# Goodness | The Digitor (@thedigitor) on tiktok

- id: koinon:creator:tiktok_thedigitor
- url: https://koinonlink.com/kol/tiktok/thedigitor
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: thedigitor
- platform_url: https://www.tiktok.com/@thedigitor
- website: https://linktr.ee/thedigitor
- country: Nigeria
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 4745
- following: 191
- posts_observed: 1
- verified: false
- size_tier: nano

## 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: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Data analyst career entry and beginner skills, Portfolio project ideas and dataset generation with AI, Job hunting, Upwork freelancing and client acquisition, AI tools and workflow integration for data analysis, Common beginner mistakes and mindset shifts
- bio: SaaS Data Analyst
Building THE DIGITOR'S ACADEMY
and documenting my journey here
Become a data analyst in 6 months 👇🏾
📩 [contact removed]

## Audience (inferred)
- status: present
- description: Aspiring and beginner data analysts trying to enter the field with no prior tech background
- roles: data
- seniority: learner
- pain_points: Not knowing what first portfolio projects to build or how to generate realistic datasets, Feeling stuck learning tools in isolation without understanding real business workflows, Struggling to get freelance clients on Upwork or land entry-level jobs due to weak profiles and proposals, Overwhelmed by conflicting advice and unsure which AI tools to actually use in daily work
- 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: 40
- authenticity_basis: profile_shape_only
- credibility_score: 40
- flagged_for_review: false
- koinon_bd_grade: C — 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_thedigitor#0ef29f87] My mum told me I cried loudly when I was born. I'm guessing I got some of those crying tips from AI 🤣 This just reminded me of something people keep forgetting: "AI has no idea what you mean, it only knows what you say." That gap right there is the whole thing. When your friend  (https://www.tiktok.com/@thedigitor)

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=76, 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=76, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=80, 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=76, 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=80, 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=80, method=platform_profile

## Freshness
- profile_checked_days_ago: 80
- content_analysed_days_ago: 76
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 6
- 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_thedigitor
- Request removal: https://koinonlink.com/claim?k=tiktok_thedigitor
- Terms: https://koinonlink.com/for-ai