# Learn Excel with Fahad (@bestlearnings) on tiktok

- id: koinon:creator:tiktok_bestlearnings
- url: https://koinonlink.com/kol/tiktok/bestlearnings
- schema_version: 1.4

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

## Reach
- followers: 446784
- following: 32
- posts_observed: 1
- verified: false
- size_tier: kol

## 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: 0.9
- category_source: derived_from_recent_content
- topics: Excel project trackers, Dynamic dashboards with pivot tables, Advanced formulas and XLOOKUP, Data visualization techniques, VBA automation for columns and workflows, Database functions in Excel
- bio: 📚 Excel Tips & Tutorials made simple! 📊 Join us now | Download Excel templates 👇🏻

## Audience (inferred)
- status: present
- description: Corporate office workers, analysts and project coordinators who use Excel daily for reporting, tracking and data tasks
- roles: data
- seniority: practitioner
- pain_points: Spending hours manually building project trackers and status reports, Struggling to create dynamic dashboards and visualizations quickly, Forgetting or not knowing advanced formulas like XLOOKUP and database functions, Dealing with repetitive formatting and column adjustments in large spreadsheets
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: profile_shape_only
- credibility_score: 58
- 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_bestlearnings#835d4373] This Project Tracker can save your lot of time and money!  #excel #exceltips #exceltutorial #learnexcelontiktok #excelhelp #productivityhacks #spreadsheetskills #microsoftexceltutorial #fyp #fypage #fypppppppppppppp (https://www.tiktok.com/@bestlearnings)
- [tiktok_bestlearnings#5e74ee2f] original sound - bestlearnings
- [tiktok_bestlearnings#69fb26dd] Strategy
- [tiktok_bestlearnings#2dbbeb31] It is a becoming a big trend on TikTok now! Click here: fypppppppppppppp
- [tiktok_bestlearnings#5e28b8bc] Check out Learn Excel with Fahad’s video! #TikTok >
- [tiktok_bestlearnings#6b7e645e] Search:
- [tiktok_bestlearnings#e60589cd] excel spreadsheets project tracking
- [tiktok_bestlearnings#fc267c13] Create a Dynamic Dashboard in Excel with Pivot Tables in just 10-Minute #excel #exceltips #exceltutorial #learnexcelontiktok #excelhelp #productivityhacks #spreadsheetskills #microsoftexceltutorial #fyp #fypage #fypppppppppppppp

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=55, 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=55, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=102, 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=55, 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=102, 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=102, method=platform_profile

## Freshness
- profile_checked_days_ago: 102
- content_analysed_days_ago: 55
- audience_updated_days_ago: 55

## 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_bestlearnings
- Request removal: https://koinonlink.com/claim?k=tiktok_bestlearnings
- Terms: https://koinonlink.com/for-ai