A data visualization built to accompany original reporting on what female and queer streamers actually face on Twitch — harassment, unpaid moderation labor, algorithmic invisibility, and a platform that frames its own failure as progress. The chart uses Twitch's numbers to say what Twitch won't.
"Streaming on Hard Mode" is reported journalism — interviews with female and queer streamers, firsthand accounts of harassment, stalking, and real-world danger, and a structural analysis of why the platform fails the people who power it. The reporting is the story. The visualization is the evidence.
Twitch released its 2024 Transparency Report in two halves and framed a 27% decline in sexual harassment enforcements in H2 as early signs of progress. The visualization reframes that number: 132,409 documented actions isn't progress — it's a partial count of a problem the platform's own moderation system consistently underreaches.
The 4% figure doesn't show how common harassment is. It shows how little of it the platform actually sees. Female and queer streamers rely on volunteer mods or self-moderate entirely — meaning a significant share of harassment never enters Twitch's enforcement system at all. The gap between actions taken and documented incidents is the story.
As BrieBello, a female streamer interviewed for the piece, put it: "I try not to give my mods too much of a job — they work for free, after all." Lydbutton, another interviewee, was more direct: "I wish I could pay my mods — one of them literally uses social work training for free in my space."
This is what the enforcement data doesn't capture: the unpaid emotional labor that keeps women safe on a platform that profits from their visibility without adequately protecting it. The visualization puts Twitch's own numbers in context so the reader understands what 132,409 means — and what it doesn't.
The dataset uses Twitch's own Transparency Report 2024, published in two halves. H1 and H2 figures are combined for annual totals. Twitch publishes these reports voluntarily — they are not legally required, and the methodology for counting actions is not fully disclosed. That opacity is itself part of the story.
The visualization doesn't claim the data is complete. It claims that even Twitch's own partial accounting — 132,409 documented sexual harassment actions in a single year — is not a number a platform should frame as evidence of improvement. When Twitch cited the H2 decline as progress, they were describing fewer documented incidents on a platform where documentation depends on how much women are willing to report, and how much the system is willing to act.
As GameHuntaD, a male streamer, observed in the piece: "Twitch can't be everywhere. You have to build a community that doesn't tolerate that behavior." That sentence describes the failure perfectly — Twitch has offloaded its safety responsibility onto its creators.
The donut shows proportion — sexual harassment as a share of all enforcement. The bar chart shows rank — where sexual harassment sits relative to other policy categories. Together they make the same point from two angles: this is not a marginal problem.
Both charts animate on load. The donut draws in over 1.4 seconds with a cubic-bezier easing curve — the gold segment filling first, the percentage counter ticking up simultaneously. The bar chart animates on tab switch, bars drawing in staggered at 80ms intervals.
These aren't decorative choices. Animation draws the eye to the data as it appears, making the reveal feel like a discovery rather than a static display. The reader watches the number arrive. It lands differently than reading a number that was already there.
The gold highlight on "Sexual Harassment" in the bar chart is the only use of the accent color in that panel. Everything else is muted. The eye goes there first — which is the point.