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.

Senior Data Governance Program Manager

Company: GitLab

Location: India

Posted Dec 10, 2025

This role involves leading data governance initiatives, collaborating with cross-functional teams to establish frameworks, and ensuring data quality and compliance across GitLab.

Senior Business Systems Analyst - GTM

Company: Webflow

Location: USA

Posted Dec 10, 2025

Webflow is seeking a Business Systems Analyst GTM with experience in SaaS tools and processes. The role involves system customization, automation, and collaboration with stakeholders. The company emphasizes open culture, creativity, and equity, offering competitive compensation and benefits.

Sr. Business Marketing Lead - Retail & CPG

Company: Reddit

Location: USA

Posted Dec 10, 2025

This job posting highlights a Senior Lead role in Audience Marketing at Reddit, emphasizing strategic leadership, data-driven storytelling, and cross-functional collaboration. The position requires 15+ years of B2B marketing experience and offers comprehensive benefits including healthcare, equity, and flexible work arrangements.

Senior Technical Operations Treasury Specialist

Company: Mercury

Location: USA

Posted Dec 10, 2025

Mercury is hiring a Technical Treasury Operations Specialist for a detail-oriented role in a regulated environment. The position involves day-to-day brokerage operations, collaboration with cross-functional teams, and ensuring compliance with regulatory requirements. The company emphasizes competitive compensation, diversity, and professional growth opportunities.

Senior Software Engineer - Neo4J

Company: Nearform

Location: India

Posted Dec 10, 2025

This job posting highlights a remote Senior Software Engineer role at Nearform with competitive benefits, flexible working arrangements, and opportunities for professional growth. The company emphasizes innovation, collaboration, and a supportive work environment.

Open Source Networking Software Engineer - ToR Switch / SmartNIC / DPU

Company: Canonical

Location: North America,Latin America,APAC

Posted Dec 10, 2025

Canonical seeks talented software engineers to develop open-source networking solutions, collaborate with global teams, and contribute to Ubuntu and Kubernetes. The role offers remote work, travel opportunities, and involvement in cutting-edge technologies.

Engineering Manager - Python and K8s

Company: Canonical

Location: APAC,EMEA

Posted Dec 10, 2025

Canonical promotes itself as a leading open-source innovator with global impact, emphasizing its profitable growth, distributed collaboration model, and opportunities for engineering leaders. The job posting highlights transformative work in devops culture, Kubernetes operations, and career development with competitive benefits.

Principal Software Architect

Company: Wiser Solutions

Location: UK

Posted Dec 10, 2025

Wiser Solutions seeks a Principal Software Architect to lead cloud-native platform development, requiring expertise in AWS, Kubernetes, and modern architectural patterns. The role offers competitive compensation and opportunities for technical leadership.

Tax Analyst

Company: Column Tax

Location: USA

Posted Dec 10, 2025

Column Tax seeks a Tax Analyst to enhance tax software accuracy and expand coverage. The role involves coding tax logic, ensuring compliance, and collaborating with teams. Benefits include remote work, competitive perks, and a focus on transparency and innovation.

Sales Engineer

Company: Pipe17

Location: USA

Posted Dec 10, 2025

This job description highlights a Sales Engineer role focused on driving complex deals to success through technical problem-solving, customer-facing presentations, and strategic collaboration with Account Executives. The position emphasizes influencing technical decision-makers, navigating complex organizations, and delivering solutions that align with enterprise commerce ecosystems.

Program Manager - Developer Community

Company: Twilio

Location: Ireland,UK

Posted Dec 10, 2025

This job posting seeks a Senior Program Manager to lead Twilio's developer community initiatives, focusing on scaling programs, cross-functional collaboration, and strategic alignment. The role requires experience in program management, stakeholder coordination, and data-driven decision-making. Twilio emphasizes diversity, remote work, and benefits like competitive pay and healthcare.

Senior Software Engineer - Customer Risk Mitigation (Open)

Company: Reddit

Location: USA

Posted Dec 10, 2025

The text describes a Customer Risk Mitigation team focused on reducing advertiser risks through compliance tools and technical solutions. It outlines collaboration with cross-functional teams, technical requirements for IAM systems, and benefits like healthcare coverage and flexible work arrangements. The role emphasizes building resilient infrastructure and audit capabilities while offering competitive compensation and remote work options.

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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