Critical For Us To Understand Jobs

1,889,780 open positions · Updated daily

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.

Fullstack Product Software Engineer - DocSend

Company: Dropbox

Location: USA

Posted Dec 13, 2025

This job description highlights a FullStack Product Engineer role at Dropbox DocSend, emphasizing opportunities to shape secure document management solutions, collaborate with cross-functional teams, and contribute to high-growth initiatives. The position requires expertise in fullstack development, agile practices, and large-scale web applications, with competitive compensation across US zones.

Practice Manager - Professional Services

Company: ExtraHop

Location: USA

Posted Dec 13, 2025

The Practice Manager role emphasizes customer success and collaboration with sales teams, managing a team of architects, and offering a competitive salary range of $160k-$175k plus bonuses.

Senior Software Engineer - Host Platforms & Access

Company: Airbnb

Location: USA

Posted Dec 13, 2025

This job posting seeks a Senior Software Engineer to develop scalable platforms and APIs for Airbnb's Host Pricing and Settings team. The role involves collaborating with cross-functional teams, improving systems, and ensuring technical excellence. Airbnb emphasizes diversity and inclusion in their hiring process.

Sales Solutions Engineer (French Speaker)

Company: Twilio

Location: UK

Posted Dec 13, 2025

This job posting outlines a Solutions Engineer role at Twilio in the EMEA region, emphasizing technical expertise, presales experience, and collaboration with stakeholders. It details responsibilities, qualifications, and benefits, with a remote work arrangement and travel requirements.

Senior Software Engineer - Community Support Engineering (Foundations)

Company: Airbnb

Location: China

Posted Dec 13, 2025

This job posting highlights a Senior Software Engineer role at Airbnb, focusing on impactful projects and collaboration. The position offers opportunities to enhance AI-driven solutions and contribute to global initiatives, with a commitment to diversity and inclusion.

Director - Global Compensation

Company: GitLab

Location: North America,Latin America

Posted Dec 13, 2025

This job description outlines the Director Global Compensation role at GitLab, detailing responsibilities for shaping global compensation strategies, collaborating with cross-functional teams, and managing analytics. It emphasizes scalability, equity, and alignment with business goals while specifying salary ranges and required qualifications.

Senior Software Engineer, Online Database Infrastructure - Ingestion

Company: Airbnb

Location: USA

Posted Dec 13, 2025

This job description outlines a role in building data export platforms at Airbnb, emphasizing technical expertise in distributed systems and collaboration with cross-functional teams. It highlights responsibilities like system operations, mentorship, and operational standards, while also mentioning inclusion commitments and remote work eligibility.

Fullstack Product Software Engineer - DocSend

Company: Dropbox

Location: Canada

Posted Dec 13, 2025

The role involves developing secure document management tools with cross-functional teams, contributing to a fast-growing startup-like environment. Requirements include experience in Ruby on Rails, React, and agile practices.

Lead Quality Engineer (Domain Lead)

Company: Goodnotes

Location: Singapore

Posted Dec 13, 2025

The text describes a Quality Engineer role at Goodnotes, emphasizing strategic leadership, quality ownership, and team collaboration. It highlights benefits like equity, flexible work arrangements, and professional development opportunities, presenting the position as impactful and growth-oriented.

Partner Sales Director - Global System Integrator (GSI)

Company: Canonical

Location: Anywhere

Posted Dec 13, 2025

Canonical promotes itself as a leading open-source provider with global enterprise presence, highlighting Ubuntu's adoption in cloud, AI, and IoT. The text emphasizes growth opportunities, partnership roles, and a distributed work environment with benefits like travel allowances and professional development.

Staff Financial Analyst - Corporate Finance

Company: Mozilla

Location: USA

Posted Dec 13, 2025

Mozilla's mission to improve the internet through open-source innovation and privacy-focused technologies is highlighted, along with a job opportunity for a Corporate Financial Analyst requiring expertise in financial modeling and strategic planning. The role emphasizes collaboration, automation, and impactful reporting to advance Mozilla's vision of a healthier internet.

Staff Software Engineer - ML Search

Company: Reddit

Location: USA

Posted Dec 13, 2025

This job description highlights a remote-friendly Staff Software Engineer ML Search role at Reddit with responsibilities involving building scalable systems and pipelines. Qualifications require experience in search systems and large-scale infrastructure, while benefits include healthcare, 401k matching, flexible vacation, and parental leave.

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>

Related Pages