Santiago Armstrong

Forward Deployed AI Scientist at BCG X

Santiago, Santiago Metropolitan Region, Chile
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Summary

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Senior
🎓
Top School
Santiago Armstrong is a Forward Deployed AI Scientist with nine years of experience turning mathematical models into production systems that drive operational decisions at scale. Trained in computational and applied mathematics (MS, maximum distinction), he bridges Bayesian and deep learning modeling with pragmatic deployment—optimizing refineries, supermarkets, banking campaigns, and mining processes. At Cencosud he led price and demand systems that increased supermarket contribution and halved cloud costs, and at BCG X he embeds models into business workflows to ensure long-term value rather than one-off proofs of concept. He excels at the predict-then-optimize pattern and building private Python/Spark libraries and Databricks-driven pipelines that survive real-world constraints. Based in Chile, he combines rigorous academic foundations with hands-on experience aligning models to regulatory, operational, and cost realities.
code9 years of coding experience
job7 years of employment as a software developer
bookHigh School Diploma, GPA 6.7 / 7, High School Diploma, GPA 6.7 / 7 at Colegio San Benito
bookMaster of Science - MS, Computational and Applied Mathematics, Maximum Distinction, Master of Science - MS, Computational and Applied Mathematics, Maximum Distinction at Pontificia Universidad Católica de Chile
bookSummer School, Discrete Mathematics, Distinction, Summer School, Discrete Mathematics, Distinction at Universidad de Chile
bookExchange Program, Exchange Program at Worth School
languagesPortuguese, French, Spanish, English
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Github Skills (28)

python8
statistics8
r7
machine-learning7
data-analysis7
forecast7
google-sheets6
databricks6
pyspark6
dataframe6
apache-spark6
simplex6
data-science6
scikit-learn5
forecasting5

Programming languages (2)

RustPython

Github contributions (5)

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stgoa/cpi-latam

Nov 2023 - Jan 2025

cpi-latam is a Python library designed to simplify the retrieval of Consumer Price Index (CPI) values from the central banks of countries in Latin America
Contributions:1 release, 2 reviews, 6 PRs in 1 year 2 months
stgoa/recursiveseriation

Jun 2021 - Oct 2023

Python implementation of the "Recursive Seriation" algorithm for reordering strict circular Robisonian matrices
Contributions:1 release, 1 review, 24 PRs in 2 years 4 months
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Santiago Armstrong - Forward Deployed AI Scientist at BCG X