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Senior Staff Data Scientist, Borrow
Высокая оценка обусловлена престижем компании SoFi, использованием современного стека технологий и значительным влиянием роли на ключевой бизнес-продукт (Home Loans). Это отличная возможность для карьерного роста до уровня технического руководства.
Сложность вакансии
Роль требует исключительного сочетания глубоких технических знаний (ML, Data Engineering) и лидерских качеств. Необходим опыт работы более 10 лет и умение влиять на бизнес-стратегию на уровне руководства.
Анализ зарплаты
Предлагаемая позиция Senior Staff уровня в крупном финтехе США обычно предполагает компенсацию выше среднего по рынку. Указанный диапазон соответствует топовым технологическим компаниям в Сан-Франциско и Нью-Йорке.
Сопроводительное письмо
I am writing to express my strong interest in the Senior Staff Data Scientist position within the Borrow team at SoFi. With over a decade of experience in leveraging advanced analytics and machine learning to drive strategic business decisions, I am particularly drawn to SoFi’s mission of helping members achieve financial independence through innovative technology. My background in building scalable data pipelines using Snowflake, Airflow, and dbt, combined with my expertise in deploying production-level ML models, aligns perfectly with the technical leadership requirements of this role.
Throughout my career, I have successfully led cross-functional initiatives that bridge the gap between complex data science and actionable business growth. I have a proven track record of mentoring junior scientists and establishing robust technical standards that ensure data reliability and scalability. I am eager to bring my experience in causal inference and statistical modeling to the Home Loans business, helping to uncover deep insights that will directly influence product strategy and revenue.
I am impressed by SoFi’s commitment to a data-informed culture and its rapid transformation of the financial services landscape. I look forward to the possibility of discussing how my technical foundation and leadership skills can contribute to the continued success of the Borrow Data Science team.
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Описание вакансии
Employee Applicant Privacy Notice
Who we are:
Shape a brighter financial future with us.
Together with our members, we’re changing the way people think about and interact with personal finance.
We’re a next-generation financial services company and national bank using innovative, mobile-first technology to help our millions of members reach their goals. The industry is going through an unprecedented transformation, and we’re at the forefront. We’re proud to come to work every day knowing that what we do has a direct impact on people’s lives, with our core values guiding us every step of the way. Join us to invest in yourself, your career, and the financial world.
**The role**
The Borrow Data Science team is seeking a Senior Staff Data Scientist who will help support growth in our Home Loans business by improving SoFi’s ability to execute with data. This is an exciting role for someone to leverage their analytical skills to create robust reporting, identify growth opportunities and insights, and build ML models using Snowflake, Airflow, dbt, and Sagemaker.
As a Senior Staff Data Scientist, you will serve as a data leader, balancing urgent requests, and delivering high quality projects to key stakeholders, through a clear and repeatable data informed approach. You will be a technical leader, helping the team build reliable, efficient, and scalable data foundations. You will create a culture of strong technical ownership, documenting your approach and ideas to socialize, resulting in strategies that have a wide impact within the organization. You will perform analytical deep-dives to proactively identify most impactful opportunities, and inform future experimentation design and product roadmaps.
In this role, you'll use your expertise in data analysis, statistical modeling, and machine learning to uncover insights that will directly influence product strategy and revenue growth. This role demands a strong technical foundation (SQL, Python/R, Tableau, Statistics), a deep understanding of business metrics, A/B testing, causal inference analysis, and exceptional collaboration skills.
Additionally, you are expected to work cross-functionally, including: engineering, product managers, lifecycle marketing, data science, design, operations, finance, risk, legal, compliance, and executive teams to set business objectives, define product strategy, prioritize features, and execute on them.
**What you’ll do:**
- Identify high impact business opportunities to help members achieve their financial goals
- Mentor and guide data scientists in the team by promoting best practices, strong technical decisions, coding standards, and thorough documentation.
- Develop and apply machine learning models to solve business problems
- Evaluate and interpret the results of data analysis
- Build strong relationships with stakeholders and present insights on a regular cadence communicating findings to both technical and non-technical stakeholders.
