Justice N.

Key Skills

Software

Other

iMerit

Mindrift

Mercor

Top Subject Matter

Software/game output validation and feedback annotation

Attendance-record data organization and validation

Structured dataset preparation and statistical validation

Top Data Types

Text

Image

Video

Top Task Types

Data Collection

Classification

Question Answering

Text Generation

Text Summarization

Evaluation/Rating

Freelancer Overview

Freelance Writer & Software Tester (AI-style output review/feedback) — Fiverr (MadeByJustice). Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes National Diploma, Federal Polytechnic of Oil and Gas, Bonny (2024). AI-training focus includes data types such as Text, Computer Code, and Programming and labeling workflows including Evaluation, Rating, and Data Collection.

Labeling Experience

Freelance Writer & Software Tester (Fiverr: MadeByJustice) — Remote (2024–Present)

OtherText

Freelance software and game output reviews for accuracy, quality, and expected behavior, analogous to validating AI-generated outputs. Provided structured written feedback with clear issue categorization to support iterative improvement. Ensured careful checking against expected results and communicated findings professionally to clients. • Reviewed outputs for correctness, quality, and guideline adherence • Produced categorized feedback reports for clients • Managed multiple concurrent remote tasks while maintaining high accuracy • Communicated in written English with international clients

2024 - Present

SPSS Data Analysis Practicals (COM 216 Coursework) — 2024

OtherTextClassification

Completed SPSS coursework using real tabular datasets by entering, cleaning, and interpreting structured data for analysis. Performed descriptive statistics and multiple statistical tests to extract meaning from datasets. Applied regression and dummy coding to transform and model dataset features relevant to downstream machine learning tasks. • Entered and cleaned structured real datasets in SPSS • Ran descriptive statistics, t-tests, ANOVA, and regression analyses • Applied dummy coding for feature preparation • Interpreted tabular results to support structured data understanding

2024 - 2024

Final Year Project: QR Code Student Attendance System — Fed Poly Bonny (2024)

OtherData Collection

Built and managed a structured MySQL student attendance system with emphasis on validating and retrieving record data. Performed real-time input processing and validation to ensure accuracy and consistency of stored attendance entries. Produced structured technical documentation describing system analysis, methodology, and data flow. • Designed MySQL database schema for attendance record validation • Validated and processed input data to reduce inconsistencies • Ensured accurate retrieval and consistent record maintenance • Created detailed documentation and structured data-flow diagrams

2024 - 2024

Education

Work History