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The Library

Data, Excel & Analytics

Excel / Google Sheets Formula Builder

Write an Excel formula to achieve the following logic: (User input: Describe desired dynamic result based on criteria).

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Data, Excel & Analytics

Explain Complex Excel Formulas

Explain step-by-step how this formula works and what output it produces: (User input: Excel/Google Sheets formula)

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Data, Excel & Analytics

Write Excel VBA / Google Apps Scripts

Write a (User input: VBA Macro / Google Apps Script) to automate the task of (User input: Task description).

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Data, Excel & Analytics

Data Cleaning & Preparation Instructions

Outline the logical steps and operations needed to clean messy data containing (User input: Data issues, e.g., duplicates, missing dates, mixed formats).

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Data, Excel & Analytics

Write Power BI DAX Formulas

Write a DAX measure for Power BI to calculate (User input: Business Metric, e.g., Year-over-Year Growth / Rolling 30-Day Average).

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Data, Excel & Analytics

Formulate Data Visualization Recommendations

Recommend the absolute best chart/visualization type to display (User input: Data types and context) and explain why.

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Data, Excel & Analytics

Draft Data Analysis Summaries

Summarize key trends, anomalies, and insights from this raw dataset summary: (User input).

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Data, Excel & Analytics

Write Python Pandas Data Processing Code

Write Python Pandas code to import a CSV, filter by (User input: Condition), clean missing values, and group by (User input: Column).

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Data, Excel & Analytics

Design Data Warehouse Schema Concepts

Suggest a star schema or snowflake database structure (Fact and Dimension tables) for modeling (User input: Business Activity).

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Data, Excel & Analytics

Formulate A/B Test Hypotheses

Write a statistically valid A/B test hypothesis for testing (User input: Proposed Change) on (User input: Metric).

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Data, Excel & Analytics

Calculate Business Financial Metrics

Explain the formula and calculate (User input: Metric, e.g., Customer Acquisition Cost / LTV / Churn Rate) using these inputs: (User input).

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Data, Excel & Analytics

Draft Executive Dashboard Requirements

Define the primary KPIs, filter options, and visual components needed for an executive dashboard monitoring (User input: Department/Business Unit).

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Data, Excel & Analytics

Identify Statistical Analysis Methods

Suggest the correct statistical test (e.g., T-test, ANOVA, Regression) to analyze the relationship between (User input: Variable A) and (User input: Variable B).

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Data, Excel & Analytics

Write R Script for Data Visualization

Write R code using ggplot2 to create a chart showing (User input: Plot details) with customized labels.

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Data, Excel & Analytics

Detect Data Anomalies Strategy

Outline a logical process to detect fraudulent transactions or unusual anomalies in (User input: Transaction/Event Type) data.

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Data, Excel & Analytics

Automate CSV Parsing Scripts

Write a script in (User input: Language) that reads a CSV file, parses (User input: Specific Field), and exports results to JSON.

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Data, Excel & Analytics

Convert Unstructured Text to Structured CSV

Extract data from this unformatted text string and output it as a clean CSV table: (User input)

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Data, Excel & Analytics

Write Cohort Analysis Framework

Explain how to build a monthly cohort retention table for analyzing user retention in a (User input: Business Type).

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Data, Excel & Analytics

Draft Data Privacy & Compliance Audits

List 5 essential data handling checks to ensure user data processing complies with (User input: Regulation, e.g., GDPR / HIPAA).

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Data, Excel & Analytics

Formulate Predictive Modeling Steps

Outline the machine learning workflow to build a predictive model for forecasting (User input: Target Variable, e.g., Customer Churn).

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