Stella Mach
Board of Assessors at Town of Weymouth- Claim this Profile
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Bio
Experience
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Town of Weymouth
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Civil Engineering
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100 - 200 Employee
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Board of Assessors
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Oct 2023 - Present
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Meketa Investment Group
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United States
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Investment Management
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100 - 200 Employee
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Quantitative Research Analyst Team Lead
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Jan 2022 - Present
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Senior Quantitative Research Analyst
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Jan 2021 - Dec 2021
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VML
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United States
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Advertising Services
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700 & Above Employee
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Senior Data Scientist
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Aug 2019 - Nov 2020
- Contract: Develop analysis and insights for the U.S. Census Bureau to help increase all U.S. residents' response to the 2020 Census. - Serve as the Lead Data Scientist on the Integrated Communications Campaign - present analytical findings and recommendations to senior leaders and clients, and serve as the technical expert on developed models and data sources. - Lead advanced analytics tasks - organize and manage the PostgreSQL database, create simulated data for dry run crisis scenarios, and parse semi-structured text from pdfs. - Measure the impact of operational and digital media shifts, clean, analyze and query media and response data, and streamline monitoring reports and visualizations. - Develop and manage the Order 18 data team - manage a team of 8 analysts and data scientists, structure the team's files and code organization, organize project timelines and deliverables, and train team members to use R, SQL, and Git. Show less
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Public Company Accounting Oversight Board (PCAOB)
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United States
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Financial Services
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700 & Above Employee
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Data Scientist
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Oct 2017 - Aug 2019
- Led and managed two large modeling projects from start to production: 1) develop indicators to measure audit firm performance in the market, 2) develop a machine learning model for publicly-traded companies. - Developed code and automated processes to pull, clean, and analyze large financial, market and audit data. Resolved data issues (outliers, unreliable data, systemic missing data), and imputed at-random missings using Bayesian methods. - Developed, tested, and evaluated the performance of machine learning and econometric models (Random Forest, Probit, Lasso, Heckman model, etc.) using kfold cross-validation, evaluation metrics, variable importance, variance inflation, etc. - Conducted data cleaning, regression modeling, textual analysis, and simulations for audit regulation analysis and research publications in top accounting journals. - Managed project scopes, timelines, technical documentation, and deliverables. - Supported and coached new staff Economists, and work with others to manage the internship program. - Received a Spot Award and two Individual/Small Team Awards for exemplary performance in econometric risk modeling. Show less
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Summit Consulting, LLC
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United States
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Business Consulting and Services
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100 - 200 Employee
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Senior Analyst
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Nov 2015 - Jul 2017
- Contract: Develop segmentation strategies for the U.S. Department of Treasury, Debt Management Services to help increase federal delinquent debt collection - Edited, debugged, and simplified production code to clean 50+ GB of messy debt, debtor, and payments data. - Developed debt segments for referrals across various federal agencies using stratified sampling and regression trees. Tested segment stability using gini impurity and hypothesis testing. - Developed and tested models to predict payment probability and estimated collection amount using logistic regression, linear regression, evaluation metrics, and forward stepwise selection. - Assisted in the development of ARIMA forecasting models of monthly debt referrals and collections. - Developed and led trainings on SAS, Stata, segmentation, and Classification and Regression Trees for Treasury economists. - Served as a Subject Matter Expert in segmentation: developed recommendations, managed ad-hoc analyses, and presented analytical findings and methodological explanations to various stakeholders. - Led daily project management tasks: tracked the contract budget, created deliverable timelines, allocated tasks and hours among junior staff, resolved all project-related issues, and drafted reports and presentations. - Received the Best Team Award and Ask Not Awards for excellent client management and project implementation. Show less
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Institute for International Economic Policy
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Bonn, Germany
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Research Assistant
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Nov 2013 - Jul 2015
- Assisted economic researchers and professors in the collection, preparation and analysis of macroeconomic data. - Verified model derivations, descriptive statistics and figures, and performed literature research in macroeconomics and macrofinancial topics. - Reviewed and edited doctoral theses on business cycles and natural resource economics. - Assisted economic researchers and professors in the collection, preparation and analysis of macroeconomic data. - Verified model derivations, descriptive statistics and figures, and performed literature research in macroeconomics and macrofinancial topics. - Reviewed and edited doctoral theses on business cycles and natural resource economics.
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Novastar Prep
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Washington D.C. Metro Area
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Tutor
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Jun 2013 - Sep 2013
- Taught A1 level German to middle school students part-time - Developed lesson plans, vocabulary sheets and grammar charts for each tutoring session to improve students’ grammar, vocabulary, reading and listening comprehension - Assigned and checked weekly homework according to the difficulty and mastering of topics - Taught A1 level German to middle school students part-time - Developed lesson plans, vocabulary sheets and grammar charts for each tutoring session to improve students’ grammar, vocabulary, reading and listening comprehension - Assigned and checked weekly homework according to the difficulty and mastering of topics
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International Trade Administration
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United States
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International Trade and Development
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400 - 500 Employee
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Education, Heathcare, and Professional Services Intern
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Jun 2013 - Aug 2013
- Compiled economic data and studies to encourage further liberalization in professional services trade and increase foreign direct investment into the U.S. - Solely conducted a research project on the analysis of free trade agreements between all 24 Trade in Services Agreement (TISA) members to prepare ITA for negotiations on services sectors with the European Union - Conducted online research and market research to boost exports from the U.S. professional services, healthcare and education industries Show less
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Global2030
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Germany
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Non-profit Organizations
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Statistics Intern
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Apr 2012 - Jul 2012
Project: Created a climate change and global-challenges report for the 2012 Rio+20 Conference to advocate early action and investment for sustainable energy sources - Collected, updated and analyzed data on global topics (HIV/AIDS, malaria, pneumonia, etc.) to help create a composite indicator ranking global challenges - Estimated missing economic losses and disability-affected life years data using economic and statistical methods to fill gaps in data figures - Synthesized data on the costs and benefits of early mitigation, adaptation and investment for the topic climate change to advocate support for early action Show less
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Ethics Metrics LLC
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Financial Services
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1 - 100 Employee
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Intern
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May 2011 - Aug 2011
Project: Researched compliancy of major financial institutions to U.S. federal banking standards and regulations to create risk-analysis reports for investors - Read financial loss reports from the 2007-2008 Financial Crisis to collect bank compliance ratings - Recorded past compliance ratings on capital adequacy, assets, management capability, earnings, liquidity and sensitivity to view variations in compliance over time - Led a team of six interns on a project to record the past capital levels and total asset losses of all failed U.S. banks since 2007 Show less
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Education
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Rheinische Friedrich-Wilhelms-Universität Bonn
Master of Science (M.Sc.), Economics -
Barcelona Graduate School of Economics
Summer School -
University of Virginia
Bachelor of Arts (B.A.), Economics, Foreign Affairs