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More Female Than Male Same-Sex Couple Households in the United States in 2024 Census Bureau data show demographic and economic characteristics of same- and opposite-sex couple U.S. households.

#MorningReads Householders in same-sex marriages were younger on average (49.0 years) than those in opposite-sex marriages (53.2), but older on average than those in same-sex unmarried (40.6) and opposite-sex unmarried (40.1) couple households. #SOGIData #CensusData

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Not everything has to be framed through pathology. There's value in documenting differences in family forms among LGBTQ+ people beyond their links to adverse health aspects. #tcs #SOGIData #Q+Studies

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Bisexuality, romantic relationships, and depression: The role of relationship quality This study provides a population-level assessment of relationship quality among partnered bisexual adults and evaluates whether high-quality romantic …

#MorningReads Bi adults report lower relationship quality than heterosexual adults. Even in high-quality relationships, bi adults report more depressive symptoms & gain fewer mental health benefits than heterosexual adults. #SOGIData #BiHealth

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#MorningReads This 2015 study develops the 12-item Asexuality Identification Scale (AIS), a reliable self-report tool that distinguishes asexual and sexual individuals and enables more representative research samples. #SOGIData

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94% of data elements removed from federal collections were gender identity demographic measures (n=338 collections). At least 60 also removed sexual ort data elements. These actions were not explicitly mandated under Executive Order 14,168 or related implementation guidance. #SOGIData #dontcomply

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Removal of Sexual Orientation and Gender Identity from Federal Data Collections

#SOGIData
These changes were made largely pursuant to Executive Order 14,168. 83% of removals were made through non-substantive change requests made to OMB. Very few were changed through formal notice-and-comment process(n=34).

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Overally, improves nationally representative estimates for policy & research. #SOGIData #LGBTDemog #Q+Demog

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US surveys should integrate SOGI measures w/ detailed questions on relationships & living arrangements to better study family & health as it captures diverse family structures when surveys exclude non-coresidential partners. #SOGIData #LGBTDemog #Q+Demog

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LGBTQ+ adults are less likely to be married & more likely to cohabit, have non-coresidential partners, or be single. They’re also more likely to live alone or w/ roommates & less likely to live w/ children, often in smaller households that may increase isolation risk. #SOGIData #LGBTDemog #Q+Demog

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Here we compare relationship status and living arrangements among LGBTQ+ and non-LGBTQ+ U.S. adults—examining marriage, cohabitation, non-coresidential partners, singlehood, and household composition (living alone, with children/family, or roommates). #SOGIData #LGBTDemog #Q+Demog

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Demographic Research - Partnership patterns and living arrangements of LGBTQ+ identifying US adults: Estimates from a probability-based survey (Volume 54 - Article 11 | Pages 351–370) Volume 54 - Article 11 | Pages 351–370

Most national surveys exclude sexual and gender identity (SOGI) measures or do not link them with household rosters and non-coresidential partnership questions, limiting demographic estimates of LGBTQ+ family life. #SOGIData #LGBTDemog #Q+Demog

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Demographic Research - Partnership patterns and living arrangements of LGBTQ+ identifying US adults: Estimates from a probability-based survey (Volume 54 - Article 11 | Pages 351–370) Volume 54 - Article 11 | Pages 351–370

Excited to share this new one w/ @chrisajulian.bsky.social @gaylekaufman.bsky.social @demresjournal.bsky.social. Its wild how much we dont know about living arrangements of American families! Here we compare rels status & living arrangements among het & noncishet adults. #SOGIData #LGBTQDemog

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It is so hard to get at relationships where folks do not live together with US national data! Thankfully, our American Marriage Survey allows to pick up this up, along with sexual orientation, gender, nonmonogamy and other types of relationships beyond marital! #SOGIData #LATs #CNM

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Demographic Research - Partnership patterns and living arrangements of LGBTQ+ identifying US adults: Estimates from a probability-based survey (Volume 54 - Article 11 | Pages 351–370) Volume 54 - Article 11 | Pages 351–370

New drop just in time for Mardi Gras day and the Fire Horse NEw Year!! #sogidata with @chrisajulian.bsky.social and @gaylekaufman.bsky.social

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Upcoming webinar titled 'Disappearing Data' on federal SOGI data issues, scheduled for Feb 10, 2026, 10-11 a.m. ET, with registration details.

Upcoming webinar titled 'Disappearing Data' on federal SOGI data issues, scheduled for Feb 10, 2026, 10-11 a.m. ET, with registration details.

💖 Today! 💖 Join us for the webinar "Disappearing Data: Monitoring Federal SOGI Data Losses and Advancing Accountability."

🗓️ Date: Tuesday, February 10, 2026
🕛 Time: 10–11 a.m. ET
🔗 Register: myumi.ch/g3dmq

#SOGIdata #LoveData26 #ICPSRDataFair

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Upcoming webinar titled 'Disappearing Data' on federal SOGI data issues, scheduled for Feb 10, 2026, 10-11 a.m. ET, with registration details.

Upcoming webinar titled 'Disappearing Data' on federal SOGI data issues, scheduled for Feb 10, 2026, 10-11 a.m. ET, with registration details.

💖 Tomorrow morning! 💖 Join us for the webinar "Disappearing Data: Monitoring Federal SOGI Data Losses and Advancing Accountability."

