# Sally Game Dev (@sallygamedev) on tiktok

- id: koinon:creator:tiktok_sallygamedev
- url: https://koinonlink.com/kol/tiktok/sallygamedev
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: sallygamedev
- platform_url: https://www.tiktok.com/@sallygamedev
- country: United Kingdom
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 10929
- following: 659
- posts_total: 865
- posts_observed: 4
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: gaming
- subcategory: indie
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: University game dev lecturing and courses, Indie game development and tools like Unity, Industry awards and networking (Game Awards, BAFTA), Personal life as an academic game dev (puppy, events, daily 
- bio: ✨Lecturer @uniwestlondon_games ✨💜Indie Dev at Wyrdren Games 💜 📚 PhD 📚 @The Game Awards Future Class ✉️ @BAFTA Connect 🏆 [contact removed]

## Audience (inferred)
- status: present
- description: Game dev students, aspiring indie developers and UK university applicants interested in games courses
- roles: dev
- seniority: learner
- pain_points: Deciding if a games degree is worth it and which UK uni to choose, Learning practical game art, design and development skills, Breaking into the industry and attending events like The Game Awards or BAFTA, Balancing intense study/teaching loads with personal life
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 53
- authenticity_basis: profile_shape_only
- credibility_score: 53
- flagged_for_review: false
- koinon_bd_grade: B — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [tiktok_sallygamedev#2a0cddd3] There are two wolves inside of me... both of them are very sleepy at this point of the year!  #lecturer #gamedev #gamedesigner #games #gameart (https://www.tiktok.com/@sallygamedev)
- [tiktok_sallygamedev#61ee46b0] original sound - sallygamedev
- [tiktok_sallygamedev#9d282a83] Relax Sejenak
- [tiktok_sallygamedev#53505ea4] Rushing Sound
- [tiktok_sallygamedev#d9883565] It is a becoming a big trend on TikTok now! Click here: lecturer
- [tiktok_sallygamedev#5694bdd9] Check out Sally Game Dev’s video! #TikTok >
- [tiktok_sallygamedev#84742614] Lets go to @The Game Awards 2024! I was so lucky to be invited out to LA to attend with my fellow #thegameawardsfutureclass  #gameawards ##gamedev #indiegamedev #gamer #games #GamingOnTikTok #gamingvideos #indiegamedev #indiegame #games #losangeles
- [tiktok_sallygamedev#91ab6bba] The Line (from the series Arcane League of Legends)

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=81, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=81, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=81, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=81, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=81, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=90, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=81, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=90, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=90, method=platform_profile

## Freshness
- profile_checked_days_ago: 90
- content_analysed_days_ago: 81
- audience_updated_days_ago: 81

## AI retrieval
- indexing_requests: 7
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=tiktok_sallygamedev
- Request removal: https://koinonlink.com/claim?k=tiktok_sallygamedev
- Terms: https://koinonlink.com/for-ai