Summary
Overview
Work History
Education
Skills
Websites
KEY ACHIEVEMENTS
Timeline
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David Todd Jones

Lawrenceville,USA

Summary

Innovative Data Scientist and Architect with a proven track record of exploring "what if" scenarios to create widely-accepted, high-impact solutions. Expert in process automation, building scalable machine learning architectures, deploying advanced analytics platforms, and transforming traditional business processes through data-driven innovation. Exceptional ability to identify patterns and visualize insights overlooked by others, quickly pinpointing system inefficiencies and rapidly designing and implementing improved processes and systems.
Demonstrated capability to bridge technical complexity with business strategy, securing executive buy-in for groundbreaking projects through clear communication of visualized solutions. Specializes in architecting end-to-end data solutions leveraging Python, NLP, LLMs, predictive analytics, and process automation tools. Successfully established DiversiTech's first data science function through strategic pilot projects, consistently delivering measurable ROI by employing innovative architectural designs, exploratory data analysis, and rapid process optimization.

Overview

6
6
years of professional experience

Work History

Data Scientist & Architect

DiversiTech
05.2023 - Current
  • Opportunity Generation Platform – White Space Analysis (Pilot Project - Successfully Funded)
  • Pioneered innovative white space analysis tool using K-means clustering to identify cross-selling opportunities, demonstrating the power of "what if" data exploration to drive revenue growth.
  • Architected scalable data pipelines integrating customer segmentation by account types, purchasing patterns, and regional dynamics with FP Growth market basket analysis.
  • Enabled targeted cross-selling by identifying customers purchasing 9/10 items in common baskets, directly impacting share of wallet and bundle strategy implementation.
  • Successfully pitched project to board of directors, securing funding and establishing DiversiTech's first-ever Data Science & Architecture function.
  • Advanced Market Basket Analysis Architecture (FP Growth Implementation)
  • Engineered comprehensive FP Growth algorithm system processing rolling 12-week transaction windows with real-time updates across multiple business channels.
  • Designed multi-channel integration architecture supporting e-commerce "Also Bought With" features, sales rep recommendations, and promotional bundle creation.
  • Built high-performance backend infrastructure optimized for large-scale transaction processing while maintaining sub-second recommendation response times.
  • Delivered measurable revenue impact through automated upselling identification and dynamic product bundling based on parent type segmentation.
  • Customer Service Intelligence Platform – Email Parsing & LLM Integration
  • Architected intelligent NLP system processing communications from 22 CSRs nationally, transforming reactive service into proactive business intelligence tool.
  • Reduced quality defect detection from 2-3 months to same-day through real-time clustering and trend detection algorithms.
  • Enabled rapid manufacturing interventions and competitive intelligence gathering by identifying patterns invisible at individual CSR level.
  • Pioneered large-scale text analysis for quality control, establishing new paradigm for customer service data utilization.
  • Key Innovation & Leadership
  • Consistently explore "what if" scenarios to identify high-impact opportunities, resulting in widely accepted projects across the organization.
  • Bridge technical architecture with business strategy, translating complex ML concepts into actionable revenue-generating initiatives.
  • Established culture of data-driven innovation, transforming traditional processes through advanced analytics and architectural design.

Independent AI Developer & Data Architect

Self-Employment
01.2022 - Current
  • Self-Building Dashboard Platform (LLM Integration) - Exclusive Rights to DiversiTech
  • Architected groundbreaking platform using Large Language Models to automatically generate custom dashboards from natural language prompts, eliminating traditional development cycles.
  • Built high-performance infrastructure (Ubuntu server, dual LS40 GPUs, 256GB RAM) with automated Docker orchestration achieving 30-60 second deployment times.
  • Developed sophisticated template-matching system with 10,000+ use cases, dynamically routing to optimal LLM based on complexity analysis.
  • Implemented zero-exposure security architecture with local data processing, automated library validation, and role-based authentication.
  • Revolutionized business intelligence by enabling executives to create complex dashboards instantly through conversational interface.
  • Home AI Assistant
  • Architected continuously-learning AI system with ambient listening, context retention, and responsive interaction capabilities.
  • Deployed advanced NLP and machine learning algorithms for enhanced conversational accuracy and intuitive user interactions.
  • Delivered seamless home integration with personalized feedback and adaptive support through real-time analytics.

Account Executive

Brown Logistics
09.2021 - 04.2023
  • Oversaw the management of 20 national accounts, ensuring seamless operations and client satisfaction.
  • Developed and implemented innovative tools to support the growth of accounts, including upload templates and sourcing tools for new customer onboarding.
  • Led the successful training of a team in Colombia, South America, on newly developed tools, enhancing team capabilities and productivity.
  • Spearheaded the transition to a new brokerage system, increasing daily load count from 80 to an average of 150, significantly improving operational efficiency.

