Shahid Imran - Data Analyst | ContraWork by Shahid Imran
Shahid Imran

Shahid Imran

Data Analyst | Power BI Developer | Excel, SQL, Python

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Shahid is ready for their next project!

Lahore, Pakistan

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Lahore, Pakistan

Cover image for Beyond the 5 Stars: The Unseen Story in Amazon Alexa Reviews...
Beyond the 5 Stars: The Unseen Story in Amazon Alexa Reviews Everyone talks about how much people love their Alexa devices. The overall ratings are stellar (4.46/5 avg.), and yes, a dominant 76.35% of reviews are positive. But the real story is often in the shadows of that success. Despite 76% positive sentiment, 1 in 5 reviews are neutral/negative. Even 1-star reviews contain words like "Love," showing frustration from disappointed fans. The word cloud tells the real story: alongside "Great" and "Easy" sit "problems," "doesn't," and "disappointed." Mass appeal can mask specific, recurring failures. True excellence solves for the criticism hidden in the praise. #AmazonAlexa #VoiceTech #CustomerFeedback #SentimentAnalysis #DataAnalytics #ProductManagement #Tech #UserExperience #DataStorytelling #PowerBI
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Cover image for Mobile Sales & Customer Insights Dashboard
Mobile Sales & Customer Insights Dashboard
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Cover image for Superstore Sales Dashboard & Forecasting
Superstore Sales Dashboard & Forecasting
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Cover image for Customer Retention Analysis for E-commerce
Customer Retention Analysis for E-commerce
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