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Data Analyst

Oakland, California, United States

Everlaw is looking for a Data Analyst who transforms raw data into the actionable insights our leadership needs to steer the company forward. Everlaw is at the forefront of legal technology, dealing with massive, complex datasets to help legal teams uncover the truth in high-stakes litigation. Data is absolutely critical in helping our company navigate complex use cases, sophisticated user workflows, and the operational challenges of a high-growth, AI native SaaS business.

You’ll collaborate with Senior Data Scientists, Product Managers, GTM leadership, Software Engineers, and many other partners to dive into our data ecosystem and monitor product performance, track user engagement, and identify trends that inform our company’s strategic roadmap. You will be responsible for ensuring our data remains a "source of truth" by maintaining rigorous quality standards and building intuitive dashboards that democratize information across the company. As a team, we highly value innate curiosity, an eye for detail, and a preference for solving problems collaboratively.

At Everlaw, engineering is key to our mission. Our company culture is open and vibrant and we’re committed to the professional growth of our team members, offering an annual learning and development stipend and regular check-ins with managers regarding career goals. If you’re looking for a place that values passion, integrity, thinking big, and a desire to learn, we’d love to hear from you! Think you’re missing some of the skills and are hesitant to apply? We do not believe in the ‘perfect’ candidate and encourage you to apply if you feel you can bring value to our team.  

This is a full-time, exempt position located onsite (3 days/week in office) in Oakland, California.

Getting started

  • We want you to feel like part of the team early on! Our onboarding process will integrate you into the company with informative sessions on our product, policies, processes, and team structure and goals.
  • We’re excited for you to learn, grow, and contribute right away! We trust that you’ll bring industry experience and knowledge that will uplift and uplevel the team, but we don’t expect you to know everything on Day 1.

In your role, you'll...

  • Familiarize yourself with our technologies, workflows, and codebase through extensive training and product certification.
  • Transform large datasets into actionable metrics and attributes using SQL and Spark.
  • Explore and develop the right repeatable methods for mining insight from large unstructured datasets, leveraging a variety of tools spanning Jupyter notebooks, Looker, and Heap.
  • Design and surface metrics that are faithful and precise, while helping the business understand how to drive those metrics.
  • Build out the data context layer (schemas, metric definitions, institutional knowledge, etc.) to power agentic analytics workflows.
  • Advise business teams on how to implement scalable, robust telemetry and analytics tracking.

About you

  • A Bachelor’s degree in a quantitative field such as Statistics, Mathematics, Computer Science, Economics, or a related technical discipline.
  • Up to 4 years of experience (including internships) turning large datasets into actionable business insights.
  • Experience and proficiency wrangling data using SQL.
  • Experience and proficiency in applying scientific programming languages (Python, R, Julia, etc.) to data analysis problems.
  • Understanding of the fundamentals of relational databases and data modeling.
  • Strong foundation of statistical methods and probability theory.
  • Excellent communication and presentation skills, especially in translating technical information to non-technical audiences.

Pluses

  • Experience working with common open source analytics tools such as Airflow or DBT.
  • Experience working with distributed processing technologies such as Spark or MapReduce.
  • Experience applying machine learning or statistical modeling methods to real world problems.
  • Familiar with Git or a similar DVCS.

Benefits

  • The expected salary range for this role is between $120,000 - $172,000. The final offered salary will be dependent upon many factors including the candidate’s experience and skills. The base pay range is subject to change in the future.
  • Equity program
  • 401(k) retirement plan with company matching
  • Health, dental, and vision
  • Flexible Spending Accounts for health and dependent care expenses
  • Paid parental leave and approximately 10 days (80 hours) per year of sick leave
  • Seventeen paid vacation days plus 11 federal holidays
  • Membership to Modern Health to help employees prioritize mental health and wellness
  • Annual allocation for Learning & Development opportunities and applicable professional membership dues
  • Company-sponsored life and disability insurance
  • Find out more about our Benefits and Perks

Perks

Pursue Truth While Finding Yours
At Everlaw, we are deeply invested in pursuing the truth, for our clients and for our employees. We know that when you’re empowered to pursue your passions, it is reflected in the work. That’s why we’re committed to the professional growth of all our team members, offering an annual learning and development stipend and regular career check-ins with managers. If you’re looking for a place that values passion, integrity, and a desire to learn, we’d love to hear from you! 
 
We help law firms, government agencies, and corporations sift through millions of documents of evidence in big lawsuits and investigations to find the proverbial smoking gun (or needle in the haystack -- pick your metaphor). It's a multi-billion dollar space typically dominated by service-oriented vendors, and we're coming at it with cutting-edge technology and elegant design. It's working, and we've been growing very rapidly: we host hundreds of terabytes of data and work with all 50 state Attorneys General and hundreds of law firms on some of the most high-profile cases litigated today. 
 
Everlaw is an equal opportunity employer. We pride ourselves on having a diverse workforce and we do not discriminate against any employee or applicant because of race, creed, color, religion, gender, sexual orientation, gender identity/expression, national origin, disability, age, genetic information, veteran status, marital status, pregnancy or related condition, or any other basis protected by law. We respect the gender, gender identity and gender expression of our applicants and employees, and we honor requests for pronouns. It is our policy to comply with all applicable national, state and local laws pertaining to nondiscrimination and equal opportunity, including the California Equal Pay Act.  Pursuant to the San Francisco Fair Chance Ordinance, we will consider for employment qualified applicants with arrest and conviction records.
 
We collect and process the personal information you provided along with your job application in accordance with our Applicants Privacy Notice and Notice at Collection.
 
When preparing to engage with Everlaw as a candidate, you may use AI tools for research, polishing application materials, and interview prep. However, any assessments (unless explicitly stated), remote interviews or live interviews must be completed independently without AI support. By submitting your application, you agree to adhere to these rules. Here's the link to our full policy, and please reach out with any questions!
 
We use Covey as part of our hiring and/or promotional processes. As part of the evaluation process, we provide Covey with job requirements and candidate-submitted applications. Certain features of the platform may qualify it as an Automated Employment Decision Tool (AEDT) under applicable regulations. For positions in New York City, our use of Covey complies with NYC Local Law 144. We began using Covey Scout for Inbound on the 9th of June, 2025.
 

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