Loan Officer

AmeriSave
09.2019 - 05.2021
  • Assisted clients in gathering necessary documentation for loan applications, such as tax returns, bank statements, and employment verifications.
  • Participated in ongoing professional development opportunities such as conferences or webinars related to mortgage lending industry.
  • Conducted regular reviews of existing client portfolios to identify opportunities for refinancing or other beneficial adjustments.
  • Led a team of 10 in overseeing the end-to-end loan processing cycle, ensuring seamless coordination, accuracy, and timely completion of all loan applications.

Education

Certification - Data Science

MIT
12.2024

Certification - Statistics

MIT
12-2025

Major - Management of Information Systems

Georgia Gwinnett College
05.2019

Minor - Database Systems

Georgia Gwinnett College
05.2019

Skills

  • Machine Learning & AI Architecture
  • Expert in designing and implementing ML architectures including clustering, predictive analytics, NLP, LLM integration, and recommendation engines Proven ability to explore "what if" scenarios and transform concepts into production-ready systems
  • Natural Language Processing (NLP)
  • Skilled in developing NLP models using Spacy LLM for text identification and cross-referencing from web-scraped data
  • Data Analysis & Reporting
  • Proficient in creating custom reporting systems and tools to analyze and present data, leveraging Excel, Python, SQL, PowerBI, and Tableau
  • Predictive Modeling
  • Experience in building predictive analytics models to forecast outcomes such as quote probability and sales opportunities
  • Process Automation
  • Strong ability to develop and automate reporting processes, improving efficiency and enabling data-driven decision-making
  • Executive Communication
  • Adept at presenting technical findings and insights to leadership teams, including board-level executives, to drive strategic decisions
  • Data Architecture & Innovation
  • Specialist in designing scalable data architectures and exploring unconventional "what if" scenarios Track record of creating first-of-their-kind solutions that become widely accepted organizational standards
  • Programming & Scripting:
  • Python SQL Shell scripting Docker VBA
  • Data Architecture:
  • Big Data processing Real-time analytics Microservices architecture API development
  • Infrastructure & Architecture:
  • High-performance computing Container orchestration Cloud & On-premise architectures Microservices design Tableau PowerBI
  • Python programming
  • Machine learning
  • SQL databases
  • Statistical analysis
  • Scikit-learn
  • Natural language processing
  • Neural networks
  • Big data analytics
  • Agile methodology
  • Database management
  • Data wrangling
  • Feature engineering
  • Data mining
  • Business forecasting
  • Anomaly detection
  • Reinforcement learning
  • Optimization techniques
  • Performance data synthesis
  • Business requirements gathering
  • Probability theory
  • Computational design
  • Enterprise resource planning software
  • Data exports
  • Data operations
  • [Software] expertise
  • Intelligence gathering
  • Agile framework
  • Large dataset manipulation
  • Data screening
  • BI tools expertise
  • Time series analysis
  • Regression library management
  • Deep learning
  • Problem-solving
  • Analytical thinking
  • Data science research methods
  • Multitasking Abilities
  • Large dataset management
  • Attention to detail
  • Data governance
  • Critical thinking
  • Decision-making
  • Excellent communication
  • Data programming
  • Data aggregation processes
  • Multitasking
  • Team building
  • Teamwork and collaboration
  • Interpersonal communication
  • Data acquisitions
  • Data repositories
  • Advanced data mining
  • Relationship building
  • Time management
  • Task prioritization
  • Reliability
  • Problem-solving abilities
  • Team collaboration
  • Effective communication
  • Professionalism
  • Goal setting
  • Agile methodologies
  • Pattern recognition
  • Data visualization
  • Decision trees
  • Data architecture
  • Machine learning algorithms
  • Problem-solving aptitude
  • Data analytics

KEY ACHIEVEMENTS

  • Founded DiversiTech's first-ever data science and data architecture department through successful "what if" exploration and pilot project demonstration.
  • Revolutionized business intelligence with first-of-its-kind LLM-powered dashboard platform, reducing development time from weeks to minutes.
  • Transformed customer service from reactive to proactive through innovative NLP architecture, achieving same-day defect detection.
  • Consistently deliver widely-accepted, high-impact projects by exploring unconventional data applications and architectural possibilities.

Timeline

Data Scientist & Architect

DiversiTech
05.2023 - Current

Independent AI Developer & Data Architect

Self-Employment
01.2022 - Current

Account Executive

Brown Logistics
09.2021 - 04.2023

Loan Officer

AmeriSave
09.2019 - 05.2021

Major - Management of Information Systems

Georgia Gwinnett College

Minor - Database Systems

Georgia Gwinnett College

Certification - Data Science

MIT

Certification - Statistics

MIT

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