CFA | CS | MUAS | Aalto | Full Stack Dev. by Day | Wannabe Machine learning Engineer at Night
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GQI Alpha solutions Ltd.
Backend Engineer
June 24, 2026 – Present
kesko-sql-analysis
May 16, 2026 – Present
Kesko financial analysis - 10 SQL business queries
View Projectearnings-call-nlp
March 18, 2026 – Present
Description: NLP pipeline for earnings call sentiment analysis — Kesko & Tokmanni
View ProjectTokmanni-Group-Oyj-Leveraged-Buyout-LBO-Model
March 18, 2026 – Present
A full PE take-private analysis for Tokmanni Group Oyj (TOKMAN.HE)
View ProjectKesko-Corporation-Credit-Analysis-Debt-Capacity-Model
March 18, 2026 – Present
A comprehensive leveraged finance credit analysis for Kesko Corporation (KESKOB.HE)
View ProjectKesko-Corporation-Financial-Modeling-Equity-Research-Portfolio
March 16, 2026 – Present
A complete investment banking and equity research toolkit for Kesko Corporation (OMX Helsinki: KESKOB), Finland's largest retail conglomerate.
View ProjectKesko-Corporation-Precedent-Transaction-Analysis
March 15, 2026 – Present
A comprehensive precedent transaction comparables model for Kesko Corporation (KESKOB.HE)
View ProjectKesko-Corporation-Comparable-Company-Analysis-Trading-Comps-
March 15, 2026 – Present
A comprehensive trading comparables model for Kesko Corporation (KESKOB.HE)
View ProjectKesko-Corporation-Acquisition-of-Tokmanni-Group-Oyj
March 15, 2026 – Present
A comprehensive merger analysis model for Kesko Corporation's (KESKOB.HE)
View Project-LBO-Leveraged-Buyout-Model-for-KESKO-CORPORATION
February 17, 2026 – Present
KESKO CORPORATION: Leveraged Buyout Analysis
View ProjectSide-Projects-2018
December 30, 2017 – July 29, 2020
Basically this is going to be a project based on IoT, using devices
View ProjectCultural Fit Analysis
The candidate's personal projects are almost exclusively focused on financial modeling, equity research, and investment banking analysis for specific companies (Kesko, Tokmanni). While this demonstrates a deep interest in a particular domain, it shows limited diversity in project types or technologies typically associated with a broad Backend Engineer role. This narrow focus might indicate a specific interest that may not align with a general backend engineering culture without further evidence of broader technical interests.
Soft Skills & Operational Fit
Insufficient data to assess soft skills and operational fit. The candidate's projects are heavily focused on financial modeling and analysis, which may indicate strong analytical skills, but direct evidence of collaboration, problem-solving, or communication in a team setting is missing.