Clara (Shu-lin) L.

Senior Manager - Transactions & Valuation (AI Capabilities Lead)

Avatar placeholder
London, United Kingdom

Experience

Jan 2024 - Present
2 years
London, United Kingdom

Senior Manager - Transactions & Valuation (AI Capabilities Lead)

Grant Thornton Consulting

  • Lead development of AI-assisted financial analysis capabilities for firm-wide deployment: architected LLM-powered document review system processing annual reports, bank covenants, credit agreements, and M&A documentation; built evaluation framework measuring accuracy, completeness, and risk flag consistency across 100+ validation documents
  • Built production RAG pipeline (Python + LangChain + FAISS) over 500+ earnings calls and SEC filings with custom prompt templates and systematic evaluation harness; implemented answer quality metrics (relevance scoring, factual grounding checks, hallucination detection); achieved 25% improvement in answer quality versus baseline (measured via expert human ratings, n=200 queries, Cohen's kappa=0.78)
  • Designed and executed systematic evaluation protocols for AI-generated financial models: created test dataset of 50+ DCF scenarios with validated ground truth outcomes, developed evaluation rubrics assessing technical accuracy and IFRS compliance, identified systematic failure modes (18% error rate in WACC calculations, 23% in revenue projections), provided structured feedback for model improvement
  • Developed prompt engineering methodology and template library (30+ templates) for financial analysis tasks including covenant compliance checking, financial statement analysis, and risk assessment; reduced human review time by 45% while maintaining 95%+ accuracy (validated across 100+ documents)
  • Early adopter and tester for Claude Excel: systematically evaluated financial modeling capabilities, documented edge cases and failure modes, contributed evaluation datasets and test scenarios, collaborated with product team on capability improvements and quality assurance protocols
  • Managed cross-functional teams of 5-10 consultants; designed quality assurance frameworks and evaluation rubrics that reduced error rates by 30% and revision cycles by 20%; implemented systematic peer review and feedback protocols
  • Led high-value valuation engagements leveraging finance expertise: $270M REIT (IFRS 13 fair value), $180M palm oil company (expert witness, shareholder dispute), $250M manufacturing fairness opinion (comprehensive DCF and comps analysis)
Jul 2022 - Dec 2023
1 year 6 months
London, United Kingdom

Manager - Transactions & Valuation

Grant Thornton Consulting

  • Executed buy-side financial due diligence for $150M+ transactions; led Quality of Earnings analyses, purchase price allocations (IFRS 3), and financial modeling with scenario analysis; identified $1.2M+ in working capital optimization opportunities
  • Directed market research and competitive analysis combining financial, operational, and qualitative data; delivered board-ready investment memos for multinational clients and listed companies
Jan 2021 - Jun 2022
1 year 6 months
London, United Kingdom

Senior Consultant - Transactions & Valuation

Grant Thornton Consulting

  • Led valuation assignments totaling $300M+ enterprise value using DCF, trading multiples, and sum-of-the-parts methodologies (IAS 36, IFRS 13)
  • Supported forensic investigations applying statistical pattern recognition and anomaly detection
Jan 2018 - Dec 2020
3 years
London, United Kingdom

Consultant / Associate Consultant - Transactions & Valuation

Grant Thornton Consulting

  • Conducted financial modeling for M&A transactions
  • Performed IFRS conversion projects for pre-IPO readiness
  • Built Excel automation tools (VBA) for data processing and analysis

Summary

Finance professional (7 years corporate finance, audit) transitioning to AI evaluation and LLM quality assurance. Currently leading AI capabilities development for Grant Thornton's financial modeling practice, building systematic evaluation frameworks for model-generated valuations, due diligence outputs, and IFRS interpretations. Early adopter and tester for Claude Excel. Deep finance domain expertise across $1bn+ in M&A transactions, valuations, and expert witness assignments enables rigorous evaluation of AI outputs in financial contexts. Proven track record designing quality assurance protocols, managing cross-functional teams, and translating complex analyses into actionable insights. Incoming PhD candidate (2026) researching sustainable finance and carbon markets.