🗓️ Date: Tuesday, February 10, 2026
🕛 Time: 10–11 a.m. ET
🔗 Register: myumi.ch/g3dmq

#SOGIdata #LoveData26 #ICPSRDataFair

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Do Ask, Tell, and Show: Contextual Factors Affecting Sexual Orientation and Gender Identity Disclosure for Sexual and Gender Minority People - PubMed <span><b><i>Purpose:</i></b> Sexual and gender minority (SGM) people-including members of lesbian, gay, bisexual, transgender, and queer communities-remain underrepresented in health research due to poor collection of sexual orientation and gender identity (SOGI) data. We sought to understand the contextu</span> …

#MorningReads Study finds two themes shaping how SGM participants respond to SOGI qs: (1) needing to understand why info is being collected (2) relying on environmental cues that signal safety, acceptance, freedom from discrimination. Relevance & supportive contexts improve data quality. #SOGIData

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Upcoming webinar titled 'Disappearing Data' on federal SOGI data issues, scheduled for Feb 10, 2026, 10-11 a.m. ET, with registration details.

Upcoming webinar titled 'Disappearing Data' on federal SOGI data issues, scheduled for Feb 10, 2026, 10-11 a.m. ET, with registration details.

💖 Just added to the schedule! 💖 Join us for the webinar "Disappearing Data: Monitoring Federal SOGI Data Losses and Advancing Accountability."

🗓️ Date: Tuesday, February 10, 2026
🕛 Time: 10–11 a.m. ET
🔗 Register: myumi.ch/g3dmq

#SOGIdata #LoveData26 #ICPSRDataFair

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We need a body of knowledge about SOGI measurement and questions--how they can work and not any single study needs to be conclusive. We need to learn and will likely always be learning and adapting for context and population changes. #SOGIData Thank you for coming to my call for reviewers.

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Half of the Picture: A Research Note on Measuring the Sexual Identity Composition of Couples | Demography | Duke University Press

Researchers don't usually design the questions. But that doesn't mean we cant contextualize who is captured and measured in the instrument. #SOGIData
Here's a great example of how to:

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Surveyors and demographers recognize it is a snapshot in time and they should write up findings and discussion with that sense.
#SOGIData

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3. Responses can vary & people can be more than one category. Full stop. Also, responses can vary due to context. Context can include what other questions are on the survey.

Ex. I don't know my sex ort, until I see other questions-especially gender and its options.
#SOGIData #icanbequeerandstr8

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2. From my experience, open text is actually fairly easy to recode and most folks easily code into 5-7 categories, tho you may have to deal with some hostile answers.

I can make arguments for both open text, and not. Research question driven & context of survey affect decision.
#SOGIData

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Three #SOGIData notes that I think folks who critique surveys likely know but seem to forget

1. Questions & optimal measures may change dependent on audience. If it is national or includes mostly cis het pop of all ages, that is very different than community specific!

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Preferred Reporting Items for Complex Sample Survey Analysis (PRICSSA) Abstract. Methodological issues pertaining to transparency and analytic error have been widely documented for publications featuring analysis of complex sa

#MorningReads Proposes PRICSSA, a new reporting checklist for studies using complex survey data, to improve transparency, reduce analytic errors, and promote rigor and reproducibility through standardized methods and open code. #SOGIData #DataThoughts

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Assessing Statistical Analysis Practices in Utilizing Data From the Youth Risk Behavior Surveillance System 2015 to 2019 to Analyze Selected Health Outcomes of Sexual Minority Youth: A Systematic Review and Cross‐Sectional Analysis Introduction This study critically evaluates the statistical methodologies employed in analyzing Youth Risk Behavior Surveillance System (YRBS) data from 2015 to 2019, specifically focusing on healt...

Weighted vs. unweighted analyses matter: ignoring survey design leads to biased estimates of health disparities among SMY. Inconsistent methods and software also weaken comparability. Follow weighting guidelines to ensure valid, reliable results. #SOGIData

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Health and social inequities among cisgender gay and bisexual men in Japan: a nationwide cross-sectional study using a large-scale web-based survey - BMC Public Health BMC Public Health - Gay and bisexual men (GBM) face elevated risks of hypertension, diabetes, and depression, but these conditions are strongly influenced by social discrimination, economic...

Using national Japan survey data (2022), gay & bisexual men reported higher depression, hypertension, and diabetes—especially under age 50—though gaps narrowed after adjustment, underscoring the role of social context and substance use in GBM health disparities. #SOGIData #LGBTQHealth

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Psychometric Validity of the Transgender Congruence Scale in a Sample of Transgender and Gender Diverse Adolescents - Sexuality Research and Social Policy Introduction The Transgender Congruence Scale (TCS) assesses appearance congruence and identity acceptance and has been validated among samples of TGD adults. Although the TCS has been used in studies...

#MorningReads
Adult two-factor Transgender Congruence Scale doesn’t fit youth well. A three-factor model—appearance congruence, body congruence, and identity acceptance—shows stronger validity. #LGBTHealth #SOGIData

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<em>Journal of Marriage and Family</em> | NCFR Family Science Journal | Wiley Online Library Objectives Our goal is to understand if US adults with same-sex partners viewed marriage and domestic partnership differently, and if so why. Background The retreat from marriage in the United Sta...

#MorningReads Using CA administrative data, ACS, and national survey data, results show marriage’s regulative, normative, & cultural advantages persist—evidence that marriage remains a distinct and strong institution in the US.
#SOGIData

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Associations between Local and State Structural Stigma, Minority stress, and Mental Health in a Nationwide Sample of Sexual Minority Adolescents - Child and Adolescent Social Work Journal Structural stigma, which includes policies and attitudes that mark minorities for discrimination, contributes to sexual minority adolescents’ (SMA) stress and mental health disparities, yet the relati...

#MorningReads
Structural stigma at the county and state level increases minority stress and mental health symptoms among sexual minority adolescents. Supportive local policies can reduce stress and protect mental health, even in unsupportive states.
#SOGIData #StateMatters

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