Dori Wilson
Senior Product Data Scientist at Pave- Claim this Profile
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Bio
Experience
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Pave
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United States
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Software Development
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100 - 200 Employee
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Senior Product Data Scientist
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Aug 2023 - Present
San Francisco, California, United States
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Mux
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United States
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Software Development
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1 - 100 Employee
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Product Analytics Lead
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Jan 2023 - Jun 2023
San Francisco, California, United States As the first product analytics hire, I wore many hats at Mux (data scientist, data engineer, product manager, business analyst). I worked cross-functionally across Product, Engineering, BizOps, Sales, and Marketing teams to develop insights and implement new product strategies. • Saved $500k+ annually by proactively identifying negative margin deals and building internal margin calculator using Python and SQL in Hex • Identified key product behaviors and core features for different… Show more As the first product analytics hire, I wore many hats at Mux (data scientist, data engineer, product manager, business analyst). I worked cross-functionally across Product, Engineering, BizOps, Sales, and Marketing teams to develop insights and implement new product strategies. • Saved $500k+ annually by proactively identifying negative margin deals and building internal margin calculator using Python and SQL in Hex • Identified key product behaviors and core features for different market segments to increase the Sales team's customer retention rates • Collaborated with Product leadership and individual product managers on how to use data insights to improve overall and individual product roadmaps • Discovered that each new feature adopted increases user retention likelihood 10%. Successfully advocated for making 3 features adopted a Product Goal
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Senior Product Analyst
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Nov 2021 - Dec 2022
San Francisco, California, United States My first year at Mux focused on building the foundations for product analytics work and following up with stakeholders to see necessary changes made. This included sourcing data, building pipelines, improving product documentation, building dashboards, and helping PMs use data to guide decisions. • Setting new pricing tiers, impacting ~30% of company revenue, by forecasting anticipated increased burn-rate vs. expected new customer sign-ups • Designing and building product usage tables… Show more My first year at Mux focused on building the foundations for product analytics work and following up with stakeholders to see necessary changes made. This included sourcing data, building pipelines, improving product documentation, building dashboards, and helping PMs use data to guide decisions. • Setting new pricing tiers, impacting ~30% of company revenue, by forecasting anticipated increased burn-rate vs. expected new customer sign-ups • Designing and building product usage tables from raw data in DBT and Snowflake • Ingesting data into Looker and building the first monitoring dashboards for products • Uncovering worsening product usage trends after analyzing data. Partnered with Go-to-Market and Product teams on understanding and reversing these trends • Leading regular Looker trainings for Product, Engineering, Sales, and Design teams how to do their own exploratory data analyses and create dashboards in Looker
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CircleCI
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United States
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Software Development
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300 - 400 Employee
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Data Analyst
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Aug 2020 - Nov 2021
San Francisco, California, United States My work has three areas of impact. I support Growth Org product teams, develop an experimentation framework & tools for the data science team, and investigate & operationalize larger Growth Org strategic projects. Growth Org Product Team: * Design and conduct A/B tests * Exploratory data analysis to decide new areas of impact Experiment Development * Bring company up to industry best practices * Created a standardized analysis plan for experiments * Introduce new… Show more My work has three areas of impact. I support Growth Org product teams, develop an experimentation framework & tools for the data science team, and investigate & operationalize larger Growth Org strategic projects. Growth Org Product Team: * Design and conduct A/B tests * Exploratory data analysis to decide new areas of impact Experiment Development * Bring company up to industry best practices * Created a standardized analysis plan for experiments * Introduce new tools for analysis like bootstrapping, bayesian A/B testing methods Growth Org Strategic Projects * Defining what is a "quality" user/organization based on who will drive growth funnel metrics and revenue * Working with marketing, sales, finance teams to operationalize and coordinate shifting practices to account for findings Show less
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Uber
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United States
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Internet Marketplace Platforms
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700 & Above Employee
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Data Scientist
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Jun 2019 - Aug 2020
San Francisco, California I create, monitor and deliver findings on experiments related to various safety products. My current projects are On-Trip Audio Recording, Women Rider Preference, and various Covid-19 Related Products. What I do day-to-day is: * Develop and implement experiment plans to evaluate the effectiveness of globally-launched safety products * Use analytic methods such as A/B testing, Pre/Post, Synthetic Control, and other difference-in-difference models to understand product impact *… Show more I create, monitor and deliver findings on experiments related to various safety products. My current projects are On-Trip Audio Recording, Women Rider Preference, and various Covid-19 Related Products. What I do day-to-day is: * Develop and implement experiment plans to evaluate the effectiveness of globally-launched safety products * Use analytic methods such as A/B testing, Pre/Post, Synthetic Control, and other difference-in-difference models to understand product impact * Summarize experiment and product usage results to tell a story about the product launch * Coordinate with various stakeholders including engineers, product managers, local operations, policy, and legal teams relevant to safety product experiments * Create and maintain data pipelines * Use SQL on a daily basis to pull and analyze data (Hive and Presto) * Work in Tableau to create Dashboards for internal use * Use R and some Python for data analysis and modeling Show less
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Federal Reserve Bank of San Francisco
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United States
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Financial Services
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700 & Above Employee
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Research Associate
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Jan 2018 - Jun 2019
San Francisco Bay Area I conduct statistical and quantitative analyses using R for economic research projects and monetary policy tasks. My work resulted in published articles on the SF Federal Reserve website and highlighted in the Wall Street Journal and Washington Post articles. Succinctly my position was to: * Work with staff economists to develop new and continue established projects * Work with Excel for data analysis and output * Use R to output figures and quantitative results for use in… Show more I conduct statistical and quantitative analyses using R for economic research projects and monetary policy tasks. My work resulted in published articles on the SF Federal Reserve website and highlighted in the Wall Street Journal and Washington Post articles. Succinctly my position was to: * Work with staff economists to develop new and continue established projects * Work with Excel for data analysis and output * Use R to output figures and quantitative results for use in monetary policy tasks and research projects * Use Python to analyze and access restricted data SF Published Articles: "How Much Do We Spend on Imports?" https://bit.ly/2Mb4YHL "Inflationary Effects of Trade Disputes with China" https://bit.ly/2ViYQk5 Media Features: Wall Street Journal: https://on.wsj.com/2IzDmOx Washington Post: https://wapo.st/2SnojXM Show less
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UC Santa Barbara
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Higher Education
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700 & Above Employee
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Grader and Tutor
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Aug 2016 - Sep 2017
Santa Barbara, California Area * Work as a grader for an undergraduate game theory course * Tutor individuals in game theory and other undergraduate level economic coursework
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Paralegal
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May 2016 - Aug 2016
Charlotte, North Carolina Area * Standard administrative duties. * Prepared legal documents * Updated the filing system to an electronic database
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The University of the South
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United States
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Higher Education
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400 - 500 Employee
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Writing Center Tutor
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Aug 2013 - May 2016
* Selected to be a writing tutor in Sewanee's writing center. * Edited and proof-read papers of all academic disciplines.
