons.gov.uk/
    UK Data Servicehttps://ukdataservice.ac.uk/
    Authors
    Office for National Statistics; National Records of Scotland; Northern Ireland Statistics and Research Agency; UK Data Service.
    License

    Open Government Licence 3.0http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/
    License information was derived automatically

    Area covered
    Wales, England
    Description

    Important notice

    The Office for Statistics Regulation confirmed on 12/09/2024 that the gender identity estimates from Census 2021 are no longer accredited official statistics and are classified as official statistics in development.

    For further information please see: Sexual orientation and gender identity quality information for Census 2021

    These datasets provide Census 2021 estimates that classify usual residents aged 16 years and over in England and Wales for gender identity by sex, gender identity by age and gender identity by sex and age.

    Gender identity

    Gender identity refers to a person's sense of their own gender, whether male, female or another category such as non-binary. This may or may not be the same as their sex registered at birth.

    Non-binary

    Someone who is non-binary does not identify with the binary categories of man and woman. In these results the category includes people who identified with the specific term "non-binary" or variants thereon. However, those who used other terms to describe an identity that was neither specifically man nor woman have been classed in "All other gender identities".

    Sex

    This is the sex recorded by the person completing the census. The options were "Female" and "Male".

    Trans

    An umbrella term used to refer to people whose gender identity is different from their sex registered at birth. This includes people who identify as a trans man, trans woman, non-binary or with another minority gender identity.

    Trans man

    A trans man is someone who was registered female at birth, but now identifies as a man.

    Trans woman

    A trans woman is someone who was registered male at birth, but now identifies as a woman.

    Usual resident

    A usual resident is anyone who on Census Day, 21 March 2021, was in the UK and had stayed or intended to stay in the UK for a period of 12 months or more, or had a permanent UK address and was outside the UK and intended to be outside the UK for less than 12 months.

    Notes:

    • To ensure that individuals cannot be identified in the data, population counts have been rounded to the nearest five and counts under 10 have been suppressed.

    • Percentages have been calculated using rounded data.

  15. Combined Generations Wave 1 and TransPop surveys, United States, 2016-2018

    • icpsr.umich.edu
    ascii, delimited, r +3
    Updated Aug 29, 2024
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    Meyer, Ilan H. (2024). Combined Generations Wave 1 and TransPop surveys, United States, 2016-2018 [Dataset]. http://doi.org/10.3886/ICPSR38421.v1
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    ascii, delimited, sas, spss, r, stataAvailable download formats
    Dataset updated
    Aug 29, 2024
    Dataset provided by
    Inter-university Consortium for Political and Social Researchhttps://www.icpsr.umich.edu/web/pages/
    Authors
    Meyer, Ilan H.
    License

    https://www.icpsr.umich.edu/web/ICPSR/studies/38421/termshttps://www.icpsr.umich.edu/web/ICPSR/studies/38421/terms

    Time period covered
    2016 - 2018
    Area covered
    United States
    Description

    This collection includes a combined dataset of the Generations study wave 1 (baseline) survey and the TransPop study transgender survey. The two studies have many overlapping variables, and they examined topics such as respondents' health outcomes and behaviors, experiences with discrimination, identity, and transition-related experiences. Data from these studies were merged to allow for analysis of the combined LGBT populations. This dataset has also been reweighted to be representative of these populations. The complete Generations study data (baseline, wave 2, and wave 3 survey data) can be found under study number 37166, and the complete TransPop study data (transgender and cisgender survey data) can be found under study number 37938. For detailed information on the Generations and TransPop studies, including related publications, please refer to their respective DSDR/ICPSR study pages.

  16. i

    Grant Giving Statistics for Transgender Michigan

    • instrumentl.com
    Updated Jan 14, 2022
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    (2022). Grant Giving Statistics for Transgender Michigan [Dataset]. https://www.instrumentl.com/990-report/transgender-michigan
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    Dataset updated
    Jan 14, 2022
    Area covered
    Michigan
    Description

    Financial overview and grant giving statistics of Transgender Michigan

  17. d

    Data from: Transgender transitioning and change of self-reported sexual...

    • datadryad.org
    • datasetcatalog.nlm.nih.gov
    zip
    Updated Sep 12, 2015
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    Matthias K. Auer; Johannes Fuss; Nina Hoehne; Günter K. Stalla; Caroline Sievers; Nina Höhne (2015). Transgender transitioning and change of self-reported sexual orientation [Dataset]. http://doi.org/10.5061/dryad.g56h3
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    zipAvailable download formats
    Dataset updated
    Sep 12, 2015
    Dataset provided by
    Dryad
    Authors
    Matthias K. Auer; Johannes Fuss; Nina Hoehne; Günter K. Stalla; Caroline Sievers; Nina Höhne
    Time period covered
    Sep 10, 2014
    Description

    Sexuel orientation_AuerData has been acquired by means of a paper-based questionnaire. Explanation of variable names can be found at the top line of the excel-sheet.

  18. f

    Data from: Transgender Population under the Bioethics Perspective: a...

