# Luo (@luo_ob) on tiktok

- id: koinon:creator:tiktok_luo_ob
- url: https://koinonlink.com/kol/tiktok/luo_ob
- schema_version: 1.4

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

## Reach
- followers: 11479
- following: 97
- posts_observed: 1
- 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: software
- subcategory: martech
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: Project, program and portfolio management differences, Microsoft 365 tools, Smartsheet and Power BI for PMs, Workflow automation, process mapping and reducing waste, Stakeholder management, RACI, RAID logs and governance, Career skills for project managers including business analys
- bio: Corporate girlie in London 🇬🇧 | Helping you simplify work & life ✨ | Templates + 1:1 sessions ↓

## Audience (inferred)
- status: present
- description: Mid-level corporate project and program managers who manage multiple projects and want practical tools, processes, and career skills
- roles: automation
- seniority: practitioner
- pain_points: Managing 70+ projects at once without losing visibility or sanity, Spending too much time on manual admin, chase emails and data movement between systems, Struggling to communicate blockers, priorities and status to senior stakeholders effectively, Learning tools like Power BI, process mapping and governance frameworks while on the job
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.1
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 45
- authenticity_basis: profile_shape_only
- credibility_score: 45
- 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_luo_ob#624800c2] These documents + tools SAVE me every time. Which one could you never work without? #projectmanagement #projectmanager #pmtools #projectplan #dashboard (https://www.tiktok.com/@luo_ob)
- [tiktok_luo_ob#be769bbc] original sound - presleytried
- [tiktok_luo_ob#2c81c574] delulu
- [tiktok_luo_ob#951475ac] It is a becoming a big trend on TikTok now! Click here: projectmanagement
- [tiktok_luo_ob#365db252] Check out Luo’s video! #TikTok >
- [tiktok_luo_ob#8902719e] Project management is 50% planning and 50% praying you didn’t miss anything 😭
- [tiktok_luo_ob#89c8db41] for tracking milestones, managing stakeholders, and keeping projects on schedule. I honestly don’t see how I’ll stay sane without these. P.S number 5 is my most used tool ironically. #smartsheet #projectmanagement

## 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=82, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=82, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=82, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=82, 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=82, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=82, 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=82, 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=82, 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=82, method=platform_profile

## Freshness
- profile_checked_days_ago: 82
- content_analysed_days_ago: 82
- audience_updated_days_ago: 82

## AI retrieval
- indexing_requests: 11
- 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_luo_ob
- Request removal: https://koinonlink.com/claim?k=tiktok_luo_ob
- Terms: https://koinonlink.com/for-ai