Skills

Ai/ml Evaluation & Quality Assurance:

  • Llm Evaluation Framework Design
  • Rag Pipeline Development (Langchain, Faiss, Chroma)
  • Prompt Engineering & Templating
  • Model Output Validation & Ground Truth Testing
  • Reasoning Quality Assessment
  • Evaluation Metrics Design (Accuracy, Relevance, Hallucination Detection)
  • Inter-rater Reliability Analysis
  • A/b Testing Methodologies
  • Openai/claude Apis
  • Embeddings & Vector Stores
  • Guardrails Implementation

Programming & Data Analysis:

  • Python (Pandas, Numpy, Transformers, Scikit-learn, Spacy)
  • Sql
  • Power Bi
  • Advanced Excel (Vba, Power Query Etl)
  • Jupyter
  • Git
  • Statistical Analysis
  • Large Dataset Processing (50,000+ Rows)
  • Data Quality Assessment

Finance Domain Expertise:

  • Valuation (Dcf, Trading/transaction Comps, Sotp, Wacc)
  • Financial Modeling (3-statement, Lbo, Project Finance, Scenario/sensitivity)
  • Quality Of Earnings Analysis
  • Ebitda Normalization
  • Due Diligence (Buy-side/sell-side)
  • Ifrs/us Gaap/malaysian Cpa Standards
  • Expert Witness & Forensic Analysis
  • M&a Transaction Execution

Tools & Platforms:

  • Bloomberg
  • Refinitiv (Thomson Reuters)
  • Virtual Data Rooms
  • Claude Excel
  • Monte Carlo Simulation
  • Statistical Software

Languages

English
Native
Chinese
Advanced
Malay
Intermediate

Education

Jan 2026 - Present

Bayes Business School, London

PhD, Sustainable Finance & Carbon Markets · Finance · London, United Kingdom

Sep 2022 - Sep 2023

Alliance Manchester Business School

MBA (Distinction) · Manchester, United Kingdom

Certifications & licenses

ICAEW Sustainability Certificate

ICVS

ACA

Need a freelancer? Find your match in seconds.
Try FRATCH GPT
More actions

Similar Freelancers

Discover other experts with similar qualifications and experience

Sean L.
Sean L.

MBA Intern

View Profile
Yang F.
Yang F.

Credit Risk Analyst

View Profile
Amedeo C.
Amedeo C.

Interim CEO

View Profile
Julia L.
Julia L.

AI Consultant

View Profile
You F.
You F.

Senior Consultant, Sustainability Equity Finance

View Profile
Ronald F.
Ronald F.

IT Consultant & Continuing Education

View Profile
Jonathan S.
Jonathan S.

AI Consultant

View Profile
Jürgen V.
Jürgen V.

Senior AI Data & Business Consultant

View Profile
Edris K.
Edris K.

Co-Founder, Business Strategy & Development

View Profile
Stefan O.
Stefan O.

AI Consultant & Advisor

View Profile
FRATCH F.
FRATCH F.

Data Scientist

View Profile
Sascha S.
Sascha S.

Lecturer for Generative AI, Freelance Part-Time Associate

View Profile
Philipp G.
Philipp G.

Data Scientist & Data Engineer

View Profile
Daniel S.
Daniel S.

Business and IT Consulting

View Profile
Keying F.
Keying F.

Freelance Fullstack Developer

View Profile
Pascal R.
Pascal R.

Principal Consultant | Head of Finance & Operations

View Profile
Michael T.
Michael T.

Advisor

View Profile
David D.
David D.

Policy Specialist & Analyst

View Profile
Tezcan D.
Tezcan D.

Solution Architect / Project Manager

View Profile
Hernani C.
Hernani C.

AI CTO & Co-Founder

View Profile
Kazim R.
Kazim R.

Principal Security Architect - Contract Hands on

View Profile
Stephan B.
Stephan B.

Freelance Data Scientist

View Profile
Marcel M.
Marcel M.

Cloud-Architect, Senior Solution Architect, Senior Software-Engineer

View Profile
Andreas G.
Andreas G.

Senior Strategy Advisor Workstream Enablement

View Profile
Harald B.
Harald B.

Lecturer AI Manager in Insurance

View Profile
Aravind S.
Aravind S.

AI – Data Specialist

View Profile
William B.
William B.

Managing Director & Executive Fractional Advisor

View Profile
Christian W.
Christian W.

Interim Business Analyst / Product Owner

View Profile
Andreas N.
Andreas N.

Project Manager

View Profile
Enrique C.
Enrique C.

AI – Automation Senior Analyst/ Developer

View Profile