Howard K.

Key Skills

Software

Don't disclose

Top Subject Matter

Technical device logs and mobile software error streams (GSM/MDM/FRP)

Financial systems data (market anomalies, currency variables, ledger matrices)

Technical media assets and user-facing technical prose

Top Data Types

Text

Document

Top Task Types

Classification

Entity (NER) Classification

Mapping

Freelancer Overview

Data Structuring & Technical Support Specialist (Freelance / Technical Operations). Brings 3+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Don't disclose. Education includes Bachelor of Science, Jomo Kenyatta University of Agriculture and Technology (JKUAT) (2026). AI-training focus includes data types such as Text and labeling workflows including Classification, Entity (NER) Classification, and Evaluation.

Labeling Experience

Device Runtime Exception Annotation Pipeline (Technical Project)

Don't discloseTextMapping

Developed a query parsing logic taxonomy to map unstructured mobile hardware runtime error logs into discrete labeled severity levels. Designed rule-based categorization logic to support diagnostic workflows from raw error text. Structured output labels to improve downstream interpretability of runtime exceptions. • Built a parsing taxonomy for converting unstructured error logs into severity labels. • Mapped runtime exceptions to discrete categories for diagnostic systems. • Produced labeled outputs suitable for automated analysis pipelines. • Focused on consistent classification for diagnostic clarity.

2026 - Present

Text Content Evaluator & Media Administrator (TechClicked & GSM Arena Assets)

Don't discloseText

Evaluated and refined user-facing technical prose by enforcing typographical and structural design rules across multi-channel content trees. Labeled content for correctness and corrected syntax or formatting issues in technical data logs to improve clarity and readability. Ensured consistency of document structure based on specified sizing, scaling, and font rule pairings. • Enforced compliance with typographical and structural design systems across content outputs. • Evaluated technical prose, labeling errors and refinements for improved readability. • Corrected syntax errors and standardized formatting in technical data logs. • Maintained structural consistency for optimal presentation and downstream use.

2025 - Present

Financial Data Annotation & Quantitative Analyst (Remote Contract)

Don't discloseTextEntity (NER) Classification

Labeled and categorized historical market anomalies and currency dataset variables to build quantitative strategy pools. Reviewed and annotated financial ledger matrices and complex accounting cycles to ensure baseline dataset integrity. Parsed multi-source historical financial documents into structured formats suitable for model consumption. • Labeled market anomalies and currency variables for dataset construction. • Parsed and annotated ledger matrices and accounting cycles to detect discrepancies. • Transformed complex financial engineering variables into structured model-ready inputs. • Verified data integrity through careful review for hidden mathematical issues.

2025 - Present

Data Structuring & Technical Support Specialist (Freelance / Technical Operations)

Don't discloseTextClassification

Performed large-scale classification and structured tagging of mobile software error streams across GSM, MDM, and FRP protocol domains. Built systematic taxonomy mappings and query categorization trees to convert unstructured logs and UI/platform text into consistent metadata. Audited ground-truth consistency to reduce indexing conflicts and improve system searchability. • Classified and tagged high-volumes of technical error events into an indexed repository. • Designed structural text flows aligned to predefined linguistic taxonomies for chat automation. • Reviewed and validated UI metadata and platform text assets for consistency. • Ensured edge-case auditing through cross-checking against strict policies.

2024 - Present

Education

Work History