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.

Security Engineer II

Company: IBM

Location: BANGALORE, IN

Posted Dec 18, 2025

HashiCorp seeks Product Security Engineers to enhance product security across cloud and self-managed solutions. The role involves secure design, threat monitoring, security assessments, and collaboration with R&D teams. Requirements include 6+ years of security experience and expertise in cloud environments, secure development practices, and vulnerability management.

Senior Integration Developer

Company: IBM

Location: Giza, EG

Posted Dec 18, 2025

This job description outlines a role in IBM Consulting focusing on integration solutions, requiring expertise in IBM technologies and collaboration with clients for innovative projects. It emphasizes career growth, technical skills in APIs and cloud platforms, and a culture of continuous learning and problem-solving.

【東京/新潟】ITスペシャリスト(金融領域)

Company: IBM

Location: Multiple Cities

Posted Dec 18, 2025

This job description highlights opportunities for career growth within IBM's global network, emphasizing collaboration with customers and leveraging IBM technologies to drive innovation. It outlines technical requirements and career paths while promoting a culture of autonomy and professional development.

Quality Assurance Representative - Japan Language

Company: IBM

Location: New Delhi, IN

Posted Dec 18, 2025

The job description outlines a Quality Assurance Representative role at IBM Finance & Operations, requiring Japanese fluency and experience in contract management. It highlights opportunities for growth, collaboration, and a supportive work environment.

Application Architect

Company: IBM

Location: Hong Kong, HK

Posted Dec 18, 2025

This job description highlights a career in IBM Consulting focused on cloud systems, collaboration, and innovation, emphasizing growth and global impact.

Senior BPM Developer

Company: IBM

Location: Multiple Cities

Posted Dec 18, 2025

This text describes a Senior BPM Developer role at IBM Consulting, emphasizing collaboration with global clients, leadership in workflow solutions, and technical expertise in IBM Business Automation Workflow. It highlights opportunities to impact hybrid cloud and AI initiatives while requiring strong technical skills and mentorship experience.

Order to Cash Process Owner (Transformation Leader)

Company: IBM

Location: Naga City, PH

Posted Dec 18, 2025

IBM seeks a leader to drive innovation and solve complex problems in technology. The role involves managing projects, improving processes, and collaborating with clients globally. Required skills include leadership, communication, and technical expertise in tools like SAP.

Order to Cash Process Owner (Compliance Lead)

Company: IBM

Location: Naga City, PH

Posted Dec 18, 2025

This text describes a job role at IBM's OTC Team Leader position, outlining responsibilities related to order-to-cash processes, team management, and process improvements. It emphasizes collaboration, innovation, and compliance while detailing required skills and qualifications for the role.

Test Developer Intern / Students Program

Company: IBM

Location: Mexico City, MX

Posted Dec 18, 2025

IBM Consulting's internship offers professional growth, collaboration with leading companies, and opportunities to work on impactful projects, fostering innovation and career development.

L2 Support Engineer

Company: IBM

Location: Hyderabad, IN

Posted Dec 18, 2025

IBM Software seeks a skilled backend developer to contribute to innovative AI-powered cloud-native solutions. The role involves technical support, problem-solving, and collaboration with teams to enhance customer satisfaction and deliver high-quality software products.

Snowflake Data Engineer

Company: IBM

Location: QUEZON CITY, PH

Posted Dec 18, 2025

This job description outlines a role as a Snowflake and ETL developer for IBM Consulting, focusing on data solutions for electric utility data initiatives. The position emphasizes collaboration with clients, innovation, and career growth within IBM's technology ecosystem. Key responsibilities include designing data pipelines, ensuring security standards, and working with advanced analytics teams.

Internship Admin, Go To Market, CDMX, México

Company: IBM

Location: Mexico City, MX

Posted Dec 18, 2025

IBM Consulting promotes career growth through innovation in hybrid cloud and AI solutions, emphasizing collaboration, technical expertise, and long-term development. The role involves working on cutting-edge projects with global clients and requires skills in problem-solving, communication, and adaptability.

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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