12 datasets found
  1. 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).

  2. 2015 U.S. Transgender Survey (USTS)

    • icpsr.umich.edu
    Updated May 22, 2019
    + more versions
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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.

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

    • statista.com
    • ai-chatbox.pro
    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.

  4. 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."

  5. Sex Reassignment Surgery Market Analysis US - Size and Forecast 2024-2028

    • technavio.com
    Updated Aug 15, 2024
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    Technavio (2024). Sex Reassignment Surgery Market Analysis US - Size and Forecast 2024-2028 [Dataset]. https://www.technavio.com/report/us-sex-reassignment-surgery-market-analysis
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    Dataset updated
    Aug 15, 2024
    Dataset provided by
    TechNavio
    Authors
    Technavio
    Time period covered
    2021 - 2025
    Area covered
    United States
    Description

    Snapshot img

    US Sex Reassignment Surgery Market Size 2024-2028

    The US sex reassignment surgery market size is forecast to increase by USD 137 million at a CAGR of 10.87% between 2023 and 2028.

    The sex reassignment surgery market in the US is experiencing significant growth due to several key factors. The number of individuals undergoing gender reassignment surgeries is on the rise, driven by an increasing acceptance and recognition of the transgender community. Additionally, heightened awareness among this population about the availability and benefits of sex reassignment surgeries in addition to non-surgical cosmetic procedures is contributing to market expansion.
    However, the market also faces challenges, including the potential side effects and complications associated with these procedures. Despite these challenges, the market is expected to continue growing as more individuals seek to align their physical appearance with their gender identity.
    This trend is likely to persist, fueled by ongoing social and cultural shifts towards greater acceptance and understanding of transgender individuals.
    

    What will be the size of the US Sex Reassignment Surgery Market during the forecast period?

    Request Free Sample

    The sex reassignment surgery market in the US continues to evolve, driven by the growing recognition and acceptance of transgender individuals seeking gender dysphoria treatment. Transgender males and females, representing a diverse and expanding cohort, increasingly seek gender dysphoria transition and sexual wellness through various gender-affirming procedures. Self-identified gender and gender identity are increasingly prioritized, leading to an uptick in demand for genital reconstructive procedures, chest surgery (mastectomy), facial feminization surgery, and other gender-confirming surgeries. Clinicians play a crucial role in providing mental health support and guiding patients through the decision-making process. A recent national inpatient sample study revealed temporal trends indicating a steady increase In the number of gender dysphoria-related hospitalizations.
    Hormone therapy remains a common component of the transition process, further fueling market growth. The market is expected to continue expanding as societal attitudes towards transgender individuals evolve and access to healthcare improves.
    

    How is this market segmented and which is the largest segment?

    The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2024-2028, as well as historical data from 2018-2022 for the following segments.

    Type
    
      Male to female
      Female to male
    
    
    End-user
    
      Hospitals
      Clinics
    
    
    Geography
    
      US
    

    By Type Insights

    The male to female segment is estimated to witness significant growth during the forecast period.
    

    Sex reassignment surgery, also known as gender confirmation surgery, is a medical procedure that facilitates the physical transition of transgender individuals from their identified gender to the opposite sex. This process primarily involves male-to-female (MTF) and female-to-male (FTM) transitions. MTF surgeries aim to create a neo-vagina and feminine appearance, often preceded by hormone therapy. Associated procedures include vaginoplasty, facial feminization surgery, breast enhancement, and orchiectomy. In MTF surgeries, the original penis is utilized to construct a sensate neo-vagina, while testicles are removed in an orchiectomy. The labia are formed from the scrotal skin. Transgender females and males, particularly the young population, undergo gender dysphoria transition, which is a critical part of their self-identified gender identity journey.

