# Devanand pandey (@didntuknowdev) on x

- id: koinon:creator:x_didntuknowdev
- url: https://koinonlink.com/kol/x/didntuknowdev
- schema_version: 1.4

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

## Reach
- followers: 7783
- following: 176
- posts_total: 1500
- posts_observed: 1
- posts_per_day: 0.286
- account_age_days: 5248
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00167
- best_post_interactions: 13
- 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: Nifty50 market movements, Technical analysis for Indian equities, Gap up/down trading signals, Stock market timing using indicators, Fundamental analysis with AI assistance, Retail investor education in Indian markets
- bio: Live, travel, adventure, bless & don't be sorry!
#stockmarket #educator  #entrepreneur #digiglobes #digitalagency

## Audience (inferred)
- status: present
- description: Indian retail investors and aspiring traders interested in stock market timing and technical analysis, particularly focused on Nifty50
- roles: ads
- seniority: practitioner
- pain_points: Struggling to interpret market opening signals like gap up/down accurately, Finding it hard to consistently identify entry/exit points in the Indian stock market, Lacking access to reliable, real-time technical analysis tools or frameworks, Overwhelmed by information overload when researching stocks manually
- posts_analysed: 6
- confidence: 0.4

## 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: 81
- 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_didntuknowdev#a8ac85f6] #nifty50 today? (https://twitter.com/didntuknowdev/status/2071830544237961509)
- [x_didntuknowdev#9dade92a] 🌕 Happy Guru Purnima! 🙏 In trading, the market is the greatest teacher. Every profit teaches confidence. Every loss teaches wisdom. Today, let's express gratitude to every mentor, every lesson, and every mistake that helped us become better traders. May you always have the pati
- [x_didntuknowdev#293d8c6a] Good Morning 🌞 #GIFTNIFTY indicating a gap up opening for #nifty50 https://t.co/ZuKB9aHjF8
- [x_didntuknowdev#733bfe38] #GIFTNIFTY indicating a gap down opening for #nifty50 #StockMarketindia https://t.co/X6HYlDRZPB
- [x_didntuknowdev#61486dd9] Good Morning 🌞 https://t.co/E2PT73qQXm
- [x_didntuknowdev#cc9eb640] AI won't make you a better investor. But it will make you a much faster researcher. Few days ago, I shared a Fundamental Analysis Prompt. Today I want to ask you somethin

## 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=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=112, 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=78, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 78
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 8
- 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_didntuknowdev
- Request removal: https://koinonlink.com/claim?k=x_didntuknowdev
- Terms: https://koinonlink.com/for-ai