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.

Polly

Company: Polly

Location: Remote

Posted Dec 17, 2025

The job post requires applicants to mention 'APPROVAL' and use a specific tag to verify they read the entire posting. It explains this is a beta feature to reduce spam by allowing companies to filter human applicants through specific keywords.

Health Scientist

Company: Guidehouse

Location: USA

Posted Dec 17, 2025

This job posting describes a Health Scientist role with responsibilities in HIV research and program management, offering competitive compensation and a comprehensive benefits package including medical insurance, retirement plans, and flexible work arrangements. The position requires specific qualifications and provides details about application processes and company policies.

Caregiver Elderly Support

Company: RYZ Labs

Location: Los Angeles

Posted Dec 17, 2025

This job posting outlines a caregiver role at RYZ Labs, detailing responsibilities like providing hands-off care, medication reminders, and home safety supervision. It lists requirements such as age, experience, and communication skills, while also describing RYZ Labs as a startup studio focused on innovation and remote teamwork.

Physical Therapist

Company: RYZ Labs

Location: Arizona

Posted Dec 17, 2025

This job posting outlines a Physical Therapist role at RYZ Labs, detailing responsibilities like patient care, treatment planning, and collaboration with healthcare teams. It highlights requirements such as licensure, clinical experience, and technical skills, while also describing RYZ Labs' mission as a startup studio focused on innovation and employee growth in a remote, distributed work environment.

Simulation Software Engineer (Associate or Experienced) (Virtual)

Company: Boeing

Location: Remote

Posted Dec 17, 2025

Boeing seeks a Simulation Software Engineer to develop high-fidelity Unreal Engine applications for aircraft simulations, requiring expertise in C++ and Blueprints, with competitive pay and benefits.

Principal Software Engineer - AI/ML

Company: Insight

Location: USA

Posted Dec 17, 2025

This job posting highlights a Principal Data Scientist role at Insight, emphasizing remote flexibility, a strong company reputation, and career growth opportunities within a supportive and inclusive environment.

Senior Manager - Revenue Transformation

Company: Figma

Location: USA

Posted Dec 17, 2025

This job description outlines a Senior Revenue Transformation Manager role at Figma, requiring leadership of cross-functional initiatives to optimize revenue processes. The position involves system design, compliance strengthening, and driving automation across quotetocash lifecycle. It emphasizes experience with SaaS operations, Salesforce, and ERP platforms, while offering competitive compensation, equity, and benefits including remote work flexibility.

Senior Backend Engineer - Client integrations

Company: Kalepa

Location: USA

Posted Dec 17, 2025

This job posting highlights a competitive salary range of $170k-$210k, equity options, and benefits like 20 days of PTO. It emphasizes working with a global team on impactful projects, opportunities for growth, and a collaborative environment with clear career development paths.

Software Engineer 5 - TV Client Foundations

Company: Netflix

Location: USA

Posted Dec 17, 2025

The text highlights Netflix's commitment to creating exceptional TV experiences, emphasizing team collaboration, innovation, and diverse values. It outlines job opportunities with focus on technical expertise, scalability, and a supportive work culture.

Data Engineer - Life Sciences Technology Solutions

Company: Guidehouse

Location: USA

Posted Dec 17, 2025

This job posting seeks a Data Engineer in Life Sciences with experience in data pipelines and cloud technologies. The role involves designing systems for biopharma clients, with a competitive salary range of $113k-$188k and comprehensive benefits including medical insurance, retirement plans, and professional development opportunities.

Executive Underwriter - Programs

Company: Liberty Mutual Insurance

Location: USA

Posted Dec 17, 2025

The job description highlights a role involving underwriting expertise, collaboration with cross-functional teams, and developing profitable business relationships. It emphasizes growth opportunities, company culture, and competitive compensation while outlining qualifications and responsibilities for an Executive Underwriter position.

Managing Consultant, Life Sciences Technology Consulting – Commercial

Company: Guidehouse

Location: USA

Posted Dec 17, 2025

This job posting outlines a Technology Consulting role with responsibilities in project management and client collaboration, requiring experience in biopharma and healthcare. It highlights competitive compensation, comprehensive benefits, and opportunities for professional growth.

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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