Elliott Crane

V

Founder & AI Engineer, VetScribe (AI Scribe for Veterinarians)

VetScribe

Nov 2025 - Current (1 year)

• Shipped a production AI scribe end-to-end as solo dev: Next.js on Vercel, React Native / Expo on EAS, Supabase Postgres backend, 17 API routes. Real clinicians using it in exam rooms.
• Built a clinical transcription pipeline with Deepgram Nova-3 (30+ veterinary keyterm boosts) feeding Anthropic Claude Sonnet 4.6 for speaker diarization and structured SOAP JSON. Iterative refinement loop lets clinicians give natural-language feedback ("shorten the plan") and the model rewrites in place.
• Hardened for clinic-floor reality: signed-URL direct uploads to bypass Vercel timeouts, exponential backoff retry, IndexedDB crash recovery, multi-provider transcription fallback (Deepgram → Whisper), per-request token and cost telemetry writte

Senior Data Engineer

Ride Health

Aug 2021 - Mar 2026 (4 years 8 months)

Senior Data Engineer at a healthcare transportation company processing 40,000+ claims monthly across multiple insurance TPAs (TriZetto, WPS) for $8M+ in revenue cycle volume.
• Built and maintained the healthcare claims data infrastructure for MyChoiceWI, Lakeland, iCare, and ArchCare across BigQuery, including authorization matching, eligibility validation, and cost reconciliation; identified and resolved $300K+ in billing discrepancies and $114K+ in unbilled claims
• Architected a multi-tenant operational reporting platform (TRIP) serving 280+ transportation providers with nightly BigQuery refreshes, role-based access controls, and zero cross-tenant data exposure across 5 years of operation
• Cut $235K/year in cloud infrast

Data Scientist - Game Recommender

Nintendo

Mar 2020 - Jul 2021 (1 year 5 months)

• Design A/B testing experiments to improve game recommendation quality for tens of millions of Nintendo Switch users
• Generating potentially $100M/month with python, pandas, and spark collaborative filtering ALS
• Helped enable $300M in revenue with optimized python code that accelerated launch date
• Assisted in generating an additional $50M/month using A/B testing to write better recommender
• Prevented $150M/month loss by evaluating sales of method of recommending most popular games

D

Data Scientist / Data Engineer

Sep 2018 - Jan 2020 (1 year 5 months)

• Increased Office 365 sessions by 1.25M/day through correlation analysis of user clickstream data
• Saved stakeholders 25 minutes/day through simplified PowerBI dashboard
• Created 64 segment user retention PowerBI dashboard using SQL scripts pulling Cosmos data
• Inferred licensing data for 95% of 155M Office 365 customers through analysis and aggregation
• Saved $20K by quickly implementing anomaly detection model

Data Scientist (Freelance Contract)

MasterClass

Aug 2018 - Sep 2018 (2 months)

Data Science Student

Galvanize

Jan 2018 - Dec 2018 (1 year)

• Using data pulled from Yelp API and web scraped, presented machine learning classification model to predict if a Yelp business was likely to close and found factors correlated with businesses closing
• Utilized ALS on spark and random forest classification to create Netflix movie recommendation system for users with past movie reviews, in addition to those with only demographic information
• Identified fraud on ticket site through machine learning on 92 features (60+ self-created)

User Content Research Analyst

Indeed

Jan 2017 - Dec 2017 (1 year)

• Used SQL, Google Sheets, and Automator to automate contact parsing, emailing, and scheduling, which saved our team 22 hours of work each week
• Used SQL and Google Sheets on terabytes of data to analyze the frequency of keywords in job postings, and by interviewing subject-matter experts, which resulted in an improved quality of candidates matched to job postings
• Researched 6 job categories using data analysis, running 30 one-hour research interviews and publishing 12 surveys
• Wrote questionnaires for publishing at one.indeed.com which were sent to 25,000 users, with +22,000/month expected

Campaign Data Analyst - Contract

Amazon

Jan 2016 - Dec 2016 (1 year)

• Created excel tool used to improve understanding of budget changes, reducing errors and mismatches
• Developed improved QA checklist that provided new key metrics for weekly management meetings
• Produced targeting reader that filled gap in targeting understanding and provided knowledge to team
• Work closely with Program Manager to vet potential campaign discrepancies & issues on a daily basis
• Monitor task request queue to determine tasks are appropriately created, triaged and acted upon within appropriate timetables

S

Founder and CEO

SocialRipe

Jan 2016 - Dec 2016 (1 year)

• Developing Amazon product through collaboration with designers, manufacturers, and copywriters
• Consulted and created Facebook advertising plans for clients: (linked below)

Koru@LinkedIn 1 Month Career Bootcamp

Koru Predictive Hiring for Fit

Sep 2014 - Oct 2014 (2 months)

Note: This 3.5 week program ran from mid September to mid October.
• Engaged in design thinking in a 4 person team and conducted primary research
• Presented insights and recommendations to LinkedIn executives
• Engaged in customer discovery through 22 in-person conversations and 46 surveys resulting in 4 major insights
• Worked through product development for LinkedIn based on the 4 insights and created 4 concrete solutions
• Grew abilities in Excel, SQL, and Salesforce

Koru is a selective, immersive training program that gives gives college students and recent graduates the skills, experience, and connections to fast track their careers in great companies. In the three week program, my team and I comple

Social Advertising Consultant – Mobile Gaming

Ampush A Tinuiti Company

Jan 2014 - Dec 2016 (3 years)

• Increased the mobile user monetary value by 50% from strategic CRM model testing
• Doubled spend through developing and testing different types of Facebook video ads
• Managed a $1M game launch campaign reaching top 10 app store in 18 different countries
• Saved team 50 hours per week through excel macro improvements and outsourcing tasks

I

International Student Marketing Intern

Immigrant Investor Center

May 2013 - Sep 2013 (5 months)

• Developed an adaptable marketing plan to push product into any of all 3,195 U.S. higher educational institutions
• Researched and analyzed 100 higher education newspapers to identify those with most cost effective advertising
• Analyzed the 100 U.S. higher educational institutions with highest foreign student populations to discover the 10 most potentially profitable markets

B

Research Intern

Bandito Brothers

Jan 2013 - Feb 2013 (2 months)

• Researched and provided reports on industries and companies to evaluate the feasibility of new company ventures
• Read, edited, and reviewed new scripts

A

Online Media Manager

Attractologycom

May 2012 - Aug 2012 (4 months)

• Researched and discovered articles, quotes, and other material relevant to Attractology.com or in other words, anything pertaining to "The study and practice of becoming your most confident and attractive self."

C

Co-Creator and Business Developer

Chill Chew

Apr 2012 - May 2013 (1 year 2 months)

• Co-created product, pitch, and video building strong writing, selling, and presentation skills
• Selected among top 4 amongst 42 teams to attend entrepreneurial boot camp mentored by successful entrepreneurs
for better understanding of market, entrepreneurship, and professionalism
• Achieved final round qualification in product presentation competition with 50+ students
• Researched and wrote complete business plan resulting in higher literacy of business and idea to market process
• Created 50 chewing gum pieces and sampled to potential customers for feedback

W

Working Paper Editor

Whitman College Economics Department

Oct 2011 - May 2012 (8 months)

• Revised 3 Economics-themes papers with 4-person team for successful publishing in academic journals

L

Head Lifeguard

Laurelhurst Beach Club

Jun 2008 - Aug 2013 (5 years 3 months)

• Upheld club safety policies resulting in zero serious safety incidences for 6 straight summers
• Communicated with 100s of daily patrons resulting in improved club image and stronger club-patron relationships

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Elliott Crane

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