Senior Data Scientist

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About TaskRabbit

At TaskRabbit, we want to make your neighborhood a little more familiar. Whether it’s a handyman (or woman!), a housecleaner, moving help or delivery person, we’re imagining a world where everyone will have a go-to team to make everyday life easier.

As a pioneer of the sharing economy, TaskRabbit was founded on the premise of neighbors helping neighbors. Since then, our network has grown to three countries and 45+ cities, yet our core mission of creating a better everyday life for everyday people has remained the same.

Together with IKEA, we’re creating more opportunities for people to earn a consistent, meaningful income on their own terms by building lasting relationships with clients in communities around the world.

We are a group of mission-minded people. Our culture is collaborative, pragmatic, and fast-paced. We’re looking for talented, entrepreneurially-minded and data-driven people who also have a passion for helping people do what they love - and have a ton of fun while they’re at it.

About the Role

Data Science and Analytics are the lifeblood of TaskRabbit and we are scaling up the Data Science and Analytics team to provide key insights to drive our business forward.

You will be a member of the Data Group: Data Analytics, Data Science and Data Engineering. We are a force multiplier, owning the data, analysis, and knowledge infrastructure that enables ourselves and our teammates to move faster and smarter.

As a Senior Data Scientist, you will work with cross-functional teams, working closely with business unit managers to analyze their business problems and provide insights and recommendations on potential solutions to test and measure. You will also lead the team in improving business metrics by applying various machine learning algorithms such as prediction, classification and recommender systems.

As part of the Data Group, you will collaborate with Data Analysts, drawing on their technical skills and expertise. Also, you will work with Data Engineers to ensure that the data platform and infrastructure provides you with the data and tools you need to do your job.

Join us in creating a better everyday life for everyday people.

Responsibilities

  • Participate and guide all aspects of the project lifecycle from requirements gathering, data acquisition and preparation, hypothesis generation, ideation, coding, testing, and deployment of data science product

  • Develop state of the art machine learning models. Iterate to push the boundaries on what problems can be solved through data science

  • Conduct open-ended data exploration to evaluate and improve internal processes

  • Collaborate with business partners to identify opportunities for innovation
  • Collaborate with data engineers to identify data preparation/cleansing/ETL pipelines

  • Creativity in formulating statistical questions to address business needs

  • Document projects including business objective, data gathering, and processes, approaches, final algorithm, detailed set of results and metrics

  • Work closely with engineers, product managers and other data scientists to develop algorithms, and initiate features and modeling discussions

  • Mentor team members to help them elevate to the next level

Background and Experience

We welcome applicants from a variety of backgrounds and experiences. Below gives you a sense of how we're thinking about what you'll need to be successful in the role.

  • BS, MS or Ph.D. in Computer Science, Statistics, Engineering, or a related quantitative field

  • 4+ years of industry experience in productionizing machine learning models

  • 4+ years of experience in writing production codes using programming language (Python), and scripting languages (Unix shell) as well as solid experience with git

  • Mastery of Python, data wrangling libraries (Pandas, Numpy, etc.), and machine learning libraries (Scikit-learn, MLlib, Tensorflow, Keras, etc.)

  • Excellent statistical intuition and knowledge of various approaches such as inference, hypothesis testing, sampling, etc

  • Excellent communication skills, both written and oral; comfortable presenting findings and recommendations to decision-makers
  • Excited about working with large data sets
  • Deep understanding of machine learning models. Demonstrable experience applying these methods to real data problems such as classification, regression, recommendation system, time series analysis, etc

  • Ability to deploy and scale models into a production environment as microservices or on AWS

  • Experience with Jupyter notebook environment. Experience with text data and NLP is a big plus

  • Experience with SQL

Bonus Points

  • Experience with AWS ecosystem and Spark
  • Experience with Flask or similar web-based services
  • Experience with Deep Learning
  • Experience with data warehouses, data lakes, and ETL

You’ll love working here because:

  • The People. You will be surrounded by some of the most talented, supportive, smart, and kind leaders and teams -- people you can be proud to work with!
  • The Values. 
    • Care Deeply. We take time to be present and partner with our team and communities. 
    • Level Up. We navigate through ambiguity and go the extra mile.
    • Be A Better Neighbor. We build a diverse and sustainable community and encourage all voices.
    • Lead The Future Together. We value entrepreneurship and inspire by action.
  • The diverse culture. We believe that we make better decisions when our workforce reflects the diversity of the communities in which we operate. Women make up more than half of our team and leadership, and we strive to recruit and retain employees from all over the world.
  • The perks. TaskRabbit offers comprehensive medical benefits, generous vacation and holiday time off, commuter benefits, learning and development opportunities, career development trainings, monthly TaskRabbit product stipends, IKEA discounts, free lunch, weekly meditations, charity events, and a dog-friendly office. 

Company Overview:

TaskRabbit is a task management network that conveniently connects people with Taskers to handle everyday home to-do’s, such as furniture assembly, handyman work, moving help, and much more. Acquired by IKEA Group - the world’s largest furniture retailer - in 2017, TaskRabbit operates in the United States, the United Kingdom and Canada and is expanding its global reach rapidly.

As a pioneer of the sharing economy, TaskRabbit was founded in 2008 on the premise of neighbors helping neighbors. Since then, our network has grown to three countries, 45 cities and over 140,000 Taskers, yet our core mission has remained the same. We want to make everyday life easier for everyday people. And by doing that, we can make your neighborhood a little more familiar.

