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Data Analysis & Synthesis
For a project predicting customer churn, generate a list of 10 relevant Data Features that should be engineered from raw customer usage data. Features must include measures of recency, frequency, and monetary value.
Generate a single SQL query to report the Monthly Recurring Revenue (MRR) for a SaaS company. The query must join the Subscriptions table an...
Analyze the following incident report: [Paste incident report text detailing multiple failures]. Extract all identified risks and assign eac...
Generate a simple Customer Segmentation Strategy for an online education platform based on usage data. Define 3 segments (e.g., Power Users,...
Analyze the following sales data (Month, Region, Product, Revenue): [Paste sample data]. Identify 3 significant sales trends (e.g., highest ...
Write the Python code using Matplotlib or Seaborn to generate a Bar Chart showing the total sales revenue across 5 different product lines. ...
Synthesize the qualitative responses from a customer survey: [Paste 20 raw text responses]. Group the feedback into 3 major themes (e.g., Us...
Design the layout for a single-screen Executive KPI Dashboard. Specify the placement and type of the 5 most critical metrics (e.g., line cha...
Generate a hypothetical dataset containing 20 rows of customer data. The data must include 4 columns: CustomerID, Country (3 distinct countr...
Write a Python script using a suitable library (e.g., GeoPy, Pandas) that can identify and flag data rows where the latitude and longitude c...
Outline a simple Data Ingestion Strategy for a system receiving streaming data from 5,000 IoT devices. Define the optimal technology stack (...
Design a brief, 5-question Customer Satisfaction (CSAT) Survey for an application. The survey must include: 1. A rating scale question, 2. A...
Summarize the key findings and methodology of the following research abstract: [Paste abstract] into a 3-point executive briefing. The brief...