Outliers

TikTok outliers · this fortnight

Graduation videos & commencement

15 accounts · 0 copies · last scan 50d ago

Universities, grads and alumni teams: graduation videos, commencement moments and college graduation TikTok.

#graduationvideos#commencementceremony#alumniengagement#collegegraduationtiktok“graduation videos”

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What is working in Graduation videos & commencement right now

Computed from the outliers below that were analyzed from the actual video or slides: formats, hook techniques, mechanisms, length, topics, then a written read with hooks to try and next post ideas.

Right now the highest-multiple posts are music-driven visual-spectacle showcases and one bold-claim breaking-news hook, both skipping CTAs and captions entirely.

3 outliers in the last 14 days, 3 analyzed from the video · median 16.3× · median length 29s · speech 33% · music 67% · captions 0% · 40d ago

With only 3 outliers tracked in this window, the clearest signal is format 'other' (100% of outliers, mean 13.6x) built on either a novelty visual spectacle or a curiosity-gap bold claim. @anumjoshua's two synchronized-entrance showcase videos and @nbcbayarea's breaking-news clip both hit double-digit multiples with zero CTA and zero burned captions. Median video length is 28.7s, though the news-style long-form piece at 110s still pulled 16x, showing length isn't the limiter if the hook is strong. Music carries two-thirds of posts while speech appears in just one, suggesting visuals plus soundtrack outperform voiceover-led content in this small sample. For commencement content this week, lean into synchronized visual moments (processions, cap tosses) and test a bold-claim opening line, skip CTAs, and let footage/music do the work.

formatsother 3

mechanismsnovelty 2curiosity gap 1

hooksvisual spectacle 2bold claim 1

contentshowcase 2other 1

topicstraditional wedding 2ghanaian wedding 2bridesmaids 2wedding dance 1african fashion 1local news 1breaking news 1car accident 1

products / appsnbc bay area news 1

Patterns

  • Visual-spectacle showcase of synchronized movement (entrances, processions, coordinated attire) drives strong multiples 2 of 3 posts (67%) used visual_spectacle hook technique with novelty mechanism, mean 12.3x, both from @anumjoshua showing synchronized bridal-party entrances in matching attire.example 1, example 2
  • Bold-claim curiosity-gap opening on a breaking/urgent story outperforms even at long length @nbcbayarea's 110s clip led with a bold-claim hook ('two people are dead...') using curiosity_gap mechanism and hit 16x / 104,600 views, the single highest view count in the set.example 1
  • No CTA, no burned captions across every outlier 100% of posts (3/3) used cta=none and 0% had burned captions, with music present in 67% of videos, indicating visuals and sound carried the content without on-screen text or asks.example 1, example 2, example 3

Hooks to try

  • “The moment the entire graduating class moved as one — watch this”
  • “We just witnessed something no one expected at graduation last night”
  • “This commencement entrance looked more like a coordinated performance”
  • “Three hundred caps went up at the exact same second”
  • “What happened on stage before the diplomas even started”
  • “Every family in this stadium stood up at once — here's why”
  • “This grad walked out to a silence you could feel through the screen”
  • “The procession that stopped the whole ceremony”

Formats that work

All 3 outliers used the 'other' video format (mean 13.6x) rather than standard talking-head or carousel; music-backed, caption-free clips around 25-29s dominate, but a longer 110s speech-driven piece also worked when the hook carried urgency, so length flexes if the opening line or visual is strong enough.

Avoid

  • Burned captions — 0% of outliers used them, so heavy text overlays aren't proven to help here
  • CTA prompts — 100% of winning posts had none, so asks to follow/comment may be unnecessary friction
  • Relying on speech-only delivery — only 33% of posts used speech vs 67% music-led, so voiceover-heavy edits are underrepresented in what's working

Next posts

Synchronized Cap Toss Cold Open · 25-30s vertical video, music-led, no captions, showcase of synchronized crowd movement, no CTA

“Six hundred caps went up in the exact same second — watch”

Mirrors the visual_spectacle + novelty pattern from @anumjoshua's synchronized-entrance videos that hit mean 12.3x

Breaking-News Style Commencement Recap · 60-110s clip with speech, bold-claim opening, curiosity-gap structure before revealing the graduation story, no CTA

“We begin tonight at the stadium where 4,000 students just changed their families' lives forever”

Matches the @nbcbayarea curiosity_gap/bold_claim post that reached 16x and the highest view count in the set

Silent Procession Showcase · 20-30s, music-only or ambient sound, no burned captions, showcase content type

“No music was needed for this walk — just watch the faces”

Follows the no-CTA, no-caption, music-dominant pattern present in 100% and 67% of outliers respectively

Coordinated Family Reaction Spectacle · 25-30s, visual_spectacle hook technique, novelty mechanism, showcase of crowd reaction synced to grad walking across stage

“Every parent in this section stood up at the exact same moment”

Directly extends the highest-performing mechanism/hook combo (novelty + visual_spectacle) seen in 67% of posts

Top posts in the window

×handlehookformatlen
19×@anumjoshuaBridesmaids in lilac gowns dancing down the aisle at an outdoor traditional weddingother · novelty25s
16×@nbcbayareaWe begin tonight in the East Bay where two people are dead and two others are hurt after a crash in Brentwood late last night.other · curiosity gap110s
5.2×@anumjoshuaTraditional bridal party entrance dance in matching lilac dressesother · novelty29s

model claude-sonnet-5 · reports refresh after each scan, or on demand

Outliers of the last 14 days

Posts that reached 5× or more of their own account's baseline (trimmed median views of its last 20 posts), highest multiple first. Engagement outliers ((saves + shares) / views at 3× baseline) are listed after them.

quiet nothing beat its baseline by 5× in the last two weeks.

Accounts in this niche

15 TikTok accounts, largest first. Baseline = trimmed median views of the account's last 20 posts. Is one of them yours? Ask us to leave it out.

About this report

What counts as an outlier here?

A post from the last 14 days that reached at least 5× its own account's baseline. The baseline is the trimmed median views of that account's last 20 posts, so a breakout is measured against the account itself, not against the niche.

How often is this report refreshed?

After every scan of the niche; the last one ran 50d ago. Posts younger than 48 hours show as climbing and are never flagged, so the list settles rather than churns.

I'm one of these creators. Can I be left out?

Yes. Email support@ninefold.ai with your TikTok handle, or use the removal link under the accounts. We stop tracking the account and delete the posts, counts and analyses we hold about it within a month, and it comes off every public page. These pages show short hooks, public counts, links and our own analysis; no creator photos or videos are stored or served.

How do I use this niche?

Copy it into your account for free, then scan it on your plan to get the current outliers, a teardown of each (hook, format, structure, why it worked) and three adaptations in your own voice. From Claude or ChatGPT, call use_public_niche with the slug.

From Claude or ChatGPT with the Outliers connector: use_public_niche with graduation-videos-commencement-105378. See the docs.