Back to .md Directory

ANALYTICS CENTER

Defines metrics, dashboards, post analytics, platform comparisons, growth tracking, AI insights, and report generation for a multi-platform marketing analytics module.

May 2, 2026
0 downloads
0 views
ai
View source

What this file does

Defines metrics, dashboards, post analytics, platform comparisons, growth tracking, AI insights, and report generation for a multi-platform marketing analytics module.

When to use it

  • Building a marketing analytics dashboard for social media
  • Standardizing engagement and growth metrics across platforms
  • Implementing automated report generation and scheduling
  • Adding AI-powered content performance insights

Assumes this stack

TypeScriptYAMLREST API

ANALYTICS CENTER

Детализация модуля аналитики

Версия: 1.0
Модуль: 05-ANALYTICS


1. ОБЗОР МОДУЛЯ

Назначение

Analytics Center предоставляет insights об эффективности контента, росте аудитории и ROI маркетинговых усилий.

Компоненты

┌─────────────────────────────────────────────────┐
│              ANALYTICS CENTER                    │
├─────────────────────────────────────────────────┤
│                                                  │
│  ┌────────────┐  ┌────────────┐  ┌───────────┐ │
│  │ DASHBOARD  │  │  REPORTS   │  │ INSIGHTS  │ │
│  │  Overview  │  │  Export    │  │ AI-based  │ │
│  └────────────┘  └────────────┘  └───────────┘ │
│                                                  │
│  ┌────────────┐  ┌────────────┐  ┌───────────┐ │
│  │   POST     │  │  PLATFORM  │  │  GROWTH   │ │
│  │ ANALYTICS  │  │  COMPARE   │  │ TRACKING  │ │
│  └────────────┘  └────────────┘  └───────────┘ │
│                                                  │
└─────────────────────────────────────────────────┘

2. МЕТРИКИ

2.1 Engagement Metrics

МетрикаФормулаОписание
Engagement Rate(interactions / impressions) × 100Общая вовлечённость
Amplification Rate(shares / followers) × 100Виральность
Conversation Rate(comments / impressions) × 100Диалоговость
CTR(clicks / impressions) × 100Кликабельность

2.2 Growth Metrics

МетрикаПериодОписание
Follower GrowthDaily/Weekly/MonthlyПрирост подписчиков
Reach GrowthWeekly/MonthlyПрирост охвата
VelocityWeek-over-weekСкорость роста

2.3 Content Metrics

МетрикаПрименение
Top PerformersКакой контент работает лучше
Optimal LengthЛучшая длина постов
Best TimeЛучшее время публикации
Best TypeЛучший тип контента

2.4 Platform-Specific

Twitter

  • Impressions, Likes, Retweets, Replies
  • Quote Tweets, Link Clicks
  • Profile Visits, Follows

Discord

  • Message Reactions, Replies
  • Member Joins (after post)
  • Link Clicks

Telegram

  • Views, Forwards, Reactions
  • Link Clicks

VK

  • Views, Likes, Reposts, Comments
  • Link Clicks

Instagram

  • Reach, Impressions
  • Likes, Comments, Saves, Shares
  • Profile Visits, Website Clicks

3. DASHBOARD

3.1 Layout

┌─────────────────────────────────────────────────────┐
│ ANALYTICS DASHBOARD                                 │
│                                                     │
│ Period: [Last 30 days ▼]  Compare: [Previous ▼]    │
├─────────────────────────────────────────────────────┤
│                                                     │
│ ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌─────────┐│
│ │   1.2M   │ │  52.3K   │ │   4.2%   │ │  +15%   ││
│ │  Reach   │ │ Engage   │ │ Eng.Rate │ │ Growth  ││
│ │  ▲ 23%   │ │  ▲ 18%   │ │  ▲ 0.3%  │ │ ▲ 2.1%  ││
│ └──────────┘ └──────────┘ └──────────┘ └─────────┘│
│                                                     │
│ ┌─────────────────────────┐ ┌─────────────────────┐│
│ │   PERFORMANCE TREND     │ │ PLATFORM BREAKDOWN  ││
│ │                         │ │                     ││
│ │     📈 Chart            │ │ Twitter    ███░ 42% ││
│ │                         │ │ Discord    ██░░ 28% ││
│ │   [Reach] [Engagement]  │ │ Telegram   █░░░ 18% ││
│ │                         │ │ VK         █░░░ 12% ││
│ └─────────────────────────┘ └─────────────────────┘│
│                                                     │
│ ┌─────────────────────────┐ ┌─────────────────────┐│
│ │   TOP PERFORMING        │ │ BEST TIMES          ││
│ │                         │ │                     ││
│ │ 1. Soul #4521  6.8%    │ │ 🐦 14:00-16:00      ││
│ │ 2. Breeding    5.2%    │ │ 💬 20:00-22:00      ││
│ │ 3. Weekly      4.9%    │ │ 📱 12:00-14:00      ││
│ │                         │ │                     ││
│ │ [View All →]            │ │                     ││
│ └─────────────────────────┘ └─────────────────────┘│
│                                                     │
└─────────────────────────────────────────────────────┘

