Claire.

Portfolio · London

SiraphatLimprapaipong.

I'm Claire, an actuary and business analyst. I turn complex numbers into decisions people can act on, and I build my own products with AI.

For three years at KPMG Thailand I worked on actuarial engagements for insurers and large employers: IFRS 17 valuations, employee benefit valuations, asset-liability work and reserve reviews, across Thailand, Hong Kong and Myanmar. I was often the person between the model, the client's finance team and the auditors, making sure the numbers were right and that everyone understood them.

In 2025 I moved to London for an MSc in Business Analytics at Bayes Business School. With industry partner Alchemy Crew Ventures, my team tested whether AI adoption really pays off for insurers.

Outside class I run Careout Studio, where I lead AI tools like a project team to ship real products. I like work that needs both sides: careful modelling, and building what is missing.

See my projects Get in touch
3years in actuarial consulting at KPMG
5+insurers supported on IFRS 17
70%MSc Business Analytics, Bayes
4Society of Actuaries exams passed

Where I add value

IFRS 17IAS 19ReservingALMR · Python · SQLTableauBuilding with AI

Previous projects

My work spans actuarial science, business analysis, data analytics and AI, and my best projects combine all four. Open any project to see its impact and the roadmap behind it.

1

Master's degree

MSc Business Analytics

Bayes Business School, London
2025 – 2026 · 70%

Research project · with Alchemy Crew Ventures

Does AI adoption pay off for insurers?

We tested Accenture's claim that agentic AI drives strong performance, using real financial data from 30 European insurers.

30 insurers120 company-years2,400 AI scoresPanel OLS · Lasso · K-means
+0.31 pphigher combined ratio next year per +0.1 AI adoption
13 / 13robustness tests point the same way
Advicefor the partner: judge AI by operational change

AI adoption, 2022 – 2025

Strategy moved faster than operations
Business model (X1)Operating model (X2)

Coursework I use at work

2

Work experience

KPMG Thailand · Actuarial Advisory

Senior Associate, Financial Services
2022 – 2025

3

Personal projects using AI

Careout Studio

My own products
2026 – now

Built by leading AI like a project team: I write the brief, set the data rules, make the design calls and review every release. More platforms are on the way.

How I work

Six habits. Each link opens the project where it happened.

Skills

Dots show my level: five is advanced, three is intermediate.

Tools

Actuarial and finance

  • IFRS 17GMM, VFA, PAA, CSM, risk adjustment
  • Employee benefitsEBO valuation, IAS 19 / TAS 19
  • ReservingChain ladder, Bornhuetter-Ferguson, IBNR
  • ALM and funds transfer pricing
  • Regulatory capital (RBC)

Analytics and delivery

  • Statistical modellingPanel OLS, Ridge, Lasso, K-means
  • Data validationReconciliation, model point testing
  • Requirements and gap analysis
  • Stakeholder and client leadership
  • Building products with AI

Background

Education and experience, newest first.

70%

Education

2025 – 2026

MSc Business Analytics

Bayes Business School, London

Research with Alchemy Crew Ventures · Online Student Ambassador

3 markets

Experience

2022 – 2025

Actuarial Advisory Senior Associate

KPMG Thailand, Financial Services Advisory

IFRS 17 · Employee benefits · ALM · Reserving · Thailand, Hong Kong, Myanmar

OIC research

Experience

2022

Actuarial Advisory Intern

KPMG Thailand

Catastrophe insurance research for Thailand's insurance regulator, and 3+ risk advisory projects

First-Class · 3.69

Education

2018 – 2022

BSc Actuarial Science

Chulalongkorn University, Bangkok

Coursework: forecasting COVID-19 patient mortality in Python

Society of Actuaries exams

Four passed, from university through to KPMG.

P2019
FM2022
SRM2024
FAM2025

Beyond work

Teaching, sharing and sport.

Financial literacy for students with disabilities (KPMG)
Zigma Camp and Chula Open House, promoting statistics
Online Student Ambassador, Bayes MSc
Competitive multi-sport athlete

Let's talk

Looking for an analyst who can build as well as model?

Connect on LinkedIn Email me

Email

Siraphat43735@hotmail.com

Based in

London, United Kingdom

CV

Full CV available on request