# Value Educator (@ValueEducator) on x

- id: koinon:creator:x_valueeducator
- url: https://koinonlink.com/kol/x/ValueEducator
- schema_version: 1.4

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

## Reach
- followers: 79865
- following: 179
- posts_total: 20981
- posts_observed: 1
- posts_per_day: 7.629
- account_age_days: 2750
- verified: false
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00001
- best_post_interactions: 1
- 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: Undervalued small-cap stocks in India, Hidden gem investment opportunities, India's energy and industrial infrastructure growth, Micro-cap stock research and analysis, Pre-IPO and early-stage company insights
- bio: SEBI Registered RA | Micro Cap Investor |  
Actively identifying Undiscovered, Under-researched, Undervalued Opportunities !

## Audience (inferred)
- status: present
- description: Indian micro-cap investors and retail stock pickers focused on undervalued, under-researched small-cap stocks
- roles: ads
- seniority: practitioner
- pain_points: Struggling to find reliable, in-depth research on small-cap stocks that aren't covered by mainstream analysts, Frustrated by lack of access to early-stage investment insights before major price moves, Overwhelmed by noise and hype in large-cap or trending stocks, missing hidden opportunities
- posts_analysed: 5
- confidence: 0.4

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

## Quality signals
- authenticity_score: 46
- authenticity_basis: engagement_observed
- credibility_score: 81
- 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_valueeducator#4da6d27b] ⚡ India’s power demand is rising… but who builds the backbone that carries this electricity? Meet APAR Industries — a company quietly powering India’s energy infrastructure. https://t.co/6HD4fVWcmS (https://twitter.com/ValueEducator/status/2070865334240948251)
- [x_valueeducator#1837d277] Most investors know the companies that generate power, produce steel, refine oil, or manufacture automobiles. But few notice the company that builds the machinery and factories these industries depend on. https://t.co/aqllV7apYo
- [x_valueeducator#e7c7d638] India's power sector is undergoing a silent transformation, and one company is emerging as a key beneficiary: Genus Power. https://t.co/9aQ1TV74JQ
- [x_valueeducator#861d3f5c] Neptune Petrochemicals – Key Highlights Started operations in 2004 as a trading company & gradually transformed into a manufacturing-focused petrochemical business. Focused on Bitumen & Bitumen-based products used in road construction, waterproofing, and infrastructure pr
- [x_valueeducator#e514e00d] IPO THREAD | KRATIKAL TECH L

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=111, 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=111, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=117, 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=111, 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=117, 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=117, method=platform_profile

## Freshness
- profile_checked_days_ago: 117
- content_analysed_days_ago: 111
- audience_updated_days_ago: 20

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