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I cleaned data for 3 days.
Model trained in 10 minutes.
Nobody talks about this part of Data Science.
80% of the job is:
— Missing values that make no sense
— Columns named "col_1", "col_2", "col_final_FINAL"
— Duplicate rows that shouldn't exist
— Dates in 6 different formats
The model is the easy part.
The data is the real work.
Next time someone says "just run a model on it" — you'll know why that sentence hurts.
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Why Excel still beats expensive software for small businesses
Most small business owners I talk to feel like they should be using some fancy CRM or ERP system.
But here's the truth nobody tells you:
For businesses under 50 people, Excel done right beats expensive software almost every time.
Here's why 👇
1. You already have it
No subscription. No onboarding. No monthly fees. Excel is sitting right there.
2. It bends to your business
Software forces you into its structure. Excel fits around your workflow — your terms, your columns, your logic.
3. Your team already knows it
No training required. Everyone from the accountant to the sales person can open and read a well-built Excel file.
4. One clean file beats 3 scattered tools
I've seen businesses track leads in WhatsApp, revenue in a notebook and expenses in their head. One organized Excel dashboard brings it all together.
The problem was never Excel.
The problem was never having it set up properly.
What tool does your business currently use to track data?
Excellent insights!
👋 Hello, I’m Ankita — Data Analyst & Data Quality Specialist
I specialize in transforming raw data into actionable insights using SQL, Python, and visualization tools like Tableau and Power BI. With a strong background in data validation and annotation, I focus on ensuring accuracy while uncovering meaningful patterns.
📊 I’ve worked on:
• Sales dashboards & forecasting
• Customer segmentation (K-Means)
• SQL-based analytics projects
• Interactive Tableau dashboards
• Data annotation & quality validation
💡 I’m passionate about:
Turning complex data into clear, business-focused insights that support better decision-making.
🚀 Currently open to:
Freelance opportunities in data analysis, dashboard creation, data cleaning, and annotation.
Let’s connect if you’re looking to make your data more powerful and insightful!
THE LOOP — Cinematic Short Film
A psychological short film exploring repetition and reality, created entirely inside CapCut Video Studio using AI storytelling, editing, sound design, and cinematic color grading.
Open to cinematic editing and storytelling projects.
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