3.2 KPI Cards

kpi_cards:
  
  total_reach:
    value: sum(impressions)
    comparison: vs_previous_period
    trend: up/down/stable
    breakdown_by: platform
    
  total_engagements:
    value: sum(likes + comments + shares)
    comparison: vs_previous_period
    trend: up/down/stable
    
  engagement_rate:
    value: avg(engagement_rate)
    comparison: vs_previous_period
    benchmark: industry_average
    
  audience_growth:
    value: followers_end - followers_start
    comparison: growth_rate_vs_previous
    trend: accelerating/stable/slowing

4. POST ANALYTICS

4.1 Per-Post View

┌─────────────────────────────────────────────────────┐
│ POST ANALYTICS                                      │
├─────────────────────────────────────────────────────┤
│                                                     │
│ "🧬 BREEDING IS LIVE! Your Souls can now..."       │
│                                                     │
│ Published: Jan 25, 2025 14:00 • 🐦 Twitter         │
│                                                     │
│ ┌─────────────────────────────────────────────────┐│
│ │                 PERFORMANCE                      ││
│ │                                                  ││
│ │  Impressions    Engagements    Eng. Rate        ││
│ │  ┌─────────┐    ┌─────────┐    ┌─────────┐     ││
│ │  │ 45,231  │    │  1,902  │    │  4.2%   │     ││
│ │  │ ▲ 34%   │    │ ▲ 45%   │    │ ▲ 0.8%  │     ││
│ │  └─────────┘    └─────────┘    └─────────┘     ││
│ │  vs. average    vs. average    vs. average      ││
│ │                                                  ││
│ └─────────────────────────────────────────────────┘│
│                                                     │
│ ┌─────────────────────────────────────────────────┐│
│ │                 BREAKDOWN                        ││
│ │                                                  ││
│ │  Likes        Retweets      Replies    Clicks   ││
│ │  ┌──────┐    ┌──────┐     ┌──────┐   ┌──────┐  ││
│ │  │ 1,245│    │  312 │     │  156 │   │  189 │  ││
│ │  └──────┘    └──────┘     └──────┘   └──────┘  ││
│ │                                                  ││
│ └─────────────────────────────────────────────────┘│
│                                                     │
│ ┌─────────────────────────────────────────────────┐│
│ │           ENGAGEMENT OVER TIME                   ││
│ │                                                  ││
│ │     📈 First 24 hours chart                     ││
│ │                                                  ││
│ │  Peak: 14:30 (first 30 min)                     ││
│ │  Long tail: Continued for 12 hours              ││
│ │                                                  ││
│ └─────────────────────────────────────────────────┘│
│                                                     │
│ [View on Twitter] [Create Similar] [Add to Report] │
│                                                     │
└─────────────────────────────────────────────────────┘

