
Staff Data Scientist
1 week ago
**Who We Are**
**About the Role**
In this role you will work closely with product, engineering and other teams, collaborate with other Data Science team and with the Machine Learning Engineers to engineer prototypes into solutions.
**Domain**:
In this role your main focus would be on our Audience generation and insight projects
- Audience generation: ML for embedded targets, audience privacy first approaches, Composite AI agents, etc..
- Audience insight - describe audience composition and characteristics
- Adhoc analysis - support business request to better understand our data assets when data is not readily available from our BI tools
- Support sales pitch - provided valuable extra insight to augment the value proposition for key accounts
**Research and Development**:
Our Data Science role includes the following responsibilities:
- Research and development of cutting edge Machine Learning systems, models, and schemes in many different areas of Adtech
- Develop real-time algorithms for audience creation and segmentation
- Discover insights/patterns in our customers from various data sources such as exchange data, behavioural data, location data, 1 and 3rd party data assets
- Design experiments, oversee A/B testing, evaluate the quality of derived assets and continuously monitor model performance
- Create proof of concepts and data science prototypes
- Search and select appropriate data sets
- Perform statistical analysis and use results to improve models
- Identify differences in data distribution that could affect model performance in real-world situations
- Visualize data for deeper insights
- Analyze the use cases of ML algorithms and ranking them by their success probability
- Understanding when your findings can be applied to business decisions
- Reducing business problems into Machine Learning problems and opportunities
- Verifying data quality
**Collaborative Work**:
- Work closely with product, engineering, and sales teams to drive the use of Data Science across the Verve Group
- Collaborate with our Exchange Data Science team
- Collaborate with Machine Learning Engineers to engineer prototypes into solutions
**What You will bring**
- 8+ years experience working as a Data Scientist in industry (preferably in advertising) is a must
- A postgraduate degree in a relevant quantitative field (e.g. applied mathematics, statistics, engineering, computer science, physics, operations research, economics, behavioral sciences). PhD is a strong plus,
- Fluent in statistical analysis, data mining, and machine learning,
- Proficient in Python, SQL, PySpark, TensorFlow (TfLite), Sklearn, Keras and Pytorch
- Enthusiasm for solving interesting problems,
- Willingness to learn and work in a team-oriented and constantly changing environment.
**Nice to have**
Previous experience in
- Audience creation and insight,
- (Highly imbalanced) classification problems,
- Data asset identification to feature engineering,
- Classification and neural network
- Regularisation, Feature selection, and hyperparameter tuning
**What we also work with**:
- Framework:
- Metaflow (or similar),
- Modeling framework: Tensorflow, Keras, pyTorch
- Hyperparameter tuning framework: HyperOpt, Keras_tuner,..
- MlFlow,
- Technologies:
- GCP and/or AWS (e.g. logExplorer, Cloud function, Cloud scheduler),
- BigQuery,
- DevOps tooling:
- Airflow (or similar),
- Grafana (or similar),
- Jupyterhub (or similar)
- Other:
- Challenging constraints (Sparse data assets, Privacy first constraints,, low latency for inferences),
- Efficient work with Big Data (wrangling, modeling, low latency inference, shuffling issue),
- Developing data-driven products.
**WHAT WE OFFER**
- Be part of a multicultural team that is bringing advertising to the next level
- You will learn and evolve in an empowering environment characterized by entrepreneurial actions
- Responsibility, independence, and an opportunity to participate in projects that have a significant impact on Verve’s success
- 3 Wellness days per year (in Q1, Q2 & Q3) and Employee Assistance Program to help you maintain your well-being
- Enhance your professional skills with a yearly training budget and improve your language skills through German and/or English classes
- Work and Travel Program (monthly raffle after 2 years of employment)
- We are eager to build a great team together and we appreciate your help through our Employee Referral Bonus
- Align your interests with the company's success and take part in our Employee Shares Purchase Plan
- You will be entitled to 19 holidays per year in addition to any of the public/bank holidays
- Personalized Benefits Platform; with a budget of 4100 INR/month, you can choose the benefits that fit you best from the following options:
- Mobility and travel
- Entertainment and food
- Fitness and healthcare
- Enjoy food and beverage benefits with colleagues and have fun during team events
- Medical insurance for self and family
Verve provides equal empl
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