    The transfeminine population and transmasculine population seek gender-affirming care, including genital reconstructive procedures, to align their bodies with their gender identity. The US healthcare landscape has seen continuous innovations in gender-affirming surgical procedures, with clinics like Mount Sinai Hospital and institutions such as the Transgender Surgery Institute offering specialized services. The Affordable Care Act (Obamacare) and Medicaid program have expanded coverage for transgender beneficiaries, enabling more equitable access to gender-affirming care. Gender-affirming surgeries, including hysterectomy, salpingo-oophorectomy, mastectomy, metoidioplasty, phalloplasty, scrotoplasty, chest masculinization surgery, and facial feminization surgery, have become increasingly common. These procedures aim to improve patients' satisfaction, mental health, and overall well-being, while addressing societal stigma and perioperative complications. The market for gender-affirming surgical procedures is expected to grow, driven by the increasing awareness and acceptance of transgender issues.

    Get a glance at the market share of various segments Request Free Sample

    The male to

  6. f

    Transgender-inclusive measures of sex/gender for population surveys:...

    • plos.figshare.com
    pdf
    Updated Jun 1, 2023
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    Greta R. Bauer; Jessica Braimoh; Ayden I. Scheim; Christoffer Dharma (2023). Transgender-inclusive measures of sex/gender for population surveys: Mixed-methods evaluation and recommendations [Dataset]. http://doi.org/10.1371/journal.pone.0178043
    Explore at:
    pdfAvailable download formats
    Dataset updated
    Jun 1, 2023
    Dataset provided by
    PLOS ONE
    Authors
    Greta R. Bauer; Jessica Braimoh; Ayden I. Scheim; Christoffer Dharma
    License

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

    Description

    Given that an estimated 0.6% of the U.S. population is transgender (trans) and that large health disparities for this population have been documented, government and research organizations are increasingly expanding measures of sex/gender to be trans inclusive. Options suggested for trans community surveys, such as expansive check-all-that-apply gender identity lists and write-in options that offer maximum flexibility, are generally not appropriate for broad population surveys. These require limited questions and a small number of categories for analysis. Limited evaluation has been undertaken of trans-inclusive population survey measures for sex/gender, including those currently in use. Using an internet survey and follow-up of 311 participants, and cognitive interviews from a maximum-diversity sub-sample (n = 79), we conducted a mixed-methods evaluation of two existing measures: a two-step question developed in the United States and a multidimensional measure developed in Canada. We found very low levels of item missingness, and no indicators of confusion on the part of cisgender (non-trans) participants for both measures. However, a majority of interview participants indicated problems with each question item set. Agreement between the two measures in assessment of gender identity was very high (K = 0.9081), but gender identity was a poor proxy for other dimensions of sex or gender among trans participants. Issues to inform measure development or adaptation that emerged from analysis included dimensions of sex/gender measured, whether non-binary identities were trans, Indigenous and cultural identities, proxy reporting, temporality concerns, and the inability of a single item to provide a valid measure of sex/gender. Based on this evaluation, we recommend that population surveys meant for multi-purpose analysis consider a new Multidimensional Sex/Gender Measure for testing that includes three simple items (one asked only of a small sub-group) to assess gender identity and lived gender, with optional additions. We provide considerations for adaptation of this measure to different contexts.

  7. H

    (Dis)orderly Bodies: Gender Identification and Disability in Social Context

    • dataverse.harvard.edu
    Updated Jul 9, 2025
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    Aven Peters (2025). (Dis)orderly Bodies: Gender Identification and Disability in Social Context [Dataset]. http://doi.org/10.7910/DVN/JSZUFD
    Explore at:
    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Jul 9, 2025
    Dataset provided by
    Harvard Dataverse
    Authors
    Aven Peters
    License

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

    Description

    Despite a multitude of social processes that enforce a binary gender system, an increasing share of Americans identify as transgender. Why do some individuals adopt gender variant identities while others do not? In this paper, I propose that alienation from normative categories, in addition to social support for trans identities, shapes gender identification. I argue that people with bodies viewed as orderly are less likely to adopt trans identities than those whose bodies are perceived as disorderly. Using data from three population-based surveys of U.S. adults, I find that people with physical disabilities are more likely than people without physical disabilities to identify as transgender, particularly in younger cohorts. I also draw from a survey of Colorado high school students to underscore that the relationship between disability and transness depends on contextual meanings of gender and disability. I conclude that gender and disability are co-constituted within social interactions.

