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Pre-call brief

AK (Addo-Kwabena) - Primary User

Data Consultant @ Self Employed
Data & Quantitative Research | ex-Man Group | Incoming MBA | AI & Software
London, England, United Kingdom
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Incoming MBA candidate. Fascinated by the mathematics of how AI models learn. Looking for roles where communication skills are an asset. Background in Physics, honed my technical skills in various roles at the world's largest listed hedge fund, Man Group. I cu … Show more

Incoming MBA candidate. Fascinated by the mathematics of how AI models learn. Looking for roles where communication skills are an asset. Background in Physics, honed my technical skills in various roles at the world's largest listed hedge fund, Man Group. I currently build software solutions for startups and SMEs.

Career
Self Employed currently works at Man Group PLC — Hedge Fund worked at
Education
Exeter School King's College London
LinkedIn skills
Client Relations PostgreSQL Solution Architecture Feature Selection PySpark Apache Spark SQL
Shared with AK (85)
concept AI Scaling Laws (The Four Pillars) skill AI Tools (Daily Workflow) concept AI Tools for Small Business Operations concept AI Training Hierarchy (Pre, Mid, Post) job_posting Ai Deployment Strategist Intern @ Dsg person Amira Benavides person Animish Sivaramakrishnan person Antonia Singleton
Graph context
skill match AI Tools (Daily Workflow) skill match Technical Fluency — Web Applications skill match Venture Capital & Fund Administration skill match Product Analytics & User Behaviour Analysis skill gap SaaS Product Management skill gap Technical Specification Writing skill gap Product Roadmap Management skill gap User Research & Customer Discovery
Conversations (2)
doc Strategic Finance at AI Infrastructure Company Goal
doc Quant Hedge Fund Python/SQL Background
Notes
AK's skill profile vs AI PM requirement
Has it Partial MBA closes Self-acquire
Technical
Python
✓
SQL & Data Pipelines
✓
AI Tools (daily)
✓
Data Engineering
✓
Technical Fluency (web)
✓
Finance & Strategy (AK's edge)
Financial Modelling
✓
Strategic Finance
✓
Executive Communication
✓
Financial Forecasting
✓
PM Execution (gaps)
SaaS PM
MBA Internship
Tech Spec Writing
Self-practice
Product Roadmap Mgmt
MBA
User Research
MBA
Cross-functional Lead.
MBA
Go-to-Market
MBA
AI Depth (partial)
AI Training Hierarchy
Self-study
RLVR
Self-study
Inference-time Scaling
Self-study
Compare with AK Side-by-side profile + career paths ›
AK Addo
Data Consultant
Self Employed
London, England, United Kingdom
BSc Physics, King's College London, 2017–2020, Upper Second Class. Afro-Caribbean Society, Maxwell Society.
Data & Quantitative Research | ex-Man Group | Incoming MBA | AI & Software
Path
Self Employed currently works at
Man Group PLC — Hedge Fund worked at
Exeter School attended
King's College London attended
AK (Addo-Kwabena) - Primary User
Data Consultant
Self Employed
London, England, United Kingdom
Data & Quantitative Research | ex-Man Group | Incoming MBA | AI & Software
Path
Self Employed currently works at
Man Group PLC — Hedge Fund worked at
Exeter School education
King's College London education
Nodes in common
AI Scaling Laws (The Four Pillars) AI Tools (Daily Workflow) AI Tools for Small Business Operations AI Training Hierarchy (Pre, Mid, Post) Ai Deployment Strategist Intern @ Dsg Amira Benavides Animish Sivaramakrishnan Antonia Singleton Ashar Waseem Bayes Business School Booker T. Farrior IV Brian Rutherford Briana Thrift Brooke Carter Buy-side Alt-data Background as Differentiator Career edge of flexibility: take what you have, switch when better offers arrive Clarice - AK's Partner Columbia Business School Cross-functional Team Leadership Data Engineering Skills Dave Wybrow Deployment Strategist @ Deducta Desirée Harding Emily Brierley Executive Communication Exeter School Financial Forecasting Financial Modelling GMAT Retake Timing and Target Score Go-to-Market Strategy Imperial College Business School Jeanee Lew Joana Carrasqueira King's College London Kofo Adebiyi Laura Rachevsky Liam Kilby Liz (Columbia) MBA as Geography & Industry Access Lever Man Group PLC — Hedge Fund Martin Magrath Mba Intern Strat Finance @ Databricks New York Relocation Timing Nic Bryant Nic Edwards PM @ Decile Group Piotr Wiercinski Product Analytics & User Behaviour Analysis Product Management Intern @ Snowflake Product Roadmap Management Python RPM as Main MBA Entry Route to PM Radu Lazar Rahul Shankar Reinforcement Learning with Verifiable Rewards (RLVR) Rohan “Yannick” Jones SQL & Data Pipelines SaaS Product Management Search-fund + PE rollup as path from analyst to operator-investor Self Employed Senior Product Manager Ai @ Bentley Senior Product Manager Technical @ Databricks Sriya P. Stephen Sodzi Strat Fin Manager @ Scale Stratable engagement (2026) Strategic Finance Strategic Finance Manager, GTM @ DDN Strategic Finance vs Technical PM Career Path Technical Fluency — Web Applications Technical Specification Writing Technical Upskilling Without SWE Background The Cockpit Theatre engagement (2024-) The Wharton School Translator Between Finance and Tech UK MBA vs US MBA UK MBAs Suboptimal for US Goals University of Cambridge (Judge Business School) University of Oxford (Saïd Business School) User Research & Customer Discovery Venture Capital & Fund Administration Vincent Marsland Voice memo debrief — AK (Addo-Kwabena) - Primary User Workflow Automation & Legal Ops Xorsheed Zanjani