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Senior Data Scientist
Отличная позиция в престижной консалтинговой компании с мировым именем. Высокий балл обусловлен сильной инженерной культурой, фокусом на современные технологии (GenAI) и прозрачными возможностями для профессионального роста.
Сложность вакансии
Роль требует не только глубоких технических знаний в ML и Generative AI, но и умения писать промышленный код, а также сильных навыков консультирования и управления стейкхолдерами. Высокая планка ответственности за весь жизненный цикл модели — от гипотезы до продакшена.
Анализ зарплаты
Зарплата для Senior Data Scientist в Сингапуре обычно находится в диапазоне 10,000–15,000 SGD в месяц. Thoughtworks как топовый технологический консультант обычно предлагает конкурентоспособные условия, соответствующие верхней границе рынка.
Сопроводительное письмо
I am writing to express my strong interest in the Senior Data Scientist position at Thoughtworks. With a robust background in statistical modeling, machine learning, and production-ready Python development, I am drawn to Thoughtworks' reputation for technical excellence and its commitment to solving complex business problems through purposeful technology. My experience in implementing end-to-end data science projects, particularly in specialized areas like NLP and Generative AI, aligns perfectly with the requirements of this role.
Throughout my career, I have focused not only on building high-performing models but also on ensuring they deliver measurable business impact. I pride myself on my ability to bridge the gap between technical complexity and stakeholder understanding, a skill that I see is highly valued at Thoughtworks. Furthermore, I am passionate about mentoring junior team members and fostering a culture of continuous learning and ethical data practices. I am eager to bring my expertise in advanced analytics and my collaborative mindset to your cross-functional teams in Singapore.
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Описание вакансии
Data scientists at Thoughtworks apply a deep knowledge of statistics, modeling, machine learning algorithms and data mining techniques. This is coupled with awareness of adjacent areas, to make business value and data insights visible, enabling clear and effective decision making. They are responsible for the strategy, implementation, productionization and articulation of business impact. They collaborate with cross-functional teams and communicate findings to both technical and non-technical stakeholders. They stay up-to-date with industry advancements, ensure data quality and security, and provide guidance to junior team members.
As a data scientist at Thoughtworks, you'll work on a range of projects and leverage deep technical knowledge to solve complex business problems.
Job responsibilities
- You will work collaboratively with teams/products, crafting data science and machine learning solutions that generate a big impact on customers.
- You will conduct experiments and develop hypotheses to solve business problems using advanced statistics techniques.
- You will develop and implement data science strategies that drive measurable business results.
- You will communicate technical findings and insights to stakeholders in a clear, easy and concise way, keeping the stakeholders in mind.
- You will interact with clients from diverse domains, addressing their challenging problems.
- You will contribute to the growth and knowledge sharing within the data science community, with a focus on latest tech trends in the data science and machine learning space.
- You will address ethical concerns in data science, including privacy, bias and fairness, while adhering to ethical guidelines.
Job qualifications
Technical Skills
- You have experience with statistical modeling, machine learning, deep learning, optimization and other data science techniques to implement end-to-end data science projects.
- You understand the specialized areas of AI and possess experience with at least one of them (i.e.: NLP/computer vision/Generative AI, etc).
- You have experience with R, Python or equivalent statistical/data analysis tools and can write production-ready code that is easy to evolve and test.
- You gather and preprocess large volumes of structured and unstructured data from various sources, ensuring data quality and integrity.
- You analyze datasets using statistical and visualization techniques to identify patterns, trends and relationships.
- You develop and implement machine learning models, algorithms and predictive analytics to solve specific business problems or improve existing processes.
- You evaluate model performance using appropriate metrics and validate models to ensure robustness and reliability.
- You interpret and effectively communicate findings and insights to non-technical stakeholders through reports, presentations and visualizations.
- You are aware of data privacy regulations and ethical standards when handling sensitive information.
Professional Skills
- You understand the importance of stakeholder management and can easily liaise between clients and other key stakeholders throughout projects, ensuring buy-in and gaining trust along the way.
- You are resilient in ambiguous situations and can adapt your role to approach challenges from multiple perspectives.
- You don’t shy away from risks or conflicts, instead you take them on and skillfully manage them.
- You are eager to coach, mentor and motivate others and you aspire to influence teammates to take positive action and accountability for their work.
- You enjoy influencing others and always advocate for technical excellence while being open to change when needed.
Other things to know
Learning & Development
There is no one-size-fits-all career path at Thoughtworks: however you want to develop your career is entirely up to you. But we also balance autonomy with the strength of our cultivation culture. This means your career is supported by interactive tools, numerous development programs and teammates who want to help you grow. We see value in helping each other be our best and that extends to empowering our employees in their career journeys.
About Thoughtworks
Thoughtworks is a dynamic and inclusive community of bright and supportive colleagues who are revolutionizing tech. As a leading technology consultancy, we’re pushing boundaries through our purposeful and impactful work. For 30+ years, we’ve delivered extraordinary impact together with our clients by helping them solve complex business problems with technology as the differentiator. Bring your brilliant expertise and commitment for continuous learning to Thoughtworks. Together, let’s be extraordinary.
#LI-Onsite
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Навыки
- Python
- Machine Learning
- Statistics
- Data Visualization
- Computer Vision
- Deep Learning
- NLP
- Generative AI
- Data Mining
- R
- Predictive Analytics
Возможные вопросы на собеседовании
Проверка опыта доведения моделей до реальной эксплуатации, что критично для Thoughtworks.
Расскажите о случае, когда вы переводили ML-модель из состояния прототипа в продакшн. С какими основными трудностями вы столкнулись?
Thoughtworks — консалтинговая компания, где важно уметь объяснять сложные вещи просто.
Как бы вы объяснили концепцию и бизнес-ценность модели градиентного бустинга или трансформера нетехническому заказчику?
В описании вакансии подчеркивается важность этики и приватности.
Как вы подходите к выявлению и минимизации предвзятости (bias) в данных и моделях при работе с чувствительными бизнес-кейсами?
Вакансия требует опыта в NLP, Computer Vision или GenAI.
Опишите ваш опыт работы с Generative AI или LLM. Какие архитектурные вызовы вы решали при их внедрении?
Оценка лидерских качеств и готовности к менторству.
Как вы подходите к код-ревью и обучению младших коллег в контексте стандартов написания кода для Data Science?
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