Numbers
Learn more
Big claims. Tiny numbers. The math behind the panic.
Main point: A lot of the panic is built on big claims… with tiny (or nonexistent) numbers underneath. Where we do have national data, it points the other way: transgender people are more often the ones being harmed.
“If this were a widespread threat, the numbers would be everywhere. They aren’t.”
Quick reality check
- Violence: National crime-victimization data finds transgender people experience significantly higher rates of violent victimization than cisgender people.
- Bathrooms: Research examining safety outcomes before/after nondiscrimination protections finds no increase in criminal incidents—while transgender people report high rates of harassment and avoidance in restrooms.
- Sports: The number of transgender athletes at elite/collegiate levels is statistically tiny compared to the political attention it gets.
- Biology: “XX/XY” is real — and so are variations in sex traits. Estimates vary depending on definitions, which is exactly the point: nature is more variable than slogans.
“The data we do have points in the opposite direction: trans people are more often the ones being harmed.”
How to spot the “tiny numbers under big headlines” trick
- Ask for the denominator: “How many… out of how many?” (one anecdote is not a trend).
- Ask what changed: Did the thing increase, or did reporting/visibility/surveillance change?
- Ask for the data source: A peer-reviewed study or a national survey is different from an op-ed, a lawsuit brief, or a viral clip.
- Ask if it’s about safety or discomfort: Those aren’t the same question, and policies should not treat them like they are.
Who is speaking: major professional bodies vs. “official-sounding” groups
One of the most common ways misinformation spreads is by borrowing the tone of medicine without the structure of medicine.
Major professional organizations are large, member-driven bodies representing clinicians who actually practice in the field (and they typically publish clinical guidance, ethics opinions, and peer-reviewed journals):
- American Medical Association (AMA): ~291,000 physician members
- American Academy of Pediatrics (AAP): ~67,000 pediatricians
- American Psychological Association (APA): 190,000+ psychology professionals
- Endocrine Society: 18,000+ endocrine clinicians/researchers
- American Psychiatric Association: 39,200+ psychiatrist members
“Official-sounding” organizations may be much smaller advocacy groups that publish “position statements” or commentary that can be mistaken for broad clinical consensus. A common example is the American College of Pediatricians (ACPeds), which was formed by a small breakaway group and is far smaller than the AAP.
(1) How many members, and are they practicing clinicians in that specialty? (2) Do they publish peer-reviewed clinical guidelines used in hospitals? (3) Are they the recognized national body for that specialty (e.g., AAP vs a similarly named group)? (4) Do they disclose funding and conflicts clearly?
Questions that invite reflection
- “Is this claim supported by national data—or by a handful of stories repeated loudly?”
- “Who benefits from making a tiny group feel like a huge threat?”
- “Can we talk policy carefully—without turning a whole group into a public menace?”