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 Software Engineer – Backend (Python / Typescript / Big Data / AWS / Kubernetes)

Company: Varicent

Location: Mexico

Posted Dec 18, 2025

This job posting seeks a Senior Software Engineer with expertise in large-scale data systems and cloud-native architectures. The role offers opportunities to design scalable solutions, work with advanced technologies like Spark and AWS, and contribute to high-impact projects. Benefits include remote work flexibility, competitive compensation, and a global collaborative culture.

Senior IT Project Manager - IT Generalist

Company: Webflow

Location: USA

Posted Dec 18, 2025

Webflow seeks a Senior IT Project Manager to lead cross-functional initiatives, emphasizing innovation, collaboration, and operational excellence. The role offers competitive compensation, equity, comprehensive benefits, and a remote-first work environment with a focus on trust, creativity, and equity.

Senior Product Manager - Live Ops

Company: Scopely

Location: USA

Posted Dec 18, 2025

Scopely is seeking a Senior Product Manager Live Ops for a high-profile AAA mobile game project, emphasizing passion, innovation, and a diverse work environment. The role involves shaping live ops strategy, analyzing data, and collaborating across teams. The company highlights commitment to equality and offers competitive compensation.

New Business Account Executive

Company: GitLab

Location: Netherlands

Posted Dec 18, 2025

This role involves driving net-new customer acquisition and expanding GitLab's market presence through strategic sales efforts, requiring expertise in B2B SaaS sales and collaboration with cross-functional teams.

Software Engineer - Config UI

Company: Visa

Location: Brazil

Posted Dec 18, 2025

Pismo is a technology company founded in 2016, offering cloud-based solutions for banking and financial infrastructure. They seek a Backend Engineer with expertise in Golang, GraphQL, and AWS, emphasizing innovation, security, and scalability. The role is remote with EEO compliance.

Content Creator (Fully remote)

Company: Marker Video

Location: USA

Posted Dec 18, 2025

Earn up to $100 by creating authentic videos about brands you love. No social following required. Submit videos as often as you like and get paid per sale. Register via the provided link to start.

DoD Outpatient Coders

Company: Cooper Thomas

Location: USA

Posted Dec 18, 2025

Cooper Thomas LLC is hiring DoD experienced remote outpatient medical coders for full-time positions with flexible schedules. Requirements include 3+ years of coding experience, specific credentials, and proficiency with coding tools. The role offers competitive salaries and growth opportunities with background investigations required.

Forward Deployed Data Scientist

Company: Hightouch

Location: North America

Posted Dec 18, 2025

This job description outlines a Forward Deployed Data Scientist role focused on AI Decisioning and cross-functional collaboration. The position requires deep analytical skills, customer-facing work, and expertise in data analysis tools. The company emphasizes impact, growth potential, and a customer-first approach with a competitive salary range.

Lead Data Scientist - Experience Value (Growth)

Company: Canva

Location: New Zealand

Posted Dec 18, 2025

The text promotes a positive work environment with benefits like equity packages, flexible leave, and a supportive culture. It highlights opportunities for growth, innovation, and a collaborative team atmosphere.

HR Specialist

Company: G-P

Location: Remote

Posted Dec 18, 2025

This job description outlines an HR Specialist role in the Employer of Record industry, emphasizing global expansion, workforce management, and compliance. The position requires expertise in HR operations, employee lifecycle support, international regulations, and digital transformation. Qualifications include 5+ years of HR experience, knowledge of labor laws, and proficiency with HRIS tools.

Accounts Receivable Specialist I

Company: labcorp

Location: USA

Posted Dec 18, 2025

This job posting outlines the role of an Accounts Receivable Specialist at Labcorp, detailing responsibilities such as posting AR, managing payers, and meeting production goals. It highlights requirements like Excel skills and experience in accounts receivable, along with benefits including insurance options, retirement plans, and flexible work arrangements. The position emphasizes Labcorp's commitment to diversity and inclusion.

Senior Engineering Manager - CDN Edge

Company: Netflix

Location: USA

Posted Dec 18, 2025

Netflix promotes its global entertainment services and CDN infrastructure, emphasizing collaboration, innovation, and scalability. The text highlights their commitment to delivering high-quality streaming experiences while seeking engineering leaders for critical roles. It also underscores diversity and inclusion efforts in hiring.

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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