Data Analytics: Traditional Data, Geospatial Insights, and Cloud Computing

Understanding Data Analytics

Traditional Data

Traditional data refers to commonly used structured internal data (such as transactional) and external data (such as information from credit bureaus) that are used in the decision-making process. It may include data that are generated from interaction with clients such as surveys, registration forms, salary, and demographic information. Traditional data sources refer to internal data sources such as core account management system transactions, client surveys,

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Organic Shampoo: Natural Hair Care & Dating App Insights

Organic Revitalizing Shampoo with Natural Oils

The product is an organic revitalizing shampoo, enriched with natural oils, designed to nourish and strengthen hair from roots to ends. It is free of harsh chemicals and is environmentally friendly, making it ideal for people with damaged or dry hair, as it provides natural shine and softness.

Target Audience

The target audience is men and women aged 25 to 45 who are interested in eco-friendly beauty products and conscious personal care. This segment values

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Marketing Funnel Optimization & Customer Journey Strategy

Funnel Data Analysis

Objective: Analyze performance data from the last six months and identify critical areas for improvement.

Activities:

  • Evaluate metrics for awareness, consideration, conversion, and retention stages.
  • Identify challenges, such as:
    • Awareness: High bounce rate (60%), low social media engagement (Instagram 1.2%, Facebook 0.8%, TikTok 3%).
    • Consideration: Email CTR at 3.5% with insufficient segmentation.
    • Conversion: 70% cart abandonment rate and a low 2.1% conversion rate.
    • Retention: Churn
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Customer Retention Marketing Strategies

Retention Marketing: What Is It?

Retention marketing is a strategy focused on retaining existing customers and encouraging them to continue purchasing, rather than acquiring new ones.

Why Do We Need Retention Marketing?

  • Cost-Efficiency: Retaining customers is cheaper than acquiring new ones.
  • Higher Profits: Repeat customers tend to spend more over time.
  • Brand Loyalty: Builds long-term relationships and brand advocacy.
  • Increased Customer Lifetime Value (CLV): Drives higher revenue per customer.

Common Retention

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Data Architecture and Business Models: Netflix, Walmart, and More

Data Architecture at Netflix

Netflix utilizes a complex data system to support its streaming service, encompassing TV shows and movies. This architecture is crucial for managing large data volumes generated from viewer interactions, enhancing the recommendation system, and optimizing streaming quality.

Data Collection

Netflix gathers data from user interactions across various devices and content streaming logs.

Data Storage

The company employs a large-scale data lake using Amazon S3 to store vast amounts

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TikTok: Understanding the Risks to Your Privacy

Hello everyone, and thank you for joining me today to talk about TikTok, the social media app that has taken the world by storm. It’s hard to imagine that just a few years ago, TikTok was virtually unknown, but today it has over a billion active users worldwide. However, while the app is entertaining, there are some reasons why it might not be good for you and your personal data.

How TikTok’s Algorithm Works

First, let’s talk about how TikTok works. TikTok is a video-sharing app where users can create

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