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Ron Lai Yu Ten

Asset Management Analyst

Ron Lai Yu Ten
London, United Kingdom

Experience

Sep 2024 - Present
1 year 6 months
London, United Kingdom

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
Aug 2023 - Aug 2024
1 year 1 month
Kuala Lumpur, Malaysia

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
Aug 2022 - Jul 2023
1 year
Kuala Lumpur, Malaysia

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
Oct 2021 - Jul 2022
10 months
Kuala Lumpur, Malaysia

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
Jan 2020 - Sep 2021
1 year 9 months
Kuala Lumpur, Malaysia

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).

Professional Services
Banking and Finance

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).

Finance
Audit
Accounting
Investments and M&A
Information Technology
Quality Assurance

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

English
Native
Malay
Intermediate
Chinese
Intermediate

Education

Sep 2025 - Sep 2029

Bayes Business School

PhD in Finance: NLP-Enhanced Risk Prediction · Finance · London, United Kingdom

Sep 2024 - Aug 2025

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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Frequently asked questions

Do you have questions? Here you can find further information.

Where is Ron based?

Ron is based in London, United Kingdom.

What languages does Ron speak?

Ron speaks the following languages: English (Native), Malay (Intermediate), Chinese (Intermediate).

How many years of experience does Ron have?

Ron has at least 6 years of experience. During this time, Ron has worked in at least 5 different roles and for 3 different companies. The average length of individual experience is 1 year and 3 months. Note that Ron may not have shared all experience and actually has more experience.

What roles would Ron be best suited for?

Based on recent experience, Ron would be well-suited for roles such as: Asset Management Analyst, Assistant Manager – Transactions & Financial Due Diligence, Senior Consultant – Transactions & Financial Due Diligence.

What is Ron's latest experience?

Ron's most recent position is Asset Management Analyst at Emerging Market Equities-Focused Firm.

What companies has Ron worked for in recent years?

In recent years, Ron has worked for Emerging Market Equities-Focused Firm, Grant Thornton Consulting, and Grant Thornton Malaysia.

Which industries is Ron most experienced in?

Ron is most experienced in industries like Professional Services and Banking and Finance.

Which business areas is Ron most experienced in?

Ron is most experienced in business areas like Finance, Audit, and Accounting. Ron also has some experience in Investments, M&A & Venture Capital, Information Technology (IT), and Quality Assurance (QA).

Which industries has Ron worked in recently?

Ron has recently worked in industries like Professional Services and Banking and Finance.

Which business areas has Ron worked in recently?

Ron has recently worked in business areas like Finance, Audit, and Accounting.

What is Ron's education?

Ron holds a Doctorate in Finance from Bayes Business School and a Master in International Accounting and Finance from Bayes Business School.

Does Ron have any certificates?

Ron has 2 certificates. These include: ICAEW Chartered Accountant (ACA) and CFAB Certificate.

What is the availability of Ron?

Ron is immediately available full-time for suitable projects.

What is the rate of Ron?

Ron's rate depends on the specific project requirements. Please use the Meet button on the profile to schedule a meeting and discuss the details.

How to hire Ron?

To hire Ron, click the Meet button on the profile to request a meeting and discuss your project needs.

Average rates for similar positions

Rates are based on recent contracts and do not include FRATCH margin.

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Market avg: 780-940 €
The rates shown represent the typical market range for freelancers in this position based on recent contracts on our platform.
Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.