4.2 Content List with Metrics

┌─────────────────────────────────────────────────────┐
│ CONTENT PERFORMANCE                                 │
├─────────────────────────────────────────────────────┤
│                                                     │
│ Sort: [Engagement Rate ▼]  Filter: [All ▼] [7d ▼] │
│                                                     │
│ ┌─────────────────────────────────────────────────┐│
│ │ #  Content              Platform  Reach   Eng%  ││
│ ├─────────────────────────────────────────────────┤│
│ │ 1  🧬 BREEDING IS...    🐦       45.2K   6.8%  ││
│ │ 2  Soul #4521 awak...   🐦💬     38.1K   5.2%  ││
│ │ 3  Weekly Recap: 12...  🐦💬📱   52.4K   4.9%  ││
│ │ 4  Did you know? L...   🐦       28.7K   4.5%  ││
│ │ 5  Community updat...   💬       12.3K   4.2%  ││
│ │ 6  Behind the scen...   📷       18.9K   3.8%  ││
│ │ 7  New mutation sp...   🐦       22.1K   3.5%  ││
│ │ 8  Roadmap update...    🐦💬📱   41.2K   3.2%  ││
│ └─────────────────────────────────────────────────┘│
│                                                     │
│ Showing 8 of 147 posts                    [1][2][3]│
│                                                     │
│                         [Export CSV] [Export PDF]   │
│                                                     │
└─────────────────────────────────────────────────────┘

5. PLATFORM COMPARISON

5.1 Comparative View

┌─────────────────────────────────────────────────────┐
│ PLATFORM COMPARISON                    [Last 30d ▼]│
├─────────────────────────────────────────────────────┤
│                                                     │
│ ┌─────────────────────────────────────────────────┐│
│ │              Twitter  Discord  Telegram   VK    ││
│ ├─────────────────────────────────────────────────┤│
│ │ Reach          520K     180K     145K    95K   ││
│ │ Posts            62       45       38     32   ││
│ │ Engagements   21.8K    8.2K     5.1K   3.8K   ││
│ │ Eng. Rate      4.2%    4.6%     3.5%   4.0%   ││
│ │ Followers     +1.2K    +450     +320   +180   ││
│ │ Best Time    14-16h   20-22h   12-14h  18-20h ││
│ │ Best Type   Threads  Updates   Tips   Images  ││
│ └─────────────────────────────────────────────────┘│
│                                                     │
│ ┌─────────────────────────────────────────────────┐│
│ │           REACH DISTRIBUTION                     ││
│ │                                                  ││
│ │   Twitter    ████████████████░░░░  55%          ││
│ │   Discord    ██████░░░░░░░░░░░░░░  19%          ││
│ │   Telegram   █████░░░░░░░░░░░░░░░  15%          ││
│ │   VK         ███░░░░░░░░░░░░░░░░░  11%          ││
│ │                                                  ││
│ └─────────────────────────────────────────────────┘│
│                                                     │
│ 💡 Insight: Discord has highest engagement rate.   │
│    Consider increasing content there.              │
│                                                     │
└─────────────────────────────────────────────────────┘

5.2 Cross-Post Analysis

cross_post_analysis:
  
  same_content_comparison:
    description: "Как один контент работает на разных платформах"
    metrics:
      - engagement_rate_by_platform
      - best_adapted_version
      - optimal_timing_difference
      
  recommendations:
    - platform_priority: "Where to focus"
    - content_adaptation: "What to change per platform"
    - posting_strategy: "When to post where"

6. GROWTH TRACKING

6.1 Audience Growth

┌─────────────────────────────────────────────────────┐
│ AUDIENCE GROWTH                                     │
├─────────────────────────────────────────────────────┤
│                                                     │
│ Total Followers: 24,521  (+1,847 this month)       │
│                                                     │
│ ┌─────────────────────────────────────────────────┐│
│ │              GROWTH CHART (6 months)             ││
│ │                                                  ││
│ │  25K ─                              ╭───        ││
│ │  20K ─                        ╭─────╯           ││
│ │  15K ─                  ╭─────╯                 ││
│ │  10K ─           ╭──────╯                       ││
│ │   5K ─ ──────────╯                              ││
│ │      ─────────────────────────────────          ││
│ │       Jul   Aug   Sep   Oct   Nov   Dec         ││
│ │                                                  ││
│ └─────────────────────────────────────────────────┘│
│                                                     │
│ ┌─────────────────────────────────────────────────┐│
│ │ BY PLATFORM                                      ││
│ │                                                  ││
│ │ Twitter     15,234  (+1,102)  ▲ 7.8%           ││
│ │ Discord      5,891    (+423)  ▲ 7.7%           ││
│ │ Telegram     2,456    (+198)  ▲ 8.8%           ││
│ │ VK             940    (+124)  ▲ 15.2%          ││
│ │                                                  ││
│ └─────────────────────────────────────────────────┘│
│                                                     │
│ Growth velocity: Accelerating (+12% vs last month) │
│                                                     │
└─────────────────────────────────────────────────────┘

