01
Data Annotation
Text classification, sentiment labeling, categorization, and structured annotation.
Data Annotation & AI Data Quality — Freelancer
Freelance Data Annotation, Data Quality, Research, Data Entry, and AI Evaluation support with strong attention to detail and multilingual capability.
| ID | Text | Label | Review |
|---|---|---|---|
| 01 | Order confirmed, delivery on time. | Positive | Pass |
| 02 | App crashed before saving my work. | Negative | Pass |
| 03 | Thanks for the quick reply. | Positive | Pass |
| 04 | It was okay, nothing special. | Neutral | Flag |
Self-directed demonstration · not client work
01 — Services
Services are available as focused tasks or as part of a repeatable remote workflow, depending on your project requirements.
01
Text classification, sentiment labeling, categorization, and structured annotation.
02
Reviewing, validating, and identifying inconsistencies in AI training and evaluation data.
03
Checking AI-generated responses for relevance, accuracy, completeness, and instruction-following.
04
Accurate entry, spreadsheet organization, duplicate checking, formatting, and validation.
05
Finding, collecting, organizing, and presenting information from reliable online sources.
06
Administrative support, information organization, document preparation, and repetitive digital tasks.
07
Translation, localization, proofreading, text review, and language-focused data tasks.
02 — Portfolio
Every project below is a self-directed portfolio demonstration using original fictional examples. They show how information can be structured, reviewed, and prepared for delivery — not paid client work.
01 / Annotation workflow
| ID | Text | Label | Review |
|---|---|---|---|
| A1 | Helpful and clear. | Positive | Pass |
| A2 | Confusing, had to re-read. | Negative | Flag |
| A3 | On time. | Neutral | Pass |
| A4 | Not sure, maybe it broke. | Ambiguous | Review |
Text classification · sentiment labeling · annotation consistency · ambiguity detection · quality-control review
02 / Spreadsheet workflow
Before
| John D | 12/01/24 |
| john d | 12.01.24 |
| — | 01.12.24 |
After
| John D. | 2024-01-12 |
| Duplicate | 2024-01-12 |
| Missing | 2024-01-12 |
Structured records · duplicate detection · standardized formatting · missing-value identification · validation
03 / Research workflow
| Source | Topic | Key information | Status |
|---|---|---|---|
| Sample A | Crop rotation | Cycle length varies by region | Organized |
| Sample B | Drip irrigation | Water use depends on setup | Check |
| Sample C | Soil moisture | Measure before scheduling | Organized |
Fictional/sample research subjects organized into a structured, reviewable table.
04 / Evaluation workflow
| Prompt | Relevance | Accuracy | Completeness | Assessment |
|---|---|---|---|---|
| Explain pH | High | High | Full | Keep |
| List five cities | High | Low | Partial | Revise |
| Summarize steps | High | High | Full | Keep |
Original fictional examples reviewed for relevance, accuracy, completeness, instruction-following, and overall quality.
05 / Language workflow
English
Please review the data before you submit it.
Telugu
మీరు సమర్పించే ముందు డేటాను సమీక్షించండి.
Meaning preservation · natural language · grammar · context awareness. This is an original sample, not client work.
03 — Workflow
01
Understand project instructions, guidelines, and expected output.
02
Collect, classify, organize, or evaluate the required information.
03
Check accuracy, consistency, formatting, and completeness.
04
Review the completed work and identify errors or ambiguous cases.
05
Provide clean, structured, client-ready output according to requirements.
04 — Skills
Tools and categories are listed broadly; no tool-specific certifications or professional claims are implied.
05 — Why work with me
Detail-oriented
Careful with instructions and guidelines
Strong focus on accuracy
Organized data handling
Clear communication
Multilingual capability
Comfortable with repetitive quality-focused tasks
Reliable remote workflow
Willing to learn new platforms and project-specific guidelines
About
Data Annotation & AI Data Quality Freelancer based in Hyderabad, Telangana, India. Focused on accurate, well-organized, quality-checked support for remote projects.
Languages
Education
B.Sc. Agriculture
Bi.P.C background
06 — Contact
I’m available for remote freelance projects involving data annotation, data quality, research, data entry, AI evaluation, language tasks, and virtual assistance.
abhignadoli94@gmail.com
Hyderabad, Telangana, India