Data Scientist, Growth & Measurement

<p style="line-height:1.3800000000000001;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:700;"><span style="font-style:normal;"><span style="text-decoration:underline;"><span><span>About Us:</span></span></span></span></span></span></span></span><br><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Comfrt is one of the fastest-growing direct-to-consumer lifestyle and apparel brands, dedicated to blending mental wellness, inclusivity, and elevated comfort into every piece we create. Our mission goes beyond clothing — we strive to build a community where everyone feels supported and seen</span></span></span></span></span></span><br> </p><p style="line-height:1.38;margin-top:16px;margin-bottom:16px;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:700;"><span style="font-style:normal;"><span style="text-decoration:underline;"><span><span>About the Role:</span></span></span></span></span></span></span></span></p><p style="line-height:1.38;margin-top:16px;margin-bottom:16px;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">We are looking for a</span></span></span></span></span></span><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:700;"><span style="font-style:normal;"><span style="text-decoration:none;"> Data Scientist, Growth & Measurement</span></span></span></span></span></span><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;"> to help build the analytical foundation that guides how Comfrt allocates capital, measures growth quality, and drives long-term enterprise value.</span></span></span></span></span></span></p><p style="line-height:1.38;margin-top:16px;margin-bottom:16px;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">This role sits at the intersection of Growth, Finance, Data, identifying the white space . You will own critical measurement systems, experimentation frameworks, and modeling capabilities that help answer questions such as:</span></span></span></span></span></span></p><ul><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Where should the next dollar of spend go?</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">What channels and investments are saturating?</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">What creates the highest LTV customers?</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">What improves incremental EBITDA?</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">What drives durable brand equity and long-term customer value?</span></span></span></span></span></span></li></ul><p style="line-height:1.38;margin-top:16px;margin-bottom:16px;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">This is a strategic role for someone who combines strong technical depth with business intuition and an operator mindset.</span></span></span></span></span></span><br><br><br><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:700;"><span style="font-style:normal;"><span style="text-decoration:none;"><u>What You’ll Own: </u></span></span></span></span></span></span><br><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:700;"><span style="font-style:normal;"><span style="text-decoration:none;">Measurement & Causal Inference</span></span></span></span></span></span></p><ul><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Own and evolve Comfrt’s measurement framework alongside partners across MMM & MTA (Northbeam), incrementality (Workmagic), and experimentation</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Lead Marketing Mix Modeling (MMM) initiatives in partnership with measurement partners and internal stakeholders</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Design and evaluate geo tests, holdouts, lift studies, and quasi-experimental frameworks</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Quantify true incremental impact across marketing channels, campaigns, creators, and growth initiatives</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Identify saturation points, diminishing returns, and marginal efficiency curves across paid and organic channels</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Continuously improve model accuracy, interpretability, and decision-making reliability</span></span></span></span></span></span></li></ul><div style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:700;"><span style="font-style:normal;"><span style="text-decoration:none;">Growth & Customer Economics</span></span></span></span></span></span></div><ul><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Develop models and analytical frameworks that improve CAC efficiency, LTV forecasting, contribution margin visibility, and retention economics</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Analyze customer cohorts to identify drivers of high-value and durable customer behavior</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Partner with Growth and Finance teams on forecasting, budget allocation, and investment planning</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Help distinguish short-term performance gains from long-term brand and customer value creation</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Build frameworks that measure the relationship between acquisition strategy, retention quality, and enterprise value creation</span></span></span></span></span></span></li></ul><div style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:700;"><span style="font-style:normal;"><span style="text-decoration:none;">Data & Decision Systems</span></span></span></span></span></span></div><ul><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Build scalable analytical systems and production-grade models using Python and SQL</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Partner with Data Engineering & Data Analytics & Insights  to improve data quality, metric governance, and experimentation infrastructure</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Standardize and maintain trusted business metrics including CAC, LTV, MER, contribution margin, retention, and incremental ROI</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Collaborate with Engineering and BI teams to operationalize models into dashboards, workflows, and reporting systems</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Ensure measurement systems remain scalable, reliable, and actionable as the business grows</span></span></span></span></span></span></li></ul><div style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:700;"><span style="font-style:normal;"><span style="text-decoration:none;">Strategic Influence</span></span></span></span></span></span></div><ul><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Translate complex analyses and modeling outputs into clear, actionable business recommendations</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Influence executive decision-making around growth investments, profitability, and long-term business quality</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Partner cross-functionally across Growth, Finance, Product, Data Engineering and Technology teams. </span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Help establish a culture of rigorous, data-informed decision-making across Comfrt</span></span></span></span></span></span></li></ul><div style="list-style-type:disc;"></div><div style="list-style-type:disc;"><u><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:700;"><span style="font-style:normal;"><span style="text-decoration:none;">What You Bring:</span></span></span></span></span></span></u></div><ul><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">4–7+ years of experience in marketing science, econometrics, experimentation, or applied data science</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Deep experience with:</span></span></span></span></span></span><ul><li style="list-style-type:circle;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Marketing Mix Modeling (MMM)</span></span></span></span></span></span></li><li style="list-style-type:circle;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Causal inference and incrementality testing</span></span></span></span></span></span></li><li style="list-style-type:circle;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Statistical modeling and experimentation design</span></span></span></span></span></span></li><li style="list-style-type:circle;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Regression, time-series, Bayesian, or forecasting methodologies</span></span></span></span></span></span></li></ul></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Strong understanding of growth economics, customer behavior, and marketing efficiency</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Advanced proficiency in Python and SQL</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Experience working with large-scale marketing and transactional datasets</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Familiarity with modern data warehouses such as Snowflake, BigQuery, or Redshift</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Strong communication skills with the ability to simplify complex analyses into business decisions</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Ability to operate effectively in fast-moving, high-ambiguity environments</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Strong operator mindset with high ownership and accountability</span></span></span></span></span></span></li></ul> <p style="line-height:1.3800000000000001;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:700;"><span style="font-style:normal;"><span style="text-decoration:underline;"><span><span>Why Join Comfrt?</span></span></span></span></span></span></span></span></p><ul><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Be part of a purpose-driven company that’s shaping the future of comfort and mental wellness.</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Work in a supportive, creative environment where your ideas and growth are valued.</span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Enjoy Comfrt benefits such as generous paid time off, company-covered health insurance, 5% 401k match, and discounts on all Comfrt products! </span></span></span></span></span></span></li><li style="list-style-type:disc;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:normal;"><span style="text-decoration:none;">Join a passionate team making an impact on exciting projects, all while enjoying the flexibility and collaborative support of a fully remote environment.</span></span></span></span></span></span></li></ul><div style="list-style-type:disc;"></div><p style="line-height:1.3800000000000001;"><span style="font-size:11pt;font-variant:normal;white-space:pre-wrap;"><span style="font-family:Arial, sans-serif;"><span style="color:#000000;"><span style="font-weight:400;"><span style="font-style:italic;"><span style="text-decoration:none;">Comfrt is an equal opportunity employer. We are committed to building a team that represents a variety of backgrounds, perspectives, and skills.</span></span></span></span></span></span></p>

