Ron Lai Yu Ten
Asset Management Analyst
Experience
Asset Management Analyst
Emerging Market Equities-Focused Firm
- Built end-to-end NLP pipeline processing 10,000+ earnings transcripts using spaCy and transformers to extract sentiment, risk indicators, and management tone shifts for emerging market equity investment decisions
- Evaluate model-generated predictions against realized market outcomes, systematically identifying reasoning errors and validating output accuracy across 500+ investment cases—directly applicable to LLM evaluation and quality assurance
- Fine-tuned FinBERT models for financial sentiment classification achieving 0.85 F1 score; apply transfer learning techniques to domain-specific text classification tasks
Assistant Manager – Transactions & Financial Due Diligence
Grant Thornton Consulting
- Led buy-side Quality of Earnings (QoE) analyses for M&A transactions up to £5.2M, normalizing EBITDA by identifying and adjusting for 200+ non-recurring items, aggressive revenue recognition practices, and one-time expenses; built comprehensive adjusted P&L models bridging management accounts to IFRS financial statements
- Conducted detailed Net Working Capital (NWC) analyses including peg calculations, cash conversion cycle modeling, and seasonality adjustments; identified £800K+ in trapped working capital and developed target NWC mechanisms for purchase price adjustments
- Managed virtual data room (VDR) reviews processing 5,000+ documents; performed transaction-level data analysis on datasets with 50,000+ rows using Power Query and VBA automation to aggregate and normalize financial data from disparate sources
- Supported forensic accounting investigation of alleged £17.2M misappropriation over 19 years, applying statistical pattern recognition and anomaly detection algorithms to identify suspicious transaction patterns and control weaknesses
- Delivered client presentations to private equity funds and C-suite executives, translating complex financial analysis into actionable investment insights and deal negotiation points
- Mentored and quality-assured work of 8 junior consultants, establishing systematic review frameworks that reduced error rates by 35% and improved deliverable quality
Senior Consultant – Transactions & Financial Due Diligence
Grant Thornton Consulting
- Originated £200K engagement through client development; executed comprehensive buy-side financial due diligence for £9.8M private equity investment, analyzing 3 years of financial data across 12 business units including revenue quality assessment, customer concentration analysis, and gross margin bridge creation
- Conducted bi-monthly independent business review (IBR) for bank-mandated monitoring engagement, building automated Excel dashboards with VBA macros processing 5,000+ monthly data points to track KPIs, cash flow covenant compliance, and early warning indicators
- Built regression models testing 200+ variables to identify key value drivers; validated management assumptions through bottom-up market analysis and benchmarking against comparable companies
Consultant – Transactions & Financial Due Diligence
Grant Thornton Consulting
- Led buy-side financial due diligence for £9.8M acquisition of Bursa Malaysia-listed subsidiary, building multi-scenario DCF models with terminal value calculations across 15 revenue streams; identified £1.2M in EBITDA normalization adjustments
- Conducted comprehensive revenue and cost analytics, creating detailed waterfalls to explain historical performance drivers and stress-test management projections; performed customer contract analysis and churn modeling
Audit Associate
Grant Thornton Malaysia
- Managed 4-year IPO audit for construction services group preparing for Bursa Malaysia listing, executing statistical sampling and substantive testing on 2,000+ transactions with 99% accuracy validation
- Performed analytical procedures identifying anomalies and trends in financial data; developed audit testing strategies based on risk assessment and materiality calculations
Industries Experience
See where this freelancer has spent most of their professional time. Longer bars indicate deeper hands-on experience, while shorter ones reflect targeted or project-based work.
Experienced in Professional Services (4.5 years) and Banking and Finance (1.5 years).
Business Areas Experience
The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.
Experienced in Finance (3 years), Audit (2.5 years), Accounting (2 years), Investments and M&A (1.5 years), Information Technology (1.5 years), and Quality Assurance (1.5 years).
Summary
PhD in Finance candidate (Bayes Business School) specializing in NLP-enhanced financial risk prediction, supervised by Journal of Finance and Journal of Accounting & Economics-published faculty. Former Assistant Manager at Grant Thornton with 5+ years executing buy-side/sell-side M&A transactions (£50M+ aggregate value). ICAEW Chartered Accountant. Core expertise: LLM evaluation, financial modeling, forensic accounting, and systematic quality assurance.
Skills
Ai/ml Evaluation:
- Llm Evaluation & Grading
- Fine-tuning Transformers (Bert, Finbert)
- Nlp Pipeline Development (Spacy, Transformers)
- Model Output Validation
- Ground Truth Testing
- Reasoning Quality Assessment
Programming & Data:
- Python (Pandas, Scikit-learn, Transformers, Spacy, Statsmodels)
- R
- Sql
- Git
- Advanced Excel (Power Query Etl, Vba Automation)
- Large Dataset Processing (100k+ Rows)
Finance & Accounting:
- Quality Of Earnings Analysis
- Ebitda Normalization
- Financial Modeling (Dcf, Lbo)
- Net Working Capital Analysis
- Forensic Accounting
- Ifrs/us Gaap
Statistical Analysis:
- Regression Modeling (200+ Variables)
- Monte Carlo Simulation (10,000+ Iterations)
- Anomaly Detection
- Hypothesis Testing
- Scenario Modeling
- A/b Testing
Languages
Education
Bayes Business School
PhD in Finance: NLP-Enhanced Risk Prediction · Finance · London, United Kingdom
Bayes Business School
MSc International Accounting and Finance · International Accounting and Finance · London, United Kingdom · Distinction
Certifications & licenses
ICAEW Chartered Accountant (ACA)
ICAEW
CFAB Certificate
Profile
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