Manager Data and Analytics

Manager Data and Analytics (Data engineering)

Part Time / Full Time

Manager Data and Analytics (Data engineering)

Description Being part of Air Canada is to become part of an iconic Canadian symbol, recently ranked the best Airline in North America. Let your career take flight by joining our diverse and vibrant team at the leading edge of passenger aviation. We are seeking an exceptional Manager of Data Engineering to lead our talented team of data engineers in delivering innovative data solutions for our clients. The ideal candidate will have a strong background in data engineering, with expertise in cloud data technologies such as AWS, or Azure and Snowflake. This role requires a strategic thinker who can drive the design, development, and implementation of scalable data solutions while providing leadership and guidance to our team of data engineers. This role will be reporting to the Senior Manager, Data & Analytics. Responsabilities: Lead the implementation of the technology solution Delivery of large and/or complex full lifecycle data applications across cloud, hybrid and on-prem landscapes. Design and build robust data pipelines using scalable tools and techniques to produce high quality data structures. Engineer data solutions with experience architecting data transformation projects, developing solution blueprints and modernization/migration plans, documenting, and presenting recommendations to stakeholder. Implement quicker data processing methods and integrate complex business logic compatible with daily or real-time/streaming frameworks. Increase automation and scaling of complex data sets based on the customer's analytic use case, such as structured data delivery for business analysis, daily extraction of mission enabling data for data mining/exploration, and transforming data for applied intelligence to power impactful data visualizations. Drives development of effective data policies, standards, guidelines and usage of data within the organization such as data quality and data governance. Determine root cause for data integrity gaps and provide appropriate data resolution and process remedy solutions. Responsible to drive technology vision and continuous improvement objectives for a functional area. Accountable and responsible to own a specific delivery area, with teams having similar or uniform skill sets. Manage and lead a data engineering team (+/-10 permanents). Responsible for recruitment, selection, and onboarding employees. Responsible for maintaining a healthy work environment including development of personal growth opportunities for reporting employees. Communicate job expectations, monitoring, and appraising employee performance. Provide coaching, counseling, and mentoring to employees. Qualifications A relevant University degree/technical certification, and/or relevant experience commensurate to the role. 9-12 years of IT technology delivery and architecture, operations, people leadership and strategy experience in a large company. Minimum of 8 years of experience delivering data analytics solution on Azure/ AWS, Snowflake with expertise of in Azure/ AWS data services, ADLS, Synapse, Azure SQL, Databricks, ADF, Azure DevOps. Experience developing Data Platforms on Spark/Hadoop, ETL (Talend), Data Analytics Cloud Native Data Services. The ideal candidates should be members or qualify for admission to a provincial engineering professional association. Strong hands-on experience in building data engineering pipelines. Analytical Thinking - Approaching a problem by using a logical, systematic, sequential approach. Adaptability and Flexibility - The ability to keep functioning effectively when under pressure and/or experiencing rapidly changing or uncertain conditions, and to maintain self-control in the face of hostility or provocation. Accountability and Credibility - Takes responsibility for the results and future direction of the organization. Results Orientation - Focusing on the desired end result of one's own or one's unit's work; setting challenging goals, focusing effort on the goals, and meeting or exceeding them. Managerial Courage - Willingness to make difficult decisions in a timely manner. Developing Others - Willingness to delegate responsibility and to work with others and coach them to develop their capabilities. Interpersonal Effectiveness - The ability to notice, interpret, and anticipate others' concerns and feelings, and to communicate this awareness empathetically to others. Conditions of Employment: Candidates must be eligible to work in the country of interest, at the time any offer of employment is made and seeking any required work permits/visas or other authorizations which may be required is the sole responsibility of the candidates applying for this position. Linguistic Requirements Based on equal qualifications, preference will be given to bilingual candidates. Diversity and Inclusion Air Canada is strongly committed to Diversity and Inclusion and aims to create a healthy, accessible and rewarding work environment which highlights employees' unique contributions to our company's success. As an equal opportunity employer, we welcome applications from all to help us build a diverse workforce which reflects the diversity of our customers, and communities, in which we live and serve. Air Canada thanks all candidates for their interest; however only those selected to continue in the process will be contacted.

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Create profiles for personalised advertising

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Use profiles to select personalised advertising

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Match and combine data from other data sources

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Exponential Interactive, Inc d/b/a VDX.tv

Data collected and processed: IP addresses, Browsing and interaction data, Users’ profiles, Privacy choices, Probabilistic identifiers, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Precise location data, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Users’ profiles, Privacy choices, Device characteristics, Non-precise location data

Data collected and processed: IP addresses, Authentication-derived identifiers, Users’ profiles, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Users’ profiles, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Privacy choices, Probabilistic identifiers, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Precise location data, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Precise location data, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Precise location data, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Device characteristics, Non-precise location data

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Users’ profiles, Precise location data, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: Browsing and interaction data, Device characteristics, Non-precise location data

Data collected and processed: IP addresses, Precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Privacy choices, Probabilistic identifiers, Device characteristics, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Device characteristics, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Precise location data, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Privacy choices, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Precise location data, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Users’ profiles, Precise location data, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Users’ profiles, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Users’ profiles, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Precise location data, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: Users’ profiles

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Authentication-derived identifiers, Privacy choices, Device identifiers

Data collected and processed: IP addresses, Privacy choices, Device characteristics, Non-precise location data

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Integral Ad Science (incorporating ADmantX)

Data collected and processed: IP addresses, Browsing and interaction data, Privacy choices, Device characteristics, Non-precise location data

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Privacy choices, Device characteristics, Non-precise location data

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Users’ profiles, Precise location data, Privacy choices, Non-precise location data, Device identifiers

Data collected and processed: Non-precise location data

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Precise location data, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Device characteristics, Non-precise location data

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Privacy choices, Device characteristics, Device identifiers

Data collected and processed: IP addresses, Precise location data, Device characteristics, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: Browsing and interaction data, Users’ profiles, Privacy choices, Device characteristics, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Privacy choices, Device characteristics, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Users’ profiles, Precise location data, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: Device characteristics

Data collected and processed: IP addresses, Non-precise location data

Data collected and processed: IP addresses, Device characteristics

Data collected and processed: IP addresses, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Precise location data, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: Device characteristics

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: Device characteristics

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Precise location data, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Users’ profiles, Privacy choices, Device identifiers

Adobe Audience Manager, Adobe Experience Platform

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Precise location data, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Users’ profiles, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Privacy choices, Device characteristics, Non-precise location data

Data collected and processed: IP addresses, Browsing and interaction data, Precise location data, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Users’ profiles, Probabilistic identifiers, Device characteristics, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Privacy choices, Device characteristics, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: User-provided data, IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Users’ profiles, Privacy choices, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Probabilistic identifiers, Device characteristics, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Users’ profiles, Privacy choices, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Non-precise location data

Data collected and processed: IP addresses

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Users’ profiles, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Privacy choices, Device characteristics, Non-precise location data, Device identifiers

Data collected and processed: Device identifiers

Data collected and processed: IP addresses, Browsing and interaction data, Privacy choices, Device characteristics, Device identifiers

Data collected and processed: IP addresses, Privacy choices, Device characteristics

Data collected and processed: IP addresses, Browsing and interaction data, Authentication-derived identifiers, Precise location data, Probabilistic identifiers, Device characteristics, Non-precise location data, Device identifiers

Marketing Science Consulting Group, Inc. #J-18808-Ljbffr

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