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L
Longinuos O.

Longinuos O.

Open Train AI Capabilities — Finance & Tax data annotation, NER/classification, and RLHF/SFT evaluation (current contrib

Kenya flagNairobi, Kenya

Key Skills

Software

Don't disclose
Other
AppenAppen
ClickworkerClickworker
Anno-MageAnno-Mage
AWS SageMakerAWS SageMaker
Data Annotation TechData Annotation Tech
HiveMindHiveMind
Google Cloud Vertex AIGoogle Cloud Vertex AI
LabelImgLabelImg
Micro1
MercorMercor
MindriftMindrift
Mighty AIMighty AI
OneFormaOneForma
OpenCV AI Kit (OAK)OpenCV AI Kit (OAK)
PlaymentPlayment
Scale AIScale AI
SamaSama
RemotasksRemotasks
Snorkel AISnorkel AI
SuperAnnotateSuperAnnotate
SuperviselySupervisely
TolokaToloka
TelusTelus
Trilldata Technologies
Internal/Proprietary Tooling

Top Subject Matter

Kenyan/East African finance
Procurement Domain Expertise
and tax documentation (KRA iTax/eTIMS, VAT/PAYE/WHT).

Top Data Types

DocumentDocument
ImageImage
TextText

Top Task Types

RLHFRLHF
Text SummarizationText Summarization
TranscriptionTranscription
Evaluation/RatingEvaluation/Rating
Computer Programming/CodingComputer Programming/Coding
Data CollectionData Collection
Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)
Object DetectionObject Detection
Bounding BoxBounding Box
SegmentationSegmentation
Text GenerationText Generation
Question AnsweringQuestion Answering
Point/Key PointPoint/Key Point
Entity (NER) ClassificationEntity (NER) Classification
ClassificationClassification
PolygonPolygon
PolylinePolyline
CuboidCuboid
Fine-tuningFine-tuning
Red TeamingRed Teaming
Function CallingFunction Calling

Freelancer Overview

Open Train AI Capabilities — Finance & Tax data annotation, NER/classification, and RLHF/SFT evaluation (current contrib. Brings 19+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Don't disclose and Other. Education includes Bachelor of Commerce, KCA University and Certified Public Accountant, KASNEB. AI-training focus includes data types such as Document and labeling workflows including Entity (NER), Translation, and Localization.

Labeling Experience

Open Train AI Capabilities — Finance & Tax data annotation, NER/classification, and RLHF/SFT evaluation (current contributor).

Don't discloseDocumentDocument

Handled large-scale labeling and quality evaluation of East African financial and tax documents to support downstream AI tasks like entity tagging. Applied expertise to identify inconsistencies across accounting records (e.g., invoice vs LPO vs GRN) and flag anomalies in amounts, dates, and tax codes. Contributed domain-specific guidance for RLHF/SFT/red teaming-style evaluation of AI outputs in finance and compliance contexts.• Labeled/validated entities such as vendor names, account numbers, amounts, and dates in business/tax text.• Classified document types relevant to finance workflows (e.g., invoice, receipt, contract) using accounting conventions.• Evaluated prompt/response accuracy and compliance for AI financial advice, including hallucination detection.• Supported multilingual annotation considerations for English (native) and Swahili (fluent) business documents.

2020 - Present

Accounts & Finance Officer — Finance/tax document work relevant to multilingual business-document annotation.

OtherDocumentDocument

Performed preparation and handling of financial, payroll, and statutory filing documentation across transport and SME sectors to support multilingual business-document annotation use cases. Used domain knowledge to ensure the meaning and required fields in Kenyan compliance documents were preserved during English↔Swahili interpretation tasks. Built cross-domain terminology and document-structure familiarity that transfers directly to transcription/translation and evaluation pipelines for AI training data.• Covered payroll, statutory deductions, and statutory filings for SMEs (field-level understanding for annotation).• Managed finance documentation across transport/retail/trading contexts, enabling consistent labeling across domains.• Prepared documents for compliance workflows, supporting structured annotation of tax-related text fields.• Enabled multilingual annotation support for business documents in English and Swahili.

2008 - 2014

Education

K

KASNEB

Certified Public Accountant, Accounting

Certified Public Accountant
Not specified
K

KCA University

Bachelor of Commerce, Finance

Bachelor of Commerce
Not specified

Work History

C

Card Group East Africa Limited

Finance & Procurement Manager

Nairobi
2020 - Present
E

East African Foundry Works

Senior Accountant / Accounts Payable Lead

Nairobi
2014 - 2019