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.
Security Software Engineer (L5) - Detection Engineering
Company: Netflix
Location: USA
Posted Nov 21, 2025
Netflix is a leading entertainment service with over 300 million paid memberships worldwide. The Detection Engineering Team focuses on analyzing high-risk attack paths and creating focused detections to reduce risk to the business. The team values software engineering skills, risk reduction, and improving the security space. They seek an experienced detection engineer with at least 5 years of experience writing detections at scale using a detection-as-code approach, preferably in an AWS environment. The role offers a competitive compensation structure and comprehensive benefits.
Senior Security Software Engineer (L5) - Security Platforms Engineering
Company: Netflix
Location: Poland
Posted Nov 21, 2025
Netflix is a leading entertainment service with over 300 million paid memberships worldwide. The Security Platforms Engineering team builds foundational security services, including vulnerability management. They are expanding their team in Poland to support vulnerability visibility, triage, and remediation across Netflix's ecosystem. The role is remote for candidates located in Poland.
Data Engineer 5 - Personalization
Company: Netflix
Location: USA
Posted Nov 21, 2025
Netflix is a leading global entertainment service with over 300 million paid subscribers in 190 countries. The company offers a wide variety of TV series, films, and games across multiple genres and languages. Netflix values inclusion and diversity, providing a meaningful interview experience for all candidates and celebrating diversity in its workforce.
Data Engineer (L5) – Security
Company: Netflix
Location: USA
Posted Nov 21, 2025
Netflix emphasizes security and data engineering efforts to protect member data and infrastructure. The role requires building scalable data pipelines and collaborating across teams. The job offers competitive compensation and comprehensive benefits while promoting diversity and inclusion.
Data Engineer (L5) - Ads
Company: Netflix
Location: USA
Posted Nov 21, 2025
This text describes Netflix's Ads Data Engineering team, their focus on building data products for ad impact analysis, hiring requirements for software engineers with data expertise, and details about compensation and benefits. It emphasizes technical skills, collaboration, and company values.
Senior Software Engineer - Web Services
Company: Mozilla
Location: UK
Posted Nov 21, 2025
MZLA Technologies Corporation, a subsidiary of the Mozilla Foundation, develops open-source email and productivity tools like Thunderbird. They value privacy, user control, and collaboration with a global community. The company seeks a Senior Software Engineer to lead web services initiatives, focusing on JMAP, Python, and TypeScript. They offer competitive salaries, remote work, and a comprehensive benefits package.
Data Scientist Manager - Games Product and Platform
Company: Netflix
Location: USA
Posted Nov 21, 2025
Netflix is a leading entertainment service with over 300 million paid memberships worldwide. The company is seeking a Manager of Games Product and Platform DSE to lead a team of data scientists and analytics engineers to improve the gaming experience on Netflix. The role involves providing data strategy, measurement, and experimentation for games product experiences, as well as owning the information flow of critical backend platform data.
Staff Software Engineer - Developer Experience Code Infrastructure
Company: Reddit
Location: USA
Posted Nov 21, 2025
This job description outlines a Staff Engineer role focused on improving developer tools and infrastructure at Reddit. The position involves scaling build systems, enhancing code review processes, and collaborating with cross-functional teams. Requirements include experience with CI/CD tools, Kubernetes, and leadership in large-scale systems. Benefits include competitive pay, equity, and comprehensive healthcare.
QA Engineer
Company: Greptile
Location: USA
Posted Nov 21, 2025
Greptile is developing AI agents to catch bugs in code, with a focus on learning coding standards, identifying customer preferences, and autonomously testing applications. The company has seen rapid growth, raising $30M from top investors and serving over 1500 customers. The team consists of experienced engineers, growth and sales leaders, and a talented designer.
Senior Software Engineer - Web Services
Company: Mozilla
Location: USA
Posted Nov 21, 2025
MZLA Technologies Corporation, a subsidiary of the Mozilla Foundation, develops open-source email and productivity tools like Thunderbird. They value privacy, user control, and collaboration with a global community. The company seeks a Senior Software Engineer to lead web services initiatives, focusing on JMAP, Python, and TypeScript. They offer competitive salaries, benefits, and a remote work environment.
Senior Financial Analyst
Company: Liberty Mutual Insurance
Location: USA
Posted Nov 21, 2025
This job description outlines a Senior Financial Analyst role with responsibilities in book closing, financial analysis, and team collaboration. Qualifications include a bachelor's degree and 3+ years of experience. The company emphasizes inclusive culture and competitive compensation.
Telehealth Practitioner (Preventative & Proactive Healthcare)
Company: Fresh Clinics
Location: Australia
Posted Nov 21, 2025
Fresh Health seeks a Telehealth Practitioner to deliver patient-centered care, emphasizing clinical excellence, empathy, and proactive health solutions. The role offers flexibility, strong governance, and opportunities to shape preventative healthcare in Australia.