7. INSIGHTS (AI-POWERED)

7.1 Automated Insights

insight_types:

  performance_anomaly:
    trigger: "engagement > 2x average"
    example: "Your breeding announcement got 3x normal engagement"
    
  optimal_timing:
    trigger: "weekly analysis"
    example: "Posts at 14:00 get 45% more engagement than average"
    
  content_recommendation:
    trigger: "pattern detection"
    example: "Threads perform 2x better than single tweets"
    
  growth_alert:
    trigger: "significant change"
    example: "Follower growth accelerated 50% this week"
    
  underperforming:
    trigger: "engagement < 0.5x average"
    example: "Educational content underperforming. Try adding visuals."

7.2 Insights Panel

┌─────────────────────────────────────────────────────┐
│ 💡 INSIGHTS                                         │
├─────────────────────────────────────────────────────┤
│                                                     │
│ ┌─────────────────────────────────────────────────┐│
│ │ 🔥 HIGH IMPACT                                   ││
│ │                                                  ││
│ │ Your breeding announcement performed 3x better  ││
│ │ than average. Consider similar hype-driven      ││
│ │ content for major announcements.                ││
│ │                                                  ││
│ │ [View Post] [Create Similar]                    ││
│ └─────────────────────────────────────────────────┘│
│                                                     │
│ ┌─────────────────────────────────────────────────┐│
│ │ ⏰ TIMING OPTIMIZATION                           ││
│ │                                                  ││
│ │ Your Twitter audience is most active 14:00-16:00││
│ │ but you've been posting mostly at 10:00.        ││
│ │ Shift timing for +25% potential reach.          ││
│ │                                                  ││
│ │ [Adjust Schedule]                               ││
│ └─────────────────────────────────────────────────┘│
│                                                     │
│ ┌─────────────────────────────────────────────────┐│
│ │ 📊 CONTENT MIX                                   ││
│ │                                                  ││
│ │ Threads get 2x engagement vs single tweets.     ││
│ │ Currently: 15% threads. Recommended: 30-40%.    ││
│ │                                                  ││
│ │ [Create Thread]                                 ││
│ └─────────────────────────────────────────────────┘│
│                                                     │
└─────────────────────────────────────────────────────┘

8. REPORTS

8.1 Report Types

ТипЧастотаФорматСодержание
Daily DigestDailyEmail/TGKPIs, top post, anomalies
Weekly ReportWeeklyPDFFull analysis, trends
Monthly ExecutiveMonthlyPDF/PPTXStrategic overview, ROI
CustomOn-demandCSV/PDFUser-selected metrics

8.2 Report Builder

┌─────────────────────────────────────────────────────┐
│ CREATE REPORT                                       │
├─────────────────────────────────────────────────────┤
│                                                     │
│ Report Type: [Weekly Report ▼]                      │
│                                                     │
│ Period: [Jan 19 - Jan 25, 2025]                    │
│                                                     │
│ Include:                                            │
│ ☑ Executive Summary                                │
│ ☑ Performance Overview                             │
│ ☑ Platform Breakdown                               │
│ ☑ Top Performing Content                           │
│ ☑ Audience Growth                                  │
│ ☐ Competitor Comparison (not available)            │
│ ☑ Recommendations                                  │
│                                                     │
│ Platforms: ☑ All  ☐ Twitter  ☐ Discord  ☐ Other   │
│                                                     │
│ Format: (●) PDF  ( ) PPTX  ( ) CSV (raw data)      │
│                                                     │
│ Branding: ☑ Include workspace logo                 │
│                                                     │
│              [Preview]  [Generate Report]           │
│                                                     │
└─────────────────────────────────────────────────────┘

