You will get accurately annotated text data with citation labeling

Let a pro handle the details

Buy Machine Learning services from Geethasree, priced and ready to go.

Let a pro handle the details

Buy Machine Learning services from Geethasree, priced and ready to go.

Project details

You will get accurately annotated text data with structured citation labeling — including author, year, source, and volume/issue extraction, plus identification of secondary (nested) citations and duplicate span detection.
I bring a detail-first approach shaped by real client work: completing a citation-labeling project in Label Studio where consistency across 20+ documents mattered more than speed. I follow your exact taxonomy and formatting guidelines rather than improvising, and I flag ambiguous cases instead of guessing — because in data annotation, accuracy is the entire product.
Whether you're preparing training data for an AI model or structuring reference data for research, I deliver clean, consistent, review-ready output on time.
What's included
Service Tiers Starter
$15
Standard
$35
Advanced
$70
Delivery Time 3 days 5 days 7 days
Number of Revisions
123
Model Validation/Testing
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Model Documentation
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Data Source Connectivity
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Source Code
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Optional add-ons You can add these on the next page.
Additional Revision
+$5

Frequently asked questions

Geethasree N.Status: Offline

About Geethasree

Geethasree N.Status: Offline
Excel Data Analyst | Dashboards | MIS Reporting | Data Cleaning
Hyderabad, India - 7:21 pm local time
I help small businesses and founders turn messy Excel data into clean, reliable reports and dashboards that make day-to-day decisions easier.

I specialize in:

✅ Excel dashboards with KPIs, pivot tables & summaries
✅ MIS reports for founders, accountants & operations teams
✅ Data cleaning, validation & PDF-to-Excel conversion
✅ Data analysis and structured reporting
✅ AI data labeling & text annotation for ML projects
✅ English ↔ Telugu & Hindi translation and voiceover

I have completed projects across Excel, data, translation and AI annotation, with a strong focus on accuracy, consistency and clear deliverables.

Why clients can work comfortably with me:

• Detail-oriented and quality-focused
• Comfortable working with structured and repetitive data tasks
• Quick to learn new tools and workflows
• Clear communication and reliable delivery

IBM AI Fundamentals Certified | Accenture Data Analytics

If you have messy data, repetitive reporting, or an Excel workflow that needs to be cleaned up, feel free to message me.

Steps for completing your project

After purchasing the project, send requirements so Geethasree can start the project.

Delivery time starts when Geethasree receives requirements from you.

Geethasree works on your project following the steps below.

Revisions may occur after the delivery date.

Review requirements & taxonomy

I review the source text, your labeling taxonomy or category list, and any worked examples you provide. I confirm scope and flag ambiguous cases upfront to ensure accuracy from the start.

Annotate the data

I label the text following your exact guidelines — including citation hierarchy, author/year/source fields, and duplicate span detection where applicable — checking off progress as I go.

Review the work, release payment, and leave feedback to Geethasree.