In 2017, TaskRabbit launched TaskRabbit for Good (TR4G), which connects neighbors to build sustainable and compassionate communities. TaskRabbit for Good was created to make it easier for neighbors to give back locally and make a positive impact in communities around the world. TaskRabbit donates a portion of its service fee from all TR4G initiatives to best-in-class local non-profit organizations tackling social and environmental challenges.

TaskRabbit’s headquarters is located in the heart of San Francisco, with three other offices in New York City, Austin, and London. 

Equal Opportunity Employer

TaskRabbit is an equal opportunity employer and values diversity at our company. We do not discriminate on the basis of race, religion, color, national origin, ancestry, citizenship, gender, gender identity, sexual orientation, age, marital status, military/veteran status, or disability status. TaskRabbit is committed to working with and providing reasonable accommodation to applicants with physical and mental disabilities. 

TaskRabbit will consider for employment all qualified applicants with criminal histories in a manner consistent with applicable law. 

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Technology we use

  • Engineering
  • Product
  • Sales & Marketing
  • People Operations
    • JavascriptLanguages
    • PythonLanguages
    • RubyLanguages
    • TypeScriptLanguages
    • ReactLibraries
    • Node.jsFrameworks
    • Ruby on RailsFrameworks
    • SparkFrameworks
    • OptimizelyAnalytics
    • TableauAnalytics
    • CanvaDesign
    • FigmaDesign
    • AsanaManagement
    • ConfluenceManagement
    • Google DriveManagement
    • Google DocsManagement
    • Google SlidesManagement
    • JIRAManagement
    • Joomla!CMS
    • WordpressCMS
    • IterableCRM
    • SendGridEmail
    • DigiohLead Gen
    • Google HangoutsCollaboration
    • SlackCollaboration
    • AsanaProject Management

Location

San Francisco, 94107

An Insider's view of Taskrabbit

How would you describe the company’s work-life balance?

Throughout my time at TaskRabbit, I’ve always found it easy to maintain a work-life balance. Even on a team where my colleagues are spread across several different timezones, I’ve seen our leadership take great care to ensure meetings, deadlines and general workload don’t upset the balance we're all trying to achieve with our careers and home life.

Saidah

Senior Tasker Success Associate

What's the biggest problem your team is solving?

Testing in a two sided market place As a company we want new features to positively impact clients and tankers. As we release features one challenge is understanding the effects not only on the cohort affected, but the holistic impact on the Tasker-client eco-system. Optimization of Supply (taskers)-Demand (clients)

Louis

Manager, Data Science & Analytics

How has your career grown since starting at the company?

TaskRabbit presents me with endless opportunities to take on more challenges. If I want to own something, I often have the chance to volunteer and take it on, and my manager also looks out for projects that fit my growth trajectory. As an Engineering Manager, I am nothing without the support of my team, who I absolutely love.

Katie

Director of Engineering

How does the company support your career growth?

TR has a robust history of internal promotions and up-skilling. Design at TR is guided by our four commitments and the needs of the people that use our product. Designers use feedback as a learning opportunity to become better versions of ourselves, while using our career growth ladder as a guide.

David

Manager, Product Design

What are Taskrabbit Perks + Benefits

Taskrabbit Benefits Overview

Taskrabbit's philosophy on benefits and perks is inclusive and thinks of the full person. We offer benefits that support both employees and their families, however they may define that for themselves.

Culture
Volunteer in local community
Partners with nonprofits
Open door policy
OKR operational model
Team based strategic planning
Pair programming
Open office floor plan
Employee resource groups
Employee-led culture committees
In-person revenue kickoff
Employee awards
Flexible work schedule
Remote work program
Diversity
Documented equal pay policy
Dedicated diversity and inclusion staff
Highly diverse management team
50%+ of our leadership team are women and our management team is made up of 80%+ people from historically underrepresented communities.
Mandated unconscious bias training
Diversity manifesto
Mean gender pay gap below 10%
Diversity employee resource groups
We have 14 affinity and employee resource groups!
Hiring practices that promote diversity
Health Insurance & Wellness Benefits
Flexible Spending Account (FSA)
Disability insurance
Dental insurance
100% employee paid
Vision insurance
100% employee paid
Health insurance
100% employee paid
Life insurance
Pet insurance
Wellness programs
Mental health benefits
Ginger and Headspace to name a couple!
Transgender health care benefits
Wellness days
Abortion travel benefits
Financial & Retirement
401(K)
401(K) matching
Immediate vesting from day one!
Performance bonus
Pension
Pay transparency
Child Care & Parental Leave Benefits
Generous parental leave
Family medical leave
Adoption Assistance
Restricted work hours
Return-to-work program post parental leave
Fertility benefits
Vacation & Time Off Benefits
Unlimited vacation policy
Generous PTO
Paid volunteer time
Paid holidays
Paid sick days
Flexible time off
Bereavement leave benefits
Company-wide vacation
Office Perks
Commuter benefits
Company-sponsored outings
Company-sponsored happy hours
Pet friendly
Fitness stipend
Home-office stipend for remote employees
Professional Development Benefits
Job training & conferences
Lunch and learns
Promote from within
Mentorship program
Continuing education stipend
Online course subscriptions available
Customized development tracks
Personal development training

Additional Perks + Benefits

We value the flexibility and choice needed to put life before work, especially within our distributed and remote-first environment. Our benefits and perks programs are guided by three core principles: Flexibility and Choice, Connected and Committed, and Inclusive and Equitable. We offer stipends that cover a wide array of at-home and family-focused support, including:

- Professional development stipend (coaching, conferences, certifications)
- Productivity and tech stipend (internet, equipment, ergonomic)
- Wellbeing stipend (mental, physical, spiritual)
- Reproductive Health stipend (fertility, surrogacy, adoption, abortion, trans care)

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