8.3 Scheduled Reports

scheduled_reports:

  daily_digest:
    time: "09:00 user_timezone"
    delivery: [email]
    content:
      - yesterday_summary
      - top_post
      - today_scheduled
      - alerts
      
  weekly_report:
    day: "Monday"
    time: "10:00"
    delivery: [email, slack]
    content:
      - full_weekly_analysis
      - trends
      - recommendations
      
  monthly_executive:
    day: "1st of month"
    delivery: [email]
    format: pdf
    content:
      - month_overview
      - goal_progress
      - strategic_insights

9. DATA COLLECTION

9.1 Metrics Sync

metrics_sync:
  
  frequency:
    real_time: [publication_status]
    hourly: [basic_engagement]  # first 24h
    daily: [full_metrics]
    
  platforms:
    twitter:
      endpoint: "tweets/:id/metrics"
      metrics: [impressions, engagements, likes, retweets, replies]
      
    discord:
      method: "reaction_tracking + link_clicks"
      metrics: [reactions, replies, member_joins]
      
    telegram:
      endpoint: "getMessageStatistics" 
      metrics: [views, forwards, reactions]
      
    vk:
      endpoint: "stats.getPostReach"
      metrics: [views, likes, reposts, comments]
      
    instagram:
      endpoint: "media/:id/insights"
      metrics: [reach, impressions, engagement, saves]

9.2 Data Retention

retention:
  raw_metrics: 90 days
  aggregated_daily: 2 years
  aggregated_monthly: unlimited
  
  exports:
    available: last 12 months
    format: csv, json

10. API ENDPOINTS

endpoints:

  # Dashboard
  GET /api/analytics/dashboard         # Dashboard data
  GET /api/analytics/kpis              # KPI values
  
  # Posts
  GET /api/analytics/posts             # Posts with metrics
  GET /api/analytics/posts/:id         # Single post metrics
  GET /api/analytics/posts/top         # Top performers
  
  # Platforms
  GET /api/analytics/platforms         # Platform comparison
  GET /api/analytics/platforms/:id     # Single platform
  
  # Growth
  GET /api/analytics/growth            # Audience growth
  GET /api/analytics/growth/timeline   # Growth over time
  
  # Insights
  GET /api/analytics/insights          # AI insights
  
  # Reports
  GET /api/reports                     # List reports
  POST /api/reports                    # Generate report
  GET /api/reports/:id                 # Download report
  GET /api/reports/scheduled           # Scheduled reports
  POST /api/reports/scheduled          # Create scheduled
  
  # Export
  GET /api/analytics/export            # Export data

11. DATA MODEL

interface PostMetrics {
  publicationId: string;
  platform: string;
  
  // Core metrics
  impressions: number;
  reach: number;
  engagements: number;
  engagementRate: number;
  
  // Breakdown
  likes: number;
  comments: number;
  shares: number;  // retweets, reposts, forwards
  clicks: number;
  saves?: number;  // Instagram
  
  // Calculated
  amplificationRate: number;
  conversationRate: number;
  
  // Timing
  collectedAt: Date;
  publishedAt: Date;
}

interface DailyAggregates {
  workspaceId: string;
  date: Date;
  platform: string;
  
  totalReach: number;
  totalEngagements: number;
  avgEngagementRate: number;
  postsPublished: number;
  followersGained: number;
  followersLost: number;
  netFollowerChange: number;
}

interface Insight {
  id: string;
  workspaceId: string;
  type: InsightType;
  severity: 'info' | 'recommendation' | 'alert';
  
  title: string;
  description: string;
  data: object;  // Supporting data
  
  actionable: boolean;
  actionType?: string;
  actionParams?: object;
  
  createdAt: Date;
  dismissedAt?: Date;
}

Следующий файл: 06-CAMPAIGNS.md

What's inside

11 sections covering metrics, dashboard layout, post analytics, platform comparison, growth tracking, insights, reports, data collection, API endpoints, and data model.

Change this for your project

  • Replace workspaceId references with your own workspace identifier
  • Replace platform-specific endpoints like tweets/:id/metrics with your actual API endpoints
  • Replace example content titles like Soul #4521 and Breeding with your own content categories

Where it goes

Keep alongside your test suite. Used to define and score model evaluations.

Worth borrowing

  • KPI cards with trend indicators and platform breakdowns
  • Cross-platform comparison table with best times and content types
  • AI-powered insight triggers based on performance anomalies

Related Documents