# Arunima Ganguly 🇮🇳 (@ArunimaGanguly2) on x

- id: koinon:creator:x_arunimaganguly2
- url: https://koinonlink.com/kol/x/ArunimaGanguly2
- schema_version: 1.4

## Identity
- platform: x
- handle: ArunimaGanguly2
- platform_url: https://twitter.com/ArunimaGanguly2
- country: India
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 8479
- following: 4024
- posts_total: 99625
- posts_observed: 2
- posts_per_day: 50.113
- account_age_days: 1988
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.04116
- best_post_interactions: 349
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: finance
- subcategory: crypto
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: crypto/Bitcoin, X platform growth, AI content
- bio: mom 🇮🇳 currently traveling

• finance • crypto • ai
• exploring ai videos

ghost writer.

subscribe to grow faster on x wd me

mail: [contact removed]

## Audience (inferred)
- status: present
- description: X users interested in crypto, Bitcoin discussions, and platform growth tactics, likely aspiring writers or small creators
- roles: none
- seniority: learner
- posts_analysed: 2
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.2
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 74
- authenticity_basis: engagement_observed
- credibility_score: 74
- 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
- [x_arunimaganguly2#837f490c] steven bartlett asked michael saylor on the diary of a ceo podcast why he sold bitcoin instead of selling a kidney. saylor said he wanted to prove that even if he sold his bitcoin, neither bitcoin nor his company would go to zero. https://t.co/00C9T7z3lw (https://twitter.com/ArunimaGanguly2/status/2061298873167913041)
- [x_arunimaganguly2#b48422f3] i've always wanted to write more about x growth. but before i can help others grow, i need to figure it out myself. with all the recent changes and restrictions, i'm finding it harder than ever. it feels like x has reached a point where, if you genuinely try to grow, you're immed

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=77, 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=77, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=119, 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=77, 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=119, 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=119, method=platform_profile

## Freshness
- profile_checked_days_ago: 119
- content_analysed_days_ago: 77
- audience_updated_days_ago: 76

## 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=x_arunimaganguly2
- Request removal: https://koinonlink.com/claim?k=x_arunimaganguly2
- Terms: https://koinonlink.com/for-ai