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.

Engineering Manager

Company: Pitchup.com

Location: Remote

Posted Dec 11, 2025

Pitchup seeks an Engineering Manager to lead software development, foster collaboration, and drive product excellence. The role offers competitive salaries, remote work, and a dynamic environment with global reach.

IBM Test Engineer Supplemental

Company: IBM

Location: ROCHESTER, US

Posted Dec 12, 2025

This job description highlights a career in IBM Consulting focused on global client collaboration, hybrid cloud and AI innovation, and leveraging IBM's technology platforms to drive meaningful change through strategic partnerships and advanced technical expertise.

Support Specialist

Company: Cadwell

Location: Remote

Posted Dec 11, 2025

This job posting describes a Support Specialist role requiring technical phone support for medical devices, on-call rotations, and expertise in neurodiagnostic care. It outlines educational requirements, experience preferences, and skills needed, while including a note about mentioning 'PAMPERS' to confirm human applicants.

Application Developer-AWS Cloud FullStack

Company: IBM

Location: Gurgaon, IN

Posted Dec 12, 2025

This text describes a career in IBM Consulting, emphasizing collaboration with global clients, technical expertise in hybrid cloud and AI solutions, and opportunities to drive innovation through strategic partnerships and technology platforms. It outlines role responsibilities, required skills, and career growth potential.

Software Developer - COBOL to Java Conversion

Company: IBM

Location: Multiple Cities

Posted Dec 12, 2025

This job description outlines a role as an IBM Application Architect focused on transforming businesses through hybrid cloud and AI solutions. The position involves technical leadership, project scoping, and modernizing legacy applications using IBM platforms. Required skills include Java development, cloud technologies, and CI/CD practices, with opportunities for impactful client collaboration.

Site Reliability Engineer

Company: IBM

Location: Krakow, PL

Posted Dec 12, 2025

This job description highlights opportunities for growth in IBM's cloud-native software solutions, emphasizing collaboration, innovation, and global career development. The role involves maintaining high-availability systems, working in agile environments, and collaborating with development teams to ensure product reliability.

Managing SuccessFactors Consultant - Learning

Company: IBM

Location: Multiple Cities

Posted Dec 12, 2025

The text describes a career in IBM Consulting emphasizing collaboration with global clients, opportunities for growth, and impactful work in hybrid cloud and AI. It highlights leadership roles, technical expertise in SAP, and a supportive culture focused on innovation and professional development.

Application Engineer

Company: IBM

Location: Multiple Cities

Posted Dec 12, 2025

This job description highlights opportunities in IBM Consulting, emphasizing collaboration with global clients, career growth, and innovative projects in hybrid cloud and AI. It outlines responsibilities across various industries and required technical skills, presenting a professional and forward-looking role.

Senior Backend Software Engineer

Company: The Zebra

Location: Remote

Posted Dec 11, 2025

The Zebra is seeking a Senior Software Engineer to join their inclusive, growth-oriented team in Austin. The role involves developing scalable solutions, collaborating with cross-functional teams, and contributing to innovative insurance comparison tools. The company emphasizes flexibility, professional development, and competitive benefits including equity, health coverage, and unlimited PTO.

Application Developer-Cloud FullStack

Company: IBM

Location: BANGALORE, IN

Posted Dec 12, 2025

This job description highlights a Software Developer role at IBM Consulting, focusing on hybrid cloud and AI solutions. Responsibilities include feature development, stakeholder collaboration, and continuous learning. Required skills involve Java, React, and cloud technologies like AWS.

Quality Engineer-Automation

Company: IBM

Location: Cairo, EG

Posted Dec 12, 2025

This text describes a Senior Automation Test Engineer role with responsibilities in test planning, automation framework development, cross-functional collaboration, and required technical expertise. It outlines qualifications, preferred skills, and tools like Selenium, Appium, and Jenkins.

Staff Technical Product Manager Cloud Infrastructure Türkiye

Company: JumpCloud

Location: Ankara, Türkiye - Remote

Posted Dec 11, 2025

This job posting describes a remote Staff Technical Product Manager role at JumpCloud, focusing on cloud infrastructure strategy, technical leadership, and cross-functional collaboration. The position requires expertise in cloud technologies and offers remote work in Turkey with English fluency requirements. JumpCloud emphasizes diversity and provides details about their hiring process and scam prevention measures.

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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