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Research Fellow (Biehl Fellowship)
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May 2015 - Jul 2015
Prague, The Capital, Czech Republic I applied for the Biehl Fellowship, which required me to create my own original research idea, a proposal, and budget. I was awarded the fellowship and funded in full. My project took place in the Czech Republic. I had to make my own contacts and find a translator. I traveled through the countryside to both major cities and rural towns interviewing people from mayors, historians, teachers, to people off the street. I compiled my findings into a twenty-page research paper and gave a ten-minute… Show more I applied for the Biehl Fellowship, which required me to create my own original research idea, a proposal, and budget. I was awarded the fellowship and funded in full. My project took place in the Czech Republic. I had to make my own contacts and find a translator. I traveled through the countryside to both major cities and rural towns interviewing people from mayors, historians, teachers, to people off the street. I compiled my findings into a twenty-page research paper and gave a ten-minute presentation back at Sewanee. My project is about the effects of restitution on local communities. Specifically, I focused on the restituted properties of the Order of Saint Augustine, an order of the Catholic Church. The democratic government in the 1990s returned seven properties the communist government had seized in the 1950s.
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Wildwater Ltd
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United States
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Travel Arrangements
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1 - 100 Employee
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Whitewater Rafting Guide
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May 2014 - Aug 2014
Nantahala River, NC * Lead rafting trips down the Nantahala River * Fostered teamwork between guests on the raft
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The University of the South
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United States
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Higher Education
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400 - 500 Employee
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Research Assistant
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May 2014 - Aug 2014
* Assisted Professors Katherine Theyson and Aaron Elrod on their working paper "The Effect of the Clean Water Act on U.S. Outbound Foreign Direct Investment." * Culled through several government and independent websites looking for missing data. * Searched for relevant papers and articles.
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Mathematics Tutor
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Aug 2013 - May 2014
Tutored university students in mathematical concepts
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Research Assistant
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May 2013 - May 2014
sewanee, tn I, along with Dr. Marc-St-Pierre, conducted research into the Canadian-US Price Gap. We are attempting to answer why there has been a growing price gap between the US and Canada despite an appreciating Canadian dollar. I searched through multiple data sites, and communicated with businesses and public organizations to gather raw data. Once we had the data, we conducted linear regression models using computer modeling software, Stata, to conclude that there is a price gap that is unexplainable… Show more I, along with Dr. Marc-St-Pierre, conducted research into the Canadian-US Price Gap. We are attempting to answer why there has been a growing price gap between the US and Canada despite an appreciating Canadian dollar. I searched through multiple data sites, and communicated with businesses and public organizations to gather raw data. Once we had the data, we conducted linear regression models using computer modeling software, Stata, to conclude that there is a price gap that is unexplainable by some modern economics theories. I am continuing my research this fall semester as an independent study course to determine exactly how and why this price gap continues to exist. Show less
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Leroy Springs & Company, Inc.
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Recreational Facilities
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1 - 100 Employee
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Camp Counselor
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Jul 2013 - Jul 2013
Anne Springs Close Greenway I was a day camp counselor at the Adventure Camp on the Anne Springs Close Greenway. My duties are co-supervising and entertaining a group of 8-12 children that range in age from seven to fourteen years-old. The activities we do are mostly outdoors based as the camp's idea is to keep kids active and outside
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Leroy Springs & Company, Inc.
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Recreational Facilities
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1 - 100 Employee
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Camp Counselor
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Jun 2012 - Jul 2012
Anne Springs Close Greenway I was a day camp counselor at the Adventure Camp on the Anne Springs Close Greenway. My duties are co-supervising and entertaining a group of 8-12 children that range in age from seven to fourteen years-old. The activities we do are mostly outdoors based as the camp's idea is to keep kids active and outside.
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Education
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University of California, Santa Barbara
Masters, Economics -
The University of the South
Bachelor of Arts (B.A.), Economics