- Design and implement data collection. Build data pipelines to deploy production level datasets.
- Collaborate with cross-functional teams and business leaders to understand needs and offer data-driven solutions
- Act as a technical leader by mentoring and supporting the growth of less experienced team members.
**What you’ll need:**
- Masters’ or above in quantitative areas: Statistics, Applied Mathematics, Economics, Computer Science, Engineering, or related field
- 10+ years of relevant experience leveraging data-driven analysis to influence key decisions, preferably in a Tech or Finance company
- Proven track record of being able to work independently, and proactively engaging with business stakeholders with minimal direction and drive measurable business impact.
- Experience with using Airflow and DBT to build Data Pipelines in Snowflake
- Strong programming skills in SQL and Python
- Experience with building data visualizations with Tableau, Looker or other BI tools
- Knowledge of varied ML algorithms, applicability to different business problems, and experience in deploying ML models at scale in production with monitoring metrics.
- Ability to work in a dynamic, cross-functional environment, with a strong attention to detail;
- Effective communication and presentation skills and ability to explain complex analyses in simple terms to business leaders;
- Strong relationship building and collaborative skills;
- Exceptional problem-solving
Compensation and Benefits
The base pay range for this role is listed below. Final base pay offer will be determined based on individual factors such as the candidate’s experience, skills, and location.
To view all of our comprehensive and competitive benefits, visit our Benefits at SoFi page!
SoFi provides equal employment opportunities (EEO) to all employees and applicants for employment without regard to race, color, religion (including religious dress and grooming practices), sex (including pregnancy, childbirth and related medical conditions, breastfeeding, and conditions related to breastfeeding), gender, gender identity, gender expression, national origin, ancestry, age (40 or over), physical or medical disability, medical condition, marital status, registered domestic partner status, sexual orientation, genetic information, military and/or veteran status, or any other basis prohibited by applicable state or federal law.
The Company hires the best qualified candidate for the job, without regard to protected characteristics.
Pursuant to the San Francisco Fair Chance Ordinance, we will consider for employment qualified applicants with arrest and conviction records.
New York applicants: Notice of Employee Rights
SoFi is committed to an inclusive culture. As part of this commitment, SoFi offers reasonable accommodations to candidates with physical or mental disabilities. If you need accommodations to participate in the job application or interview process, please let your recruiter know or email accommodations@sofi.com.
Due to insurance coverage issues, we are unable to accommodate remote work from Hawaii or Alaska at this time.
Internal Employees
If you are a current employee, do not apply here - please navigate to our Internal Job Board in Greenhouse to apply to our open roles.
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Навыки
- SQL
- Python
- R
- Snowflake
- Airflow
- dbt
- Amazon SageMaker
- Tableau
- Looker
- Statistics
- Machine Learning
- Causal Inference
- A/B Testing
Возможные вопросы на собеседовании
Проверка опыта работы с ключевым стеком компании и умения строить надежные процессы.
Опишите ваш опыт проектирования и масштабирования ETL-процессов с использованием Airflow и dbt в среде Snowflake. С какими основными трудностями вы сталкивались?
Для Senior Staff уровня критически важно уметь оценивать реальный вклад изменений в продукт.
Как бы вы подошли к разработке системы оценки причинно-следственных связей (causal inference) для анализа влияния новых функций ипотечного кредитования на удержание клиентов?
Оценка лидерских качеств и способности развивать команду.
Расскажите о случае, когда вы выступали в роли технического лидера в кросс-функциональном проекте. Как вы разрешали конфликты между техническими ограничениями и требованиями бизнеса?
Проверка навыков вывода моделей в продакшн.
Каков ваш подход к мониторингу ML-моделей после их развертывания? Какие метрики вы считаете критическими для финансовых продуктов?
Проверка умения работать с неопределенностью и находить точки роста.
Как вы приоритизируете задачи в условиях множества срочных запросов от стейкхолдеров, сохраняя при этом фокус на долгосрочных стратегических проектах?
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