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.

Quality Engineer-FullStack

Company: IBM

Location: Multiple Cities

Posted Dec 12, 2025

This text describes a Full Stack Tester role with responsibilities spanning test leadership, automation, performance testing, data validation, and collaboration with cross-functional teams. It outlines required technical skills, tools, and educational qualifications for the position.

Senior Managing Consultant

Company: IBM

Location: Riyadh, SA

Posted Dec 12, 2025

This text describes a senior consulting role focused on leading Salesforce transformations, driving sales growth, and delivering large-scale digital solutions. It emphasizes collaboration with clients, ecosystem partners, and IBM teams to achieve strategic objectives while maintaining compliance and delivering high-value outcomes.

Lead Full Stack Developer (Golang)

Company: IBM

Location: Kochi, IN

Posted Dec 12, 2025

The text describes a job role requiring full-stack development expertise with cloud technologies, security practices, and collaboration across teams. It outlines responsibilities for API management, infrastructure optimization, and continuous improvement in a professional development context.

Salesforce Developer

Company: IBM

Location: GUADALAJARA, MX

Posted Dec 12, 2025

This job description highlights a career in IBM Consulting with opportunities for global client collaboration, hybrid cloud and AI innovation, and professional growth. The role emphasizes technical expertise in Salesforce development, teamwork, and mentorship, while offering training and career advancement prospects.

Package Consultant-SAP HANA SCM PLM

Company: IBM

Location: Pune, IN

Posted Dec 12, 2025

The text describes a career in IBM Consulting focused on client collaboration, innovation, and technical expertise in SAP EHS. It highlights opportunities to work on hybrid cloud and AI projects with global clients, emphasizing strategic partnerships and technology platforms.

Data Governance Lead

Company: IBM

Location: Heredia, CR

Posted Dec 12, 2025

The role involves data governance analysis, collaboration with stakeholders, and requires experience in data policies. It offers technical expertise and innovation opportunities in enterprise data strategies.

Jovem aprendiz (Belém)

Company: IBM

Location: NO City, BR

Posted Dec 12, 2025

IBM's Jovem Aprendiz program offers young people career opportunities, skill development, and inclusion. It targets students and recent graduates with specific age and socioeconomic criteria, aiming to foster growth and address societal challenges.

Package Consultant-SAP HANA Application Security

Company: IBM

Location: Kolkata, IN

Posted Dec 12, 2025

The role involves working in IBM's delivery centers to deliver technical expertise and innovate solutions for clients. Responsibilities include SAP security implementation, project leadership, and testing. Required experience includes SAP Security Implementation and ECC 60 role build.

Python Data Engineer

Company: IBM

Location: QUEZON CITY, PH

Posted Dec 12, 2025

The text describes a career in IBM Consulting emphasizing collaboration, innovation, and technical expertise. It highlights opportunities to work with global clients, develop hybrid cloud and AI solutions, and grow professionally through a supportive ecosystem.

Data Engineer (Python/SQL)

Company: IBM

Location: Heredia, CR

Posted Dec 12, 2025

This text describes a job opening for a Data Engineer at Hakkoda, an IBM company specializing in Snowflake Data Cloud solutions. The role involves designing data pipelines, working with cloud platforms, and collaborating with clients. Requirements include experience with SQL, Python, and cloud data platforms, along with agile teamwork skills.

Quality Engineer-FullStack

Company: IBM

Location: BANGALORE, IN

Posted Dec 12, 2025

This job description outlines a Middleware Testing Practitioner role at IBM Consulting, emphasizing technical expertise, automation tools, and experience in testing solutions. It lists required education, technical skills, and preferred qualifications for the position.

DevOps Infrastructure Specialist - Defence

Company: IBM

Location: Cheltenham, GB

Posted Dec 12, 2025

The text promotes IBM CIC's career opportunities, highlighting benefits like professional growth, training programs, flexible work arrangements, and a supportive culture. It emphasizes collaboration, innovation, and career development while outlining technical requirements for a Senior DevOps Infrastructure Specialist role.

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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