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VP of Data Architecture
AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
Sam is a Data Scientist and MBA with 10+ years of experience in statistical analysis, software engineering, and machine learning. Sam is passionate about developing production-grade machine learning models that make the world run smoother.
Indiana University South Bend
Master of Business Administration (MBA), Finance, General
January 1, 2008 – January 1, 2010
Lebanese University Faculty of Engineering II - Roumieh
MEE, Electrical & Electronics Engineering - Computer & Communications Specialization
January 1, 2000 – January 1, 2006
Preston Ventures
VP of Data Architecture
April 1, 2025 – Present
Aliso Viejo, California, United States
Preston Ventures
Head Architect and Principal Machine Learning Engineer
December 1, 2022 – May 1, 2025
Aliso Viejo, California, United States
Preston Ventures
Principal Data Scientist
March 1, 2022 – December 1, 2022
Aliso Viejo, California, United States
Preston Ventures
Senior Data Scientist
February 1, 2020 – March 1, 2022
Aliso Viejo, California, United States
Crisp
Data Scientist
February 1, 2019 – February 1, 2020
Los Angeles · Remote
Crowe
Lead Data Scientist
July 1, 2016 – December 1, 2018
UIC Liautaud Graduate School of Business
Adjunct Faculty
May 1, 2016 – June 1, 2018
Greater Chicago Area
Crowe
Senior Software Engineer (Machine Learning)
August 1, 2013 – June 1, 2016
Crowe
Software Engineer
October 1, 2012 – July 1, 2013
Press Ganey Associates
Quality & Efficiency Specialist
June 1, 2012 – October 1, 2012
South Bend, Indiana Area
Press Ganey Associates
Research Assistant
May 1, 2011 – May 1, 2012
South Bend, Indiana Area
Indiana University South Bend
Associate Lecturer - Department of Mathematics
July 1, 2009 – May 1, 2013
South Bend, Indiana Area
ELDACO sarl
Project Manager
November 1, 2007 – July 1, 2008
Beirut, Lebanon
ELDACO sarl
Project Engineer
July 1, 2006 – October 1, 2007
Beirut, Lebanon
NLP with Python for Machine Learning Essential Training
June 24, 2026 – Present
MCPS: Microsoft Certified Professional
Microsoft
June 24, 2026 – Present
MCSA: SQL Server 2012
Microsoft
June 24, 2026 – Present
AI for Medical Prognosis
DeepLearning.AI
June 24, 2026 – Present
Neural Networks and Deep Learning
DeepLearning.AI
June 24, 2026 – Present
Cultural Fit Analysis
The candidate has a diverse background spanning electrical engineering, finance (MBA), and extensive data science/machine learning roles across various industries (healthcare, food supply chain, financial services). Their progression through multiple roles at Preston Ventures and prior experience at Crowe and Crisp indicates adaptability and a capacity for long-term engagement. The target role of 'Data Analyst' appears to be a significant step down from their recent 'VP of Data Architecture' and 'Head Architect' roles, which might indicate a mismatch in ambition or a strategic career shift not fully explained by the resume. This could pose a cultural fit challenge if the role does not offer sufficient scope for their senior-level expertise.
Soft Skills & Operational Fit
The candidate's extensive experience in leadership roles (VP of Data Architecture, Head Architect, Lead Data Scientist, Project Manager) suggests strong leadership, project management, and potentially team collaboration skills. Their adjunct faculty roles indicate strong communication and mentoring abilities. However, without specific psychometric test results, a definitive assessment of work attitude, stress handling, and team collaboration is not possible.