I have been working in analytics for the past 6.5 years in areas not traditionally known for analytics; the opportunity for innovation attracted me to those teams. At the beginning of my career I was on an internal consulting team doing 3-6 month long engagements to determine the people strategy. Then I moved on to the legal advanced analytics and data science team to enhance my technical skills and work on a greater variety of datasets/platforms. More recently I decided to pursue a graduate degree in data science to accelerate and formalize my education. For the past eight months data science has consumed my life--meaning I balance working full time while also taking 2 advanced UC Berkeley courses. When I have spare time, you can find me cooking plant based meals, at the gym, or lost on some mountain.
Liberty Mutual, Boston MA. May
2011-Present
Sr. Analyst ♦ Legal Strategic Services,
Advanced Analytics
♦
Managed mid -sized modeling project to predict litigation emergence. Worked on the proposal to the senior management team, gathered the data, built first pass model, participated in a model peer review, and was responsible for the communication to the senior leadership team throughout the project.
♦
Developed content and delivered hands on
introductory training session to over 100 analysts, data scientists and
managers on using Python in the Liberty Mutual environment. Session more than
doubled typical training attendance, received positive assessment in follow up
survey and resulted in a corporate Bravo award.
♦
Built explanatory model for the value of
legal quality using ordered logistic regression and mining the unstructured
data from audit and legal billing notes. Project was lauded by chief legal
officer during quarterly town hall meeting and will be part of the foundation
for a Smart Referral artificial intelligence tool for selecting outside counsel
firms in 2017.
♦
Started the Liberty Mutual Python User
group, currently at 196 members, to facilitate skill growth as well create
community support for Python and build the business case for a scaled Python
environment in the future. Served as a group moderator answering questions and managing
online content.
♦
As a member of the Predictive Modeling Forum planning committee, managed event timeline deliverables and provided feedback on senior data scientist's presentations about social network analysis and quantile regression.
♦
Served as the project leader for Public
Affairs' analytical projects and interfaced with an outside vendor and the HR
systems team. Created budget variance analysis, forecasts and strategic
scenarios leveraging Political Action Committee (PAC) contribution data to help
reach target growth of 42% in the next calendar year.
♦
Directed workflow for a team of five
regarding Employee Opinion Survey results on Innovation. The team ran two focus
groups, partnered with management to identify solutions, and reported findings
back to the broader organization.
Business Analyst II ♦ Strategic Workforce
Planning (SWP)
♦
Managed complex analyses resulting in client recommendations for
high profile cross business unit projects. Final project included constructing
a compelling narrative based on data driven analysis for multiple levels of
management on a wide variety of topics: employee movement, attrition,
performance results, recruiting, geographic alignment, workforce experience,
competitor analysis, labor market assessment, skill analysis, population
projections, and employee opinion survey results.*
♦
Developed
project plan and process documentation for a complex project that used ETL
(extract, transform & load) software to create a data management system. The
project involved connecting to application programming interfaces (API's) with
Python and utilized a mix of Spoon transformations and SQL to import the data,
create alignment across sources, and scrub the datasets as needed.
♦
Wrote a
Python script that scraped and parsed data from Glassdoor and analyzed
resulting unstructured data in R using natural language processing techniques.
♦
Wrote
and utilized a technical interview guide to assess and select additional team
hires; guide was used by other departments and recognized with a Bravo award.
♦
Created
interview questions for senior leaders and synthesized results from numerous
interviews to generate key themes across the responses and aligned themes to
areas of analysis.
♦
Coordinated
and led conversations with internal clients and business partners to gather
data and background knowledge that facilitated hypothesis based analysis and
ultimately supported the implementation of strategic solutions.
Business Analyst I ♦ Strategic Workforce
Planning
♦
Designed
an Excel based tool that accesses company database of external workforce
related information and generates a different dashboard depending on users'
selections in series of macros. The tool made the team's work more scalable, was
more cost effective than any external alternatives, and offered presentation
flexibility while controlling the data.
