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.

Sr. Principal Hardware Engineer

Company: ExtraHop

Location: USA

Posted Dec 23, 2025

This job posting outlines responsibilities for a hardware technical leader role, including collaboration with teams, hardware innovation, and requirements definition. Required qualifications emphasize expertise in NDR, enterprise hardware design, and programming languages. The salary range is specified as $190k-$220k annually.

Engineering Manager - Database Reliability, Scalability & Operations

Company: GitLab

Location: USA

Posted Dec 23, 2025

This role involves leading the Database Reliability team at GitLab, focusing on PostgreSQL scalability, operational excellence, and collaboration across teams. The position offers a competitive salary range of $131,600 to $282,000.

Intermediate Backend Engineer (Go), Verify: CI Functions Platform

Company: GitLab

Location: Canada,Netherlands,UK

Posted Dec 23, 2025

This job description outlines a role as an Intermediate Backend Engineer focused on rearchitecting GitLab Runner for large-scale CICD operations and building foundational platforms for CI Functions. The position emphasizes collaboration with cross-functional teams, technical design, and solving real-world scaling challenges. Key requirements include expertise in Go, distributed systems, containerization technologies, and cloud-native infrastructure.

Senior Technical Program Manager - Security

Company: Webflow

Location: Argentina

Posted Dec 23, 2025

Webflow seeks a Security Technical Program Manager to lead their security initiatives, emphasizing collaboration across teams, vulnerability management, and operational maturity. The role requires technical expertise, cross-functional coordination, and experience with security frameworks. The company highlights values like trust, creativity, and equity, offering benefits such as equity, health coverage, and remote work flexibility.

Senior Product Marketing Manager

Company: Checkly

Location: USA

Posted Dec 23, 2025

Checkly seeks a Senior Product Marketing Manager for a fully remote role, emphasizing async-first work and global collaboration. The position involves scaling product marketing strategies, with competitive compensation and flexible benefits.

Technical Support Engineer - Italian Speaking

Company: Twilio

Location: Ireland

Posted Dec 23, 2025

This job posting highlights Twilio's commitment to excellent customer service and award-winning billing support. The role involves technical support, process improvement, and team collaboration, with qualifications emphasizing customer focus, technical communication, and Italian language proficiency. The position offers remote work in Ireland with competitive benefits.

Senior Account Executive

Company: Twilio

Location: Singapore

Posted Dec 23, 2025

This job posting seeks a Senior Account Executive for Twilio's Enterprise Sales team, emphasizing new business acquisition, technical solutions selling, and cross-functional collaboration. The role requires 8+ years of enterprise sales experience and offers remote work with a Singapore base, along with competitive benefits.

Senior Financial Reporting Analyst

Company: Kraken

Location: USA

Posted Dec 23, 2025

Kraken promotes its mission-driven approach to crypto innovation, emphasizing global adoption, financial freedom, and industry-leading security. The text highlights team expertise, remote work opportunities, and compliance-focused roles while celebrating diversity and merit-based hiring.

Account Executive - Small Business

Company: HubSpot

Location: USA

Posted Dec 23, 2025

This job posting outlines a Growth Specialist role at HubSpot with responsibilities in sales, business growth, and team collaboration. It highlights competitive compensation, benefits, and opportunities for career advancement.

Director of Strategy and Planning

Company: Grafana Labs

Location: USA

Posted Dec 23, 2025

This job posting seeks a Director of Strategy & Planning for Grafana's GTM organization, requiring expertise in growth strategies, data-driven decision making, and cross-functional collaboration. The role involves operational planning, strategic opportunity evaluation, and system optimization. Key qualifications include experience in sales strategy, analytical skills, and familiarity with BI tools. Compensation includes competitive earnings and RSUs.

Machine Learning Manager - Notifications Relevance

Company: Reddit

Location: USA

Posted Dec 23, 2025

Reddit seeks an Engineering Manager to lead their Notifications Relevance team, focusing on enhancing user engagement through advanced machine learning systems. The role involves managing a team, optimizing algorithms, and driving user retention with competitive benefits.

Intermediate Fullstack Engineer (Ruby/Vue.js) - Growth

Company: GitLab

Location: EMEA,Netherlands,UK

Posted Dec 23, 2025

This role emphasizes shaping user experiences through fullstack engineering and analytics, focusing on growth metrics and collaboration with cross-functional teams to enhance product adoption and retention. It highlights opportunities for impactful work, remote collaboration, and contributing to scalable solutions.

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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