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Common Interview Questions And Answers

1. HOW DO YOU PLAN YOUR DAY?

This is what this question poses: When do you focus and start working seriously? What are the hours you work optimally? Are you a night owl? A morning bird? Remote teams can be made up of people working on different shifts and around the world, so you won't necessarily be stuck in the 9-5 schedule if it's not for you...

2. HOW DO YOU USE THE DIFFERENT COMMUNICATION TOOLS IN DIFFERENT SITUATIONS?

When you're working on a remote team, there's no way to chat in the hallway between meetings or catch up on the latest project during an office carpool. Therefore, virtual communication will be absolutely essential to get your work done...

3. WHAT IS "WORKING REMOTE" REALLY FOR YOU?

Many people want to work remotely because of the flexibility it allows. You can work anywhere and at any time of the day...

4. WHAT DO YOU NEED IN YOUR PHYSICAL WORKSPACE TO SUCCEED IN YOUR WORK?

With this question, companies are looking to see what equipment they may need to provide you with and to verify how aware you are of what remote working could mean for you physically and logistically...

5. HOW DO YOU PROCESS INFORMATION?

Several years ago, I was working in a team to plan a big event. My supervisor made us all work as a team before the big day. One of our activities has been to find out how each of us processes information...

6. HOW DO YOU MANAGE THE CALENDAR AND THE PROGRAM? WHICH APPLICATIONS / SYSTEM DO YOU USE?

Or you may receive even more specific questions, such as: What's on your calendar? Do you plan blocks of time to do certain types of work? Do you have an open calendar that everyone can see?...

7. HOW DO YOU ORGANIZE FILES, LINKS, AND TABS ON YOUR COMPUTER?

Just like your schedule, how you track files and other information is very important. After all, everything is digital!...

8. HOW TO PRIORITIZE WORK?

The day I watched Marie Forleo's film separating the important from the urgent, my life changed. Not all remote jobs start fast, but most of them are...

9. HOW DO YOU PREPARE FOR A MEETING AND PREPARE A MEETING? WHAT DO YOU SEE HAPPENING DURING THE MEETING?

Just as communication is essential when working remotely, so is organization. Because you won't have those opportunities in the elevator or a casual conversation in the lunchroom, you should take advantage of the little time you have in a video or phone conference...

10. HOW DO YOU USE TECHNOLOGY ON A DAILY BASIS, IN YOUR WORK AND FOR YOUR PLEASURE?

This is a great question because it shows your comfort level with technology, which is very important for a remote worker because you will be working with technology over time...