Critical For Us To Understand Jobs
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Critical For Us To Understand roles sit at the crossroads of data science and policy, driving decisions that shape compliance, privacy, and AI governance. With new regulations such as the EU AI Act, the CCPA, and emerging global data protection frameworks, companies need experts who can translate complex legal mandates into actionable data strategies, leading to a surge in demand for specialists who audit models, map regulatory requirements to data pipelines, and demonstrate auditability.
Typical positions include Data Governance Lead, Policy Analyst, Risk Assessment Specialist, Compliance Officer, and Data Ethics Lead. Responsibilities range from developing data lineage maps in AWS Glue, building compliance dashboards in Tableau, writing Python scripts for automated policy checks, to leading ISO 27001 certification efforts and crafting GDPR impact statements.
Salary transparency is crucial because these specialists operate in high‑stakes environments where misaligned compensation can lead to talent attrition and overlooked expertise. Clear pay bands help attract candidates proficient in niche tools like AWS Data Analytics, CCA, or Causal Inference, and they promote equity across gender and minority groups in a field that historically shows pay gaps.
Staff Data Scientist - Personalization & Shopping
Company: Pinterest
Location: Remote
Posted Nov 23, 2025
Pinterest is a leading visual search and discovery platform with a strategic focus on Shopping. The company is seeking a Staff Data Scientist to advance Shopping by developing methods and models to explain content promotion, working cross-functionally, and driving product innovation. The role requires 7+ years of experience, strong quantitative skills, and expertise in recommendation systems and causal inference.
Manager, Mid-Market Sales
Company: Figma
Location: USA
Posted Nov 23, 2025
Figma is seeking a Manager Mid Market Sales to join their growing team, emphasizing innovation, collaboration, and opportunities to shape sales processes. The role offers leadership in a dynamic environment with competitive benefits and career growth prospects.
Staff Full-Stack Software Engineer - Canva AI
Company: Canva
Location: Australia
Posted Nov 23, 2025
This role involves leading Canva AI's frontend evolution, integrating new features, and collaborating across teams to create innovative user experiences with significant impact. The position emphasizes technical leadership, cross-functional collaboration, and contributing to Canva's strategic vision as a central hub for visual communication.
Senior Manager - Operations Enablement
Company: Alma
Location: USA
Posted Nov 23, 2025
The job posting is for a Senior Manager Operations Enablement role at Alma, a company that supports mental health insurance providers. The role involves leading a team of enablement professionals, designing and executing scalable enablement strategies, and partnering with various teams to drive performance and impact. The ideal candidate should have experience in learning and development, people management, and be passionate about mental health and diversity, equity, and inclusion.
Staff Machine Learning Engineer - Ads Targeting
Company: Reddit
Location: USA
Posted Nov 23, 2025
Reddit is evolving its mission to bring community belonging and empowerment to everyone. The company is focused on providing a delightful and relevant experience to users, including in its Ads products. The year ahead is busy, and Reddit is looking for Ads Targeting ML engineers to design and implement ML systems for improving targeting products.
Engineering Manager - Software Supply Chain Security: Auth Infrastructure
Company: GitLab
Location: USA
Posted Nov 23, 2025
The role of Engineering Manager for the Auth Infrastructure team at GitLab involves leading a team to build and scale the authentication infrastructure layer, focusing on distributed systems, proxy technologies, and infrastructure security. The role emphasizes team health, hiring, and collaboration with other teams to ensure seamless integration across GitLab's architecture.
Account Executive - SMB
Company: Sprout Social
Location: Australia
Posted Nov 23, 2025
Sprout Social is seeking a highly driven, collaborative, and tech-savvy SMB Account Executive to join their Sales team in New South Wales or Victoria, Australia. The role involves driving new business, generating pipeline coverage, using solution-based value selling, partnering with team members, and owning performance metrics. The company offers a supportive environment for career growth and development.
Staff Full-Stack Engineer
Company: Upwork
Location: Latin America
Posted Nov 23, 2025
Upwork is a global work marketplace connecting businesses with skilled professionals. The company is investing in AI-powered matchmaking and recommendation infrastructure. The job posting is for a contract position focused on designing and implementing core systems for AI-powered matchmaking, with responsibilities including system design, architectural decisions, and mentoring engineers.
Presales consultant - NEC Revenues and Benefits
Company: NECSWS
Location: UK
Posted Nov 23, 2025
NEC Software Solutions is a global tech company with over 3000 employees across six countries. The job posting seeks a Presales Consultant to support revenue and benefits solutions, emphasizing collaboration, technical expertise, and customer engagement. The role offers competitive benefits including medical cover, holiday entitlement, and pension contributions.
Senior Data Scientist
Company: Canva
Location: UK
Posted Nov 23, 2025
The job description is for a Regional Data Lead role at Canva, focusing on building a dedicated regional team for GPTN (Germany, Poland, Turkey, Netherlands). The role involves crafting data narratives, identifying growth bottlenecks, building dashboards, defining data strategy, partnering with cross-functional teams, and supporting product experimentation initiatives. Canva offers a vibrant work environment, equity packages, inclusive parental leave, and other benefits.
Unity Game Developer (Mini Game Prototype focus) ( for 2026)
Company: SMG Studio
Location: Australia
Posted Nov 23, 2025
SMG seeks experienced Unity developers for full-time or part-time roles, emphasizing prototyping and collaboration. The position offers perks like flexible work, global team collaboration, and opportunities to work on high-profile projects. Applicants must submit game samples and portfolios.
Mid-Senior Producer / Project Manager for games ( for 2026)
Company: SMG Studio
Location: Australia
Posted Nov 23, 2025
SMG Studio is seeking an experienced Game Producer to join their team in Q1 2026. The role can be done remotely, with a requirement of 6 hours overlap with Sydney timezone. The ideal candidate should be highly organized, a good communicator, problem solver, and have a passion for games. The position involves leading and coordinating cross-disciplinary teams, managing project backlogs and schedules, and contributing to process improvements.