Moderation
20%How clearly a product explains and enforces rules for user-generated content and community behavior.
Signals include
- Codified content rules
- Recent transparency report
- Recent moderation audit
This is the reading aid for every product page in the reference library. It shows which signals were looked for, how those signals were weighted, and how much confidence Rooted Reality has in the evidence base — for one platform, on one review date.
01
Four axes turn public evidence into a single composite score. Youth protection carries the largest weight because the library exists for parent decision-making — every other axis matters, but not equally.
How clearly a product explains and enforces rules for user-generated content and community behavior.
Signals include
How clearly a product explains data practices, privacy settings, and protections for younger users.
Signals include
How clearly a product describes account security, reporting paths, and protections against misuse.
Signals include
How clearly a product accounts for age, teen experience, family controls, and youth-specific safeguards.
Signals include
Why the heavier hand: a strong story on the other three axes cannot, on its own, make a platform appropriate for a younger child. The library is built for parents of kids and teens — the weighting reflects that.
02
Each axis is scored from 0 to 100 against the evidence patterns above. Those four scores combine with fixed weights — printed here, not hidden in a function — to produce a single composite.
Composite score · 0–100
Where M moderation, P privacy, S security, Y youth protection — each in 0–100.
The composite is the only number the rubric uses to decide a band. Per-axis scores still appear on every product page, so a reader can see where the composite came from, not just what it is.
03
The composite maps to one of four posture bands using fixed thresholds. The band is a parental decision-support signal, read against everything else a family knows about their child. A higher composite earns a younger-friendly band because more public evidence supports a younger reader.
Bands are deterministic. The same scores produce the same band every run — there is no per-platform override and no human re-read at this stage. If a band surprises a reviewer, the answer is to edit the rubric or the axis criteria, not to override the output.
04
One gate sits in front of the band logic. If the youth-protection score is below 50, the final band is capped at Independent regardless of how strong the other three axes look — a thin youth-protection evidence base cannot be carried by moderation, privacy, or security.
Gate · Youth-protection floor
The gate fires before the composite is mapped to a band. When it fires, the composite is still printed in the trace — a reader sees what the score would have produced without the floor, and why the rubric chose otherwise. The floor cannot be overridden by a higher composite.
05
Every published score has a chain behind it. A public source fires one or more named evidence patterns; those patterns contribute to an axis score; the four axis scores combine into a composite; the composite — checked against the youth floor — maps to a band.
01 · Source
Cited public source
Vendor release note, policy page, transparency report, audit, regulator finding.
official_policy · third_party_report
02 · Pattern
Evidence pattern fired
A named pattern, defined in the rubric, that this source supports.
TRANSPARENCY_REPORT_RECENT
03 · Axis
Axis score
Patterns contribute to one or more axes; ceilings keep thin coverage honest.
moderation: 72 · medium
04 · Composite
Weighted composite
M × 0.20 + P × 0.20 + S × 0.15 + Y × 0.45 — checked against the youth floor.
composite: 58.0 · gated
05 · Band
Derived band
Deterministic threshold map — same inputs always produce the same band.
band: Independent (15+)
06
Patterns are named because the logic should be inspectable. A source that contains a relevant statement fires one or more patterns; the per-axis files define how combinations map to score bands and ceilings.
07
HIGH, MEDIUM, and LOW describe how complete, current, and directly usable the public evidence was when the rubric ran. They do not describe whether a platform is good or bad.
Multiple relevant public sources are available, the evidence is current enough for review, and the patterns behind the score are clear.
Enough public evidence exists to apply the rubric, but one or more areas have thinner coverage, older sources, or less direct evidence.
The evidence base is limited, unresolved, or still being reviewed. DRAFT entries remain held at LOW confidence until reviewed for publication.
08
One trace of how a public review actually moves through the rubric. Open any step to see the inputs the rubric used and the values it produced.
Variant
Instagram· meta/instagram
Each axis contributes its weighted share to the composite:
Composite = 6.0 + 16.0 + 9.8 + 11.3 = 43.0.
The youth-protection floor sits at 50. Y = 25 is below the floor, so the gate fires before the composite is mapped — the band is set by the floor, not by the composite alone.
The rubric publishes Independent (15+) for this variant, with MEDIUM confidence — 13 public sources, scored against the rubric on this review date.
Youth-protection score 25 is below the floor of 50, ceiling band at "independent" regardless of composite 43.0.
09
Public sources are messy. They get moved, edited, or quietly retired. Two practices keep the review trail durable across hundreds of variants and sources.
Every source carries title, vendor, publication date, source kind, and the claim it supports — saved at the time the rubric ran, not refetched on every read.
When the source's host allows it, the page is sent to the Wayback Machine via Save Page Now so a future reviewer can recover the evidence as it appeared on the review date.
10
The rubric explains a method. It does not make a family's decision, and it does not promise that a platform will behave the same way in every household.
Drawn lines
Posture is a signal a parent can read, weighted against everything else they know about their child. The library does not replace that judgment — it equips it.
11
Rooted Reality does not sell placement in the Apps Reference Library. Reviewed entities do not approve or edit posture summaries before publication.
If Rooted Reality has a material relationship with an entity covered in the library, that relationship is disclosed on the relevant page. The public library is designed to be privacy-respecting — no third-party analytics run on these surfaces.
Notified when our scoring rubric or evidence rules change. One email per change.