# JaguarAnalytics (@JaguarAnalytics) on x

- id: koinon:creator:x_jaguaranalytics
- url: https://koinonlink.com/kol/x/JaguarAnalytics
- schema_version: 1.4

## Identity
- platform: x
- handle: JaguarAnalytics
- platform_url: https://twitter.com/JaguarAnalytics
- website: http://www.JaguarAnalytics.com
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 73212
- following: 327
- posts_total: 22719
- posts_observed: 22
- posts_per_day: 4.517
- account_age_days: 5030
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00165
- best_post_interactions: 121
- 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: investing
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Earnings previews and analysis, Stock trade ideas, Options activity, Cybersecurity sector plays
- bio: Professional equity and option trade ideas with in-depth research based on 3-pronged approach: Fundamentals, Technicals and Options Activity

## Audience (inferred)
- status: present
- description: Equity and options traders seeking research-based stock picks and earnings analysis
- roles: none
- seniority: practitioner
- pain_points: Finding reliable trade ideas backed by fundamentals, technicals and options data, Keeping up with daily earnings reports across many stocks, Spotting sector-specific opportunities like cybersecurity
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.4
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 97
- authenticity_basis: engagement_observed
- credibility_score: 97
- 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_jaguaranalytics#9ca0098b] Got cybersecurity? $NET should be at $400. May be tomorrow. https://t.co/DSRYaezIOg (https://twitter.com/JaguarAnalytics)
- [x_jaguaranalytics#1d3b6103] 12 stocks previewed for earnings today. 11 reported already (TTWO tomorrow morning). Here is the list. So many are ripping higher double digit percentage after hours. Download PDF here: https://t.co/SaCXjJRqQM https://t.co/oddkxus9rc
- [x_jaguaranalytics#fcd9ecea] So, remember in this Spaces with @davevermilion when I went in length pitching the bull case for $ABNB Airbnb? Check out the price action after hours. Giddy up!
- [x_jaguaranalytics#c04a972c] Here are 14 earnings previews we issued yesterday. Not too shabby! See PDF: https://t.co/FzDUCFves1 I do this daily. Part of subscription. A honest question: For non-subscribers, I wonder if there would be demand if it's available as standalone download for small fee, like $20. h
- [x_jaguaranalytics#7845c8cb] Bullish for Cybersecurity ETF $BUG https://t.co/sbOUx4pMjQ https://t.co/MDeTFlRnbb
- [x_jaguaranalytics#972fe8ae] Bullish for Cybersecuri

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, 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=108, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 77
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 9
- 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_jaguaranalytics
- Request removal: https://koinonlink.com/claim?k=x_jaguaranalytics
- Terms: https://koinonlink.com/for-ai