Ann M.

Key Skills

Software

Other

Top Subject Matter

Real Estate domain (buyer/seller transactions, market analysis, contract terms, edge cases)

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Top Data Types

Text

Document

Top Task Types

Segmentation

Classification

Question Answering

Red Teaming

Evaluation/Rating

Fine-tuning

RLHF

Text Summarization

Text Generation

Object Detection

Cuboid

Polyline

Point/Key Point

Entity (NER) Classification

Polygon

Bounding Box

Data Collection

Prompt + Response Writing (SFT)

Computer Programming/Coding

Function Calling

Transcription

Freelancer Overview

Domain Expert Contributor (Real Estate) for Remote Project-Based AI Training. Brings 11+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Other. Education includes Bachelor's Degree, N/A. AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Domain Expert Contributor (Real Estate) for Remote Project-Based AI Training

OtherText

Contributed as a domain expert to support AI training for a real-estate question-answering/evaluation task using real client situations and transaction scenarios. Labeled responses by assessing their factual accuracy, practicality, and alignment with real-world real estate practice. Provided structured feedback grounded in professional experience to improve usefulness and realism of model outputs. • Formulated realistic real-estate-oriented questions based on observed buyer/seller situations and market dynamics • Identified typical misconceptions and border cases in property transactions for use in training/evaluation • Evaluated written responses for correctness, practicality, and concordance to domain practice • Delivered structured, expert feedback to enhance response realism and usefulness

Present

Education

Work History