Assume that you are working for a media organisation that wants to understand viewer preferences across different digital platforms (TV streaming, social media, and website content). Describe the steps you would take to prepare and integrate data from these sources for analysis. How would you visualise this data to uncover insights that could inform content creation and distribution strategies?

As a data analyst working for a media organization aiming to understand viewer preferences across different digital platforms, I would follow a structured approach to prepare, integrate, and analyze data from TV streaming, social media, and website content. Here's a comprehensive plan outlining the steps I would take, followed by strategies for data visualization to uncover insights for content creation and distribution.

Data Preparation and Integration:

1. Data Collection: a) TV Streaming:
   • Collect viewership data including watch time, completion rates, and drop-off points
   • Gather metadata on content type, genre, release date, and viewer demographics
   • Obtain user ratings and reviews
   b) Social Media:
   • Extract engagement metrics (likes, shares, comments) for posts related to our content
   • Collect follower growth data and audience demographics
   • Gather sentiment analysis data from comments and mentions
   c) Website Content:
   • Collect page views, time on page, and bounce rates for different content types
   • Gather click-through rates on content recommendations
   • Obtain user behavior flow data to understand content discovery patterns
2. Data Cleaning:
   • Remove duplicate entries and handle missing values
   • Standardize data formats across platforms (e.g., ensure consistent date/time formats)
   • Correct any obvious errors or outliers in the dataset
3. Data Transformation:
   • Create calculated fields (e.g., engagement ________ ________ _______ ____ ___ ________ ______.
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