  8. Gender Reassignment Surgery Market Analysis, Size, and Forecast 2025-2029:...

    • technavio.com
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    Technavio, Gender Reassignment Surgery Market Analysis, Size, and Forecast 2025-2029: North America (US and Canada), Europe (Germany, Spain, UK), Asia (India, Malaysia, Thailand), and Rest of World (ROW) [Dataset]. https://www.technavio.com/report/gender-reassignment-surgery-market-industry-analysis
    Explore at:
    Dataset provided by
    TechNavio
    Authors
    Technavio
    Time period covered
    2021 - 2025
    Area covered
    Global, United States
    Description

    Snapshot img

    Gender Reassignment Surgery Market Size 2025-2029

    The gender reassignment surgery market size is forecast to increase by USD 374.2 million, at a CAGR of 11.2% between 2024 and 2029.

    The market is experiencing significant growth due to the increasing number of individuals opting for sex change procedures worldwide. This trend is driven by the growing acceptance and recognition of transgender and gender non-conforming individuals, leading to a surge in demand for medical solutions to help them align their physical identity with their gender identity. Advancements in medical technology have also played a crucial role in the market's expansion, enabling surgeons to perform these procedures more safely and effectively than ever before. However, the high cost of gender reassignment surgeries remains a significant challenge for many individuals seeking these procedures. Despite this obstacle, the market's potential for growth is substantial, particularly as societal attitudes towards gender identity continue to evolve and more individuals feel empowered to seek out the medical solutions they need to live authentically. Companies operating in this market can capitalize on this trend by offering affordable financing options, partnering with insurance providers, and investing in research and development to further advance surgical techniques and reduce costs.

    What will be the Size of the Gender Reassignment Surgery Market during the forecast period?

    Explore in-depth regional segment analysis with market size data - historical 2019-2023 and forecasts 2025-2029 - in the full report.
    Request Free SampleThe market continues to evolve, driven by advancements in medical technology, growing societal acceptance, and increasing demand for comprehensive care. Surgical implants, preoperative counseling, and surgical techniques are constantly improving to enhance patient satisfaction and outcomes. Body image, a significant factor in the decision-making process, is addressed through various means, including social support groups and mental health services. Gender identity, a complex construct, is being explored through clinical trials and psychological counseling, aiming to provide more personalized and effective care. Hormone therapy, a crucial aspect of gender affirmation, is subject to ongoing research and refinement. Healthcare costs, a barrier for many, are being addressed through insurance coverage and medical tourism. Infection control, surgical risks, and pain management are essential components of quality care, with data analysis and evidence-based practices guiding best practices. Facial feminization and breast augmentation are popular procedures, but genital reconstruction and voice therapy are also gaining attention. Ethical considerations, patient advocacy, and long-term effects are crucial areas of focus. Sexual health, scar management, fertility preservation, and postoperative support are essential aspects of holistic care. Professional guidelines and post-operative care ensure consistent quality, while follow-up appointments and community resources provide ongoing support. Psychosocial assessment and informed consent forms are integral parts of the preoperative process. Medical imaging and patient education are essential for accurate diagnosis and effective treatment. The market is characterized by continuous dynamism, with ongoing unfolding of market activities and evolving patterns. Adverse events, healthcare access, and patient advocacy are ongoing concerns, requiring constant attention and innovation. The ultimate goal is to improve patient outcomes, enhance quality of life, and ensure ethical and compassionate care.

    How is this Gender Reassignment Surgery Industry segmented?

