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.

Technical Product Manager

Company: NABIS

Location: USA

Posted Dec 10, 2025

Nabis is a leading cannabis wholesale platform with a strong team and innovative technology-first approach. They seek a Technical Product Manager with experience in agile methodologies and tech stacks like React/Node. The role involves bridging technical and business teams while offering competitive benefits and a diverse work environment.

Software Engineering Intern

Company: Airbnb

Location: USA

Posted Dec 10, 2025

Airbnb's 2026 Summer Intern Program offers hands-on experience in software engineering, mentorship, and impactful projects. Applicants will work on real-world projects, collaborate with diverse teams, and contribute to innovative technologies. The program emphasizes growth, community, and inclusion while providing flexibility with remote eligibility.

Engineering Lead

Company: HubSpot

Location: USA

Posted Dec 10, 2025

The text describes HubSpot's Flywheel Product Line and Demand Management team, emphasizing their mission to transform HubSpot's operations into an AI-driven system. It outlines a role requiring expertise in data science, machine learning, and cross-functional collaboration, highlighting opportunities to work on innovative technologies and impact business growth. The posting also details competitive compensation, benefits, and a focus on diversity and inclusion.

Fractional Product Marketing Manager

Company: CareMessage

Location: USA

Posted Dec 10, 2025

This job description outlines a part-time Product Marketing role focused on positioning and launching CareMessages, requiring expertise in translating technical capabilities into customer-centric narratives. The position emphasizes cross-team collaboration, customer insights, and creating standardized launch materials while avoiding product roadmap influence.

Product Manager - Events, Webhooks, & Remote Functions

Company: Stripe

Location: USA

Posted Dec 10, 2025

Stripe seeks a product manager to enhance developer tools and infrastructure, focusing on events and integrations. The role involves collaborating with teams to shape product strategies and deliver impactful solutions.

Software Engineering Intern (Summer 2026)

Company: Dropbox

Location: Poland

Posted Dec 10, 2025

This job posting outlines a Software Engineering Intern role at Dropbox for Winter 2026 or Spring 2027 graduates, detailing responsibilities like developing high-impact projects, collaborating with teams, and receiving mentorship. It highlights opportunities for professional growth, virtual collaboration, and compensation details.

Sales Enterprise Client Account Executive - Higher Education, Social Impact

Company: Blackbaud

Location: USA

Posted Dec 10, 2025

This job description outlines a sales role requiring experience in SaaS CRM/ERP software sales within Higher Education. Responsibilities include managing sales cycles, cross-selling, and building client relationships. The position offers a competitive salary, remote work flexibility, and comprehensive benefits including healthcare, 401k, and parental leave.

Onboarding Specialist

Company: PLACE Corporate Careers

Location: USA

Posted Dec 10, 2025

Transactly is expanding their Account Management Team with an Onboarding Specialist role, emphasizing exceptional service, white-glove experiences, and collaboration across teams to ensure client success. The position requires 2+ years of client-facing experience, strong communication skills, and a service-first mindset, with competitive compensation and professional growth opportunities.

AI Engineer

Company: Elicit

Location: USA

Posted Dec 10, 2025

Elicit is an AI research assistant promoting good reasoning. They're hiring AI engineers for backend ML work with competitive benefits and a collaborative environment.

Senior Product Marketing Manager - Growth

Company: Dropbox

Location: USA

Posted Dec 10, 2025

This job description outlines a Senior Product Marketing Manager role focused on growth strategies, customer insights, onboarding lifecycle, experimentation, monetization, and cross-functional collaboration. It details responsibilities and requirements for a B2B SaaS product marketing position with specific compensation ranges.

Staff Platform Manager - Suspensions, Appeals & Enforcements

Company: Airbnb

Location: USA

Posted Dec 10, 2025

Airbnb's Payments Risk and Compliance role focuses on enhancing post-payment experiences, ensuring safety, and reducing fraud while balancing customer satisfaction and operational efficiency.

Product Manager - New Guest Experience

Company: Airbnb

Location: USA

Posted Dec 10, 2025

This job posting describes a Product Manager role at Airbnb focusing on driving growth through innovative product strategies, cross-functional collaboration, and optimizing guest experiences. The position requires 8+ years of experience in consumer growth and marketing technology, with emphasis on SEO, AI visibility, and cross-functional leadership.

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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