TikTok outliers · this fortnight

Higher-ed teaching & STEM professors

15 accounts · 0 copies · last scan 50d ago

Professors and instructional designers: teaching engineering and STEM, assessment and edtech tools in higher education.

#higheredteaching#engineeringeducation#stemprofessortips#edtechtools“higher ed teaching”

Free to copy. Scanning uses your plan.

What is working in Higher-ed teaching & STEM professors 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.

With only one true in-niche outlier this window, the signal is narrow: POV-style, comment-baiting educator burnout content (teacher travel/holiday) is the one thing that clearly overperformed at 32x, while a generic talking-head book-unboxing post barely moved (0.5x).

2 outliers in the last 14 days, 2 analyzed from the video · median 16× · median length 34s · speech 50% · music 50% · captions 0% · 40d ago

This is a thin 2-post sample, so treat conclusions as directional, not proven. The one real STEM/higher-ed outlier from @asisipho_mbi used a POV hook about teacher travel and school holidays, no speech, a comment CTA, and hit 32x on 72.2k views. The other post, from @laur_en_order___, was off-topic (booktok/funko) and underperformed at 0.5x, showing that non-teaching content diluted with novelty/direct-address hooks does not travel here. For this week, lean into POV-style relatable-pain hooks tied to teacher/professor life moments (breaks, burnout, semester milestones) and end with a comment prompt rather than a hard CTA.

formatspov 1talking-head 1

mechanismsrelatable pain 1novelty 1

hookspov relatable 1direct address 1

contentshowcase 2

topicsteaching 1travel 1teacher life 1school holidays 1booktok 1unboxing 1funkopop 1romancebooks 1

products / appsfunko pop 1

Patterns

POV + relatable-pain hook about teacher/professor life outperforms direct-address talking-head content POV/relatable_pain post from @asisipho_mbi hit 31.5x mean vs talking-head/novelty post from @laur_en_order___ at 0.5x mean; both are 50% of the tiny sample but the gap is stark.example 1 , example 2
Comment-bait CTA beats no CTA The comment-CTA post from @asisipho_mbi averaged 31.5x vs the no-CTA post from @laur_en_order___ at 0.5x mean, matching the format split exactly.example 1
Teaching-adjacent lifestyle topics (school holidays, teacher travel) outperform off-niche content (booktok/collectibles) Teaching/travel/teacher-life/school-holiday topics all sit at 31.5x mean via the @asisipho_mbi post, while booktok/unboxing/funkopop/romancebooks/bookmail topics sit at 0.5x via @laur_en_order___.example 1 , example 2

Hooks to try

“Professors who count down to break like it's a countdown to freedom...”
“Semester's almost over and I already know where I'm disappearing to”
“POV: it's week 12 and your only plan is the syllabus you haven't graded”
“The look on my face when the registrar sends the holiday calendar”
“Teaching burnout hits different in week 10, so here's my escape plan”
“Grading stack: 1, my patience: 0, my travel folder: fully packed”
“When students ask if there's a review session and you're already boarding a flight”
“POV: you survived midterms, now watch me plan my next trip”

Formats that work

Short-form POV video (under 20s) with no spoken audio, trend-style music, and a comment-driving hook clearly beat a longer 50s talking-head speech video with no CTA; with only 2 videos and 0 carousels analyzed, favor quick POV clips over long personal narration until more data comes in.

Avoid

Long talking-head videos with direct-address hooks and no CTA (0.5x mean in this sample)
Off-topic content unrelated to teaching/higher-ed, like book/collectible unboxings, which pulled the lowest performance here
Posting without a comment prompt — the no-CTA post underperformed 63x worse than the comment-CTA post

POV: Professor countdown to fall break · Sub-20s POV video, no speech, trending audio, text overlay showing the countdown

“POV: it's day 3 of midterms and you're already mentally on a plane”

Mirrors the exact pattern that hit 32x for @asisipho_mbi: POV + relatable-pain + teacher travel/holiday topic + comment CTA.

Ask-your-followers grading confession · 15-20s POV clip, music only, end card asking 'what's your tell?' to drive comments

“Tell me you're a professor without telling me you're a professor... I'll go first”

Replicates the comment_cta + relatable_pain mechanism that drove the only strong outlier.

Semester-milestone travel reveal · POV showcase video, under 20s, trending sound, no burned captions to match what worked

“We survived the first exam wave, so guess where we're going next”

Directly extends the teaching/travel/school-holidays topic cluster tied to the 31.5x mean posts.

STEM-specific version of the burnout POV · Short POV clip, music-driven, comment prompt like 'drop your relief emoji'

“Engineering professors when the lab reports finally stop coming in”

Keeps the winning pov_relatable + comment CTA formula but ties it more directly to the niche's engineering-education audience.

×	handle	hook	format	len
32×	@asisipho_mbi	Teachers who travel ✈️ / September school holidays are almost here... where are we going?	POV · relatable pain	17s
0.5×	@laur_en_order___	Okay y'all, we got book mail in. I'm so excited.	talking-head · novelty	51s

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.

@juiceditup874k followers · 317k baseline
@asisipho_mbi177k followers · 2.3k baseline
@psychandeducation114k followers · 859 baseline
@laur_en_order___100k followers · 407 baseline
@arisofficehours61k followers · 18k baseline
@dimoon.t50k followers · 4.2k baseline
@lemastertech48k followers · 5.3k baseline
@jaredx225k followers · 205 baseline
@edtech6025k followers · no baseline yet
@drcaberry24k followers · 235 baseline
@prodrevee13k followers · no baseline yet
@thomas.engineering7.9k followers · 15k baseline
@ajoytoteachco3.8k followers · 1.6k baseline
@msrivasedtech3.8k followers · 877 baseline
@baileyerika_3.6k followers · 7.6k baseline

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 higher-ed-teaching-stem-professors-3e0926. See the docs.