    The gender reassignment surgery industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments. TypeMale to femaleFemale to maleEnd-userHospitalsSpecialty ClinicsAmbulatory Surgical Centers (ASCs)Distribution ChannelPublic healthcare systemsPrivate healthcare providersTechnologyMinimally invasive techniquesRobotic-assisted surgeryTraditional open surgeryPatient DemographicsAgeSocioeconomic statusGeographyNorth AmericaUSCanadaEuropeGermanySpainUKAPACIndiaMalaysiaThailandSouth AmericaArgentinaBrazilRest of World (ROW)

    By Type Insights

    The male to female segment is estimated to witness significant growth during the forecast period.The market encompasses various procedures aimed at helping individuals with gender dysphoria transition into their identified gender. This process often includes hormone therapy and psychological counseling to ensure readiness and understanding of the implications. Hormone therapy, while not mandatory, helps patients align their physical appearance with their gender identi

  9. Carl's Jr. Menu Nutrition Data

    • kaggle.com
    Updated Dec 17, 2022
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    Matt OP (2022). Carl's Jr. Menu Nutrition Data [Dataset]. https://www.kaggle.com/datasets/mattop/carls-jr-menu-nutrition-data
    Explore at:
    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Dec 17, 2022
    Dataset provided by
    Kaggle
    Authors
    Matt OP
    License

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

    Description

    This dataset is a comprehensive collection of nutritional information for all major menu items offered by Carl's Jr. The dataset includes information on the number of calories, total fat, saturated fat, trans fat, cholesterol, sodium, total carbohydrates, and protein found in each menu item.

    This information allows individuals to make informed decisions about their dietary intake and helps them to better manage their health and wellness. The dataset can be used by individuals, healthcare providers, and researchers to better understand the nutritional content of the Carl's Jr. menu and to develop strategies for improving the healthfulness of the food offered by the restaurant chain.

    Tabular data includes:

    • Item
    • Category
    • Calories
    • Fat (g)
    • Sat Fat (g)
    • Trans Fat (g)
    • Cholesterol (mg)
    • Sodium (mg)
    • Total Carb (g)
    • Dietary Fiber (g)
    • Sugars (g)
    • Protein (g)
  10. f

    Sample sociodemographic characteristics, Canadians age 14 and over.

    • figshare.com
    • plos.figshare.com
    xls
    Updated Jun 2, 2023
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    Greta R. Bauer; Jessica Braimoh; Ayden I. Scheim; Christoffer Dharma (2023). Sample sociodemographic characteristics, Canadians age 14 and over. [Dataset]. http://doi.org/10.1371/journal.pone.0178043.t001
    Explore at:
    xlsAvailable download formats
    Dataset updated
    Jun 2, 2023
    Dataset provided by
    PLOS ONE
    Authors
    Greta R. Bauer; Jessica Braimoh; Ayden I. Scheim; Christoffer Dharma
    License

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

    Area covered
    Canada
    Description

    Sample sociodemographic characteristics, Canadians age 14 and over.

  11. Gender identity worldwide 2023, by country

    • statista.com
    • ai-chatbox.pro
    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.

  12. Engagement in activities involving or supporting LGBT+ people worldwide 2021...

    • statista.com
    Updated May 30, 2025
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    Statista Research Department (2025). Engagement in activities involving or supporting LGBT+ people worldwide 2021 [Dataset]. https://www.statista.com/topics/8579/lgbtq-worldwide/
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    Dataset updated
    May 30, 2025
    Dataset provided by
    Statistahttp://statista.com/
    Authors
    Statista Research Department
    Description

    According to a global survey conducted in 2021, three in 10 respondents had at least once spoken out against someone who was being prejudiced against LGBT+ people. In addition, some 13 percent attended a public event in support of LGBT+ people, e.g. a Pride march.

  13. Not seeing a result you expected?
    Learn how you can add new datasets to our index.

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Meyer, Ilan H. (2021). TransPop, United States, 2016-2018 [Dataset]. http://doi.org/10.3886/ICPSR37938.v1
Organization logo

TransPop, United States, 2016-2018

Explore at:
12 scholarly articles cite this dataset (View in Google Scholar)
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).

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