    • scielo.figshare.com
    xls
    Updated May 30, 2023
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    Matheus Ghossain Barbosa; Magnus Régios Dias da Silva; Aluísio Marçal de Barros Seródio (2023). Transgender Population under the Bioethics Perspective: a Panorama of the Curricula and Bioethics Courses of Medical Schools of the State of São Paulo [Dataset]. http://doi.org/10.6084/m9.figshare.14279440.v1
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    xlsAvailable download formats
    Dataset updated
    May 30, 2023
    Dataset provided by
    SciELO journals
    Authors
    Matheus Ghossain Barbosa; Magnus Régios Dias da Silva; Aluísio Marçal de Barros Seródio
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    Abstract: Introduction: Transgender people are subject to discrimination and illness due to social marginalization and lack of access to basic rights, especially health care. They suffer from the inadequacy of care directed to basic health demands, high incidence of diseases and non-fulfillment of specific demands. The vulnerability of these people reaches a disturbing level due to disrespectful attitudes that lead trans people to avoid seeking help. Understanding that medical education geared to the needs of marginalized populations is the basis for universal access and adequate care, it is essential that medical schools define contents and pedagogical strategies for vulnerable groups. The aim of this study was to investigate and discuss how (and if) the topic of transgender people healthcare is contemplated in the undergraduate curriculum of medical schools in the state of São Paulo. Method: Exploratory, descriptive-analytical study based on data collected from medical schools in São Paulo, conducted in two stages: 1st, documentary research on the inclusion of the topic of trans people health in the undergraduate curricula; 2nd, research with teachers of the Bioethics courses, where a questionnaire was applied to evaluate how and if the topic is approached as a programmatic content. The data obtained in the 1st stage were analyzed quantitatively and are presented as relative frequencies of the evaluated characteristics, while those of the 2nd stage were analyzed through the descriptive statistical method (closed questions) and content analysis (open questions). Results: We identified references to the trans topic in the formal curricula of only 2 of the 32 surveyed medical schools, with a total of 5 citations on the topic. Analyzing the questionnaires applied to teachers in the area of bioethics, we found reports of discussions on this topic in 5/12 (42%) schools. Although all participants consider the topic to be important, only 7/12 (58%) consider themselves prepared to address it. Conclusion: It is postulated that the evident lack of content aimed at trans health in medical schools can make it difficult to reduce transphobia and develop more dignified services within the healthcare network for these people. Based on the subsidies found in the Bioethics of Protection theoretical framework, we believe the medical curricula and Bioethics courses should create spaces to address this issue, using different and effectively transformative pedagogical practices, and respecting gender identity in all environments.

  19. H

    Replication Data for: Transgender and Gender Diverse People...

    • dataverse.harvard.edu
    Updated Jul 18, 2024
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    Andrew Flores (2024). Replication Data for: Transgender and Gender Diverse People Disproportionately Report Problems while Trying to Vote than Cisgender People [Dataset]. http://doi.org/10.7910/DVN/SQR820
    Explore at:
    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Jul 18, 2024
    Dataset provided by
    Harvard Dataverse
    Authors
    Andrew Flores
    License

    CC0 1.0 Universal Public Domain Dedicationhttps://creativecommons.org/publicdomain/zero/1.0/
    License information was derived automatically

    Description

    Replication materials for the referenced article. Multiple data files and codes. Please see the README ("Information for Replication Materials" document) for reference.

  20. f

    Data from: Voice challenge in transgender women: trans women self-perception...

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    Updated May 31, 2023
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    Jeanne Gabriele Schmidt; Bárbara Niegia Garcia de Goulart; Maria Elza Kazumi Yamaguti Dorfman; Gabriel Kuhl; Lauren Medeiros Paniagua (2023). Voice challenge in transgender women: trans women self-perception of voice handicap as compared to gender perception of naïve listeners [Dataset]. http://doi.org/10.6084/m9.figshare.5931364.v1
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    Dataset updated
    May 31, 2023
    Dataset provided by
    SciELO journals
    Authors
    Jeanne Gabriele Schmidt; Bárbara Niegia Garcia de Goulart; Maria Elza Kazumi Yamaguti Dorfman; Gabriel Kuhl; Lauren Medeiros Paniagua
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    ABSTRACT Purpose: to analyze the self-perception of transgender women’s voice handicap in comparison to the voices’ gender perception by naïve listeners. Methods: 31 transgender women, who were first submitted to vocal acoustic assessment and had their voices recorded to measure fundamental frequency and standard deviations, were eligible to the study. Next, they answered to the Voice Handicap Index protocol, from which, at the end of data collection, the most suited questions to the daily demands of this population were selected. Subsequently, 50 naïve blindfolded listeners were exposed to the recordings and had to identify the voices as males, females or undefined. Descriptive statistics were applied to speakers’ characteristics and the Spearman's correlation coefficient was applied to the protocol scores and the speaker's voice identifications. Results: the mean fundamental frequency found was 172.40 Hz (SD=4.8Hz) and one third of the transgender women reported being satisfied with their voices. A moderate positive significant correlation was found in voices considered as males, and strongly significant and negative in voices considered as females. For the voices considered undefined, however, no significant correlation was found. Conclusion: transgender women’s self-perception of voice handicap is directly related to naïve listeners' perception of their voice gender.

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Statista (2025). Gender identity worldwide 2023, by country [Dataset]. https://www.statista.com/statistics/1269778/gender-identity-worldwide-country/
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Gender identity worldwide 2023, by country

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31 scholarly articles cite this dataset (View in Google Scholar)
Dataset updated
Jun 27, 2025
Dataset authored and provided by
Statistahttp://statista.com/
Time period covered
Feb 17, 2023 - Mar 3, 2023
Area covered
Worldwide
Description

In a global survey conducted in 2023, ***** percent of respondents from 30 countries identified themselves as transgender, non-binary/non-conforming/gender-fluid, or in another way. In Switzerland, around *** percent of the respondents stated to identify themselves with one of the listed genders.

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