♦
Merged
HR data with business data to develop a headcount model to forecast retirement
exposure, identify areas of premium risk and evaluate region alignment.
♦
Researched
software vendors to address the team's need and evaluated products through
trials; resulted in the purchase of external data regarding aggregate job board
posting information.
Associate Business Analyst ♦ Strategic
Workforce Planning
♦
Created
an interactive HR dashboard that allowed users to filter graphs on 22 different
metrics in a variety of areas including: talent review, compensation, current
position details, time in role, and demographics. The dashboard also featured
macros that restored the data to an unfiltered state and altered the data's
calculations.
♦
Created
a Microsoft Access Databases to house historical employee information on
performance ratings, Variable Incentive Pay (VIP) rates, and awards received.
Ran queries and reports on the data.
♦
Delivered
presentations on external demographic data and retirement trends.
♦ Served as a point of contact for internal
client requests and handled follow up questions.
Intern ♦ Strategic Workforce Planning
♦
Discovered
potential pressure points within talent management (with a special focus on
retirement, technological changes, and relocation possibilities) by
synthesizing information from both internal and external data sources to
produce a variety of charts for presentation. Identified trends early allowing
Liberty Mutual to plan for the future and reduce the company's risk exposure
regarding talent acquisition and retention.
♦
Identified
pertinent information in external sources such as the American Community
Survey, the Decennial Survey, the IRS website, and the Bureau of Labor
Statistics website. Cataloged and prioritized the relevant sources to
facilitate the creation of a comprehensive database.
♦
Offered
daily support to fellow interns and HR professionals in an effort to enhance
their Excel skill sets.
PricewaterhouseCoopers, Sydney AU. =
National Strategy and Business
Development Intern
♦
Extracted
data from the Human Capital Departure survey and generated an Excel spreadsheet
to simplify the analysis of employee responses by automatically calculating
KPIs. This report will be used by all Australian offices for the next several
years and help to identify areas of employee dissatisfaction.
♦
Ran ad
hoc reports for PwC partners and displayed the information with the most
appropriate visual representation.
♦
Contributed
to the analysis of client profitability by putting together a report for each
of the twenty operating units. Each report stratified that operating unit's
clients based on 2011 profitability criteria.
UC Berkeley
Masters of Information and Data Science (Expected 2018)
Cumulative GPA 3.93
Boston University School of
Management
Bachelor of Science in Business Administration: Accounting
Concentration
Cumulative GPA 3.50
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Relevant Coursework
¨ Machine Learning ♦ Experiments and Causality ♦ Statistics for Data Science ♦ Research Design and Application for Data Analysis
Skills:
Python ♦ R ♦ SQL/HIVE ♦ SAS ♦
Microsoft Word, PowerPoint,
Access, & Excel ♦ VBA ♦ GIT ♦ Spoon/Kettle (ETL)
Significant
Recognition
In 2014, I received the Chairman's Award; the highest honor Liberty
Mutual bestows upon employees. Each year 15 individuals out of 50,000 receive
the award for making outstanding and unique contributions that dramatically impact
the growth and profitability of the company. Additionally, I was one of two
employees highlighted in the 2014 corporate annual report in the talent
section. Here is a link to Liberty's web page for
the video. Open the Talent Section on
the page to view the video.
Awards: Boston University Dean's List ♦ Community Service Award
♦ 3 Bravo
Awards
Interests: I enjoy
hiking, cooking, and yoga
Activities:
Condo Board of Trustees (2015-Present)
♦ Pyladies Boston (2013 - Present) ♦ Boston Python User Group
Last Read: Weapons of Math Destruction (Kathy O-Neil) ♦
Humans Need Not Apply (Jerry Kaplan) ♦ How to Lie with Statistics (Darrell Huff) ♦ Lean In (Sheryl Sandberg)