# Excel by Chris (@excelbychris) on tiktok

- id: koinon:creator:tiktok_excelbychris
- url: https://koinonlink.com/kol/tiktok/excelbychris
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: excelbychris
- platform_url: https://www.tiktok.com/@excelbychris
- website: www.chatgpt.com/download/
- country: Italy
- entity_type: creator
- person_id: koinon:person:tiktok_excelbychris

## Reach
- followers: 1216403
- following: 8
- posts_total: 826
- posts_observed: 5
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.02768
- engagement_rate_basis: average_interactions_per_view
- posts_in_average: 10
- avg_interactions_per_post: 1062
- best_post_interactions: 3354
- measurement_source: tiktok_posts_mean
- measurement_formula: digg + comment + share, mean over observed posts, divided by the mean play count of those same posts — on TikTok the algorithmic feed decides reach, so followers are not the denominator that describes what share of an audience engaged
- comparable_pool: view_based_interactions
- status_note: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- 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: devtools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Excel functions (VLOOKUP, XLOOKUP, GroupBy, subtotals), AI/ChatGPT prompts for Excel automation, Shortcuts and data cleaning techniques, Dynamic charts, Gantt charts and trackers, Power Query, Power Pivot and VBA automation
- bio: 📚 Daily Excel Tips | Your Excel Guru
⬇️ Try ChatGPT Work ⬇️

## Audience (inferred)
- status: present
- description: Corporate office workers, analysts and admins who handle data, reports and spreadsheets daily in professional settings
- roles: data
- seniority: practitioner
- pain_points: Spending hours on manual data cleaning and lookups, Building repetitive reports, trackers and dashboards from scratch, Struggling to integrate AI tools like ChatGPT into existing Excel workflows, Learning advanced functions and shortcuts without structured guidance
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.5
- promotion_intent: 0.4
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: engagement_observed
- credibility_score: 66
- 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.

## 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=n/a, 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=n/a, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=92, 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=0.5, freshness_days=92, 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=92, 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=92, method=platform_profile

## Freshness
- profile_checked_days_ago: 92
- audience_updated_days_ago: 82

## AI retrieval
- indexing_requests: 10
- 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_excelbychris
- Request removal: https://koinonlink.com/claim?k=tiktok_excelbychris
- Terms: https://koinonlink.com/for-ai