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 ISOโ€ฏ27001 certification efforts and crafting GDPR impact statements.

Salary transparency is crucial because these specialists operate in highโ€‘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.

Analytics Engineer (L4) - Ads

Company: Netflix

Location: USA

Posted Dec 12, 2025

Netflix seeks an Analytics Engineer to design metrics and dashboards for their Ads business, offering competitive compensation and comprehensive benefits in a diverse, inclusive culture.

Site Engineer

Company: Vercel

Location: USA

Posted Dec 12, 2025

This role involves driving user growth through scalable web experiences, collaborating with cross-functional teams, and offering competitive compensation, remote options, and an inclusive work environment.

Director Regional Sales - MED

Company: GitLab

Location: Europe

Posted Dec 12, 2025

This job description outlines a leadership role focused on expanding GitLabs presence in the MED region through strategic sales growth, team development, and cross-functional collaboration. It emphasizes structured processes, market expansion, and building relationships with key accounts.

Senior Software Engineer - Platform InfraSec

Company: Grafana Labs

Location: UK

Posted Dec 12, 2025

This remote UK role involves automation and security for Grafana Cloud, requiring collaboration and expertise in Kubernetes, IAM, and cloud security. Growth opportunities and competitive compensation are highlighted, with emphasis on teamwork, learning, and shared ownership in the company's success.

Senior Test Engineer (L5) - Games Platform Quality

Company: Netflix

Location: USA

Posted Dec 12, 2025

This text describes Netflix's Games Platform team mission, a Senior Test Engineer role with technical requirements and responsibilities, and details about compensation and benefits. It balances professional information with neutral organizational details.

Instructor Partnerships Manager

Company: Maven

Location: USA

Posted Dec 12, 2025

Maven is a rapidly growing edtech company offering high-impact professional courses with strong engagement metrics and a mission to reinvent postsecondary education. The role of Instructor Partnerships Manager involves acquiring and guiding creators, with competitive compensation and a collaborative remote culture.

Senior Product Manager - Brand Ads & Safety

Company: Reddit

Location: USA

Posted Dec 12, 2025

Reddit seeks a Product Manager to drive brand safety and innovation in ads, offering competitive pay, equity, and comprehensive benefits. The role involves shaping future advertising solutions with cross-functional teams and aligning with business growth goals.

Senior Software Engineer - Platform InfraSec

Company: Grafana Labs

Location: Germany

Posted Dec 12, 2025

This remote position in Germany involves working on security automation and infrastructure for Grafana Cloud. Responsibilities include collaborating with teams, ensuring secure practices, and contributing to security reviews. The role offers growth opportunities and competitive compensation with RSUs.

Senior Software Engineer - Platform InfraSec

Company: Grafana Labs

Location: Spain

Posted Dec 12, 2025

This job posting highlights a remote position based in Spain for a Platform InfraSec squad role focused on security automation and decision-making for Grafana Cloud. The role involves collaborating with engineers, working on distributed systems, and contributing to security reviews. It emphasizes growth opportunities, technical expertise in cloud security, and benefits like competitive compensation and RSUs. The company values collaboration, learning, and shared outcomes.

Voice of Customer - Product Program Manager

Company: Grafana Labs

Location: USA

Posted Dec 12, 2025

This remote role involves managing VoC programs, collaborating with cross-functional teams, and leveraging AI tools. It offers growth opportunities in Product or RampD roles with competitive compensation and RSUs.

Practitioner Education Representative I

Company: American Specialty Health Incorporated

Location: USA

Posted Dec 12, 2025

This job posting outlines a remote position for a Practitioner Education Representative at American Specialty Health, requiring outreach, compliance, and customer service responsibilities. The role involves educating practitioners, conducting surveys, and maintaining compliance with regulatory standards. Qualifications include a high school diploma, customer service experience, and proficiency in MS Office. The company emphasizes equal opportunity employment and provides remote work guidelines with specific technical requirements.

Financial Crimes Compliance Modeling & Analytics Manager

Company: Mercury

Location: USA

Posted Dec 12, 2025

Mercury focuses on building a secure finance stack for startups, emphasizing compliance and AML efforts. They seek a Modeling and Analytics Manager with expertise in FCC and data analytics, offering competitive salaries and benefits.

Frequently Asked Questions

What are the typical salary ranges for Critical For Us To Understand roles by seniority?
<p><strong>Junior:</strong> $70‑$90k</p><p><strong>Mid‑Level:</strong> $90‑$120k</p><p><strong>Senior:</strong> $120‑$160k</p><p><strong>Lead/Director:</strong> $160‑$200k</p>
What skills and certifications are most valuable?
<p><strong>Technical:</strong> Python, R, SQL, Tableau, Power BI, AWS Data Analytics, GCP BigQuery.</p><p><strong>Certifications:</strong> ISO 27001 Lead Implementer, CCA (Certified Compliance & Ethics Professional), GDPR Practitioner, AWS Certified Data Analytics Specialty.</p>
Is remote work common in this category?
<p>Many companies offer full‑remote or hybrid options. Tech firms, FinTechs, and government contractors frequently support remote teams, provided secure data access and compliance controls are in place.</p>
What career progression paths exist?
<p>Start as a <strong>Policy Analyst</strong> or <strong>Data Analyst</strong>, advance to <strong>Senior Analyst</strong>, then to <strong>Lead Analyst</strong> or <strong>Manager of Data Governance</strong>, and finally to <strong>Director of Compliance & Data Strategy</strong> or <strong>Chief Data Officer</strong>.</p>
What industry trends are shaping Critical For Us To Understand roles?
<p>RegTech adoption, AI ethics frameworks, real‑time data compliance, and the rise of causal inference models for policy impact analysis are driving demand. Companies increasingly invest in automated policy monitoring tools and cross‑functional data‑policy teams.</p>

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