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.

Application Developer - Experience Fullstack

Company: IBM

Location: NO City, BR

Posted Dec 11, 2025

This text describes a career opportunity in IBM Consulting focusing on hybrid cloud and AI innovation, requiring technical expertise in Java, Spring Boot, and cloud technologies. It emphasizes collaboration, technical skills, and agile methodologies for client solutions.

Application Database Administrator-RDBMS

Company: IBM

Location: Pune, IN

Posted Dec 11, 2025

This job description outlines a role at IBM Consulting involving technical expertise in delivering solutions for public and private sector clients. Responsibilities include designing mobile applications, continuous improvement through agile frameworks, and implementing database technologies. Required skills focus on DB2, Linux, and database administration with expertise in performance tuning and troubleshooting.

Application Consultant-DevOps - OpenText APM Developer

Company: IBM

Location: NO City, BR

Posted Dec 11, 2025

The text describes a job role in IBM Consulting requiring expertise in OpenText APM, VuGen scripting, and cloud technologies. It outlines responsibilities like performance testing, monitoring, and collaboration with teams, while specifying technical requirements and preferred skills in observability tools and cloud ecosystems.

Application Developer-zOS

Company: IBM

Location: Hyderabad, IN

Posted Dec 11, 2025

The text describes a career in IBM Consulting emphasizing global collaboration, innovation in hybrid cloud and AI, technical expertise, and professional development opportunities. It outlines role responsibilities, required skills, and preferred qualifications for working with clients and technology platforms.

Consulting Senior Financial Analyst

Company: IBM

Location: Toronto, CA

Posted Dec 11, 2025

This job description outlines a Senior Financial Analyst role at IBM Canada Consulting, requiring financial analysis, communication skills, and leadership expertise. Key responsibilities include forecasting, contract analysis, and supporting business units. Required qualifications include a bachelor's degree and analytical skills.

OpenShift System Engineer (m/w/d)

Company: IBM

Location: Multiple Cities

Posted Dec 11, 2025

The text describes a System Engineer role at IBM Consulting, emphasizing collaboration with global clients, technical expertise in hybrid cloud and AI, and requirements for skills in Red Hat OpenShift, Kubernetes, and GitOps. It highlights opportunities for innovation and impact through strategic technology platforms.

Application Architect-Banking

Company: IBM

Location: Islamabad, PK

Posted Dec 11, 2025

This role involves designing banking applications and collaborating with stakeholders to enhance hybrid cloud and AI solutions, requiring expertise in core banking processes and cloud technologies.

SAP Data Analytics Application Architect

Company: IBM

Location: ABU DHABI, AE

Posted Dec 11, 2025

This text describes a job role in IBM Consulting requiring expertise in SAP technologies, data analytics, and client collaboration. It outlines responsibilities such as leading business development, project delivery, and technical implementation, along with educational and experiential qualifications.

Estágio em Pré-Vendas de Mainframe

Company: IBM

Location: SÃO PAULO, BR

Posted Dec 11, 2025

IBM seeks graduates with technical and interpersonal skills to collaborate on innovative solutions, emphasizing a supportive environment, career growth, and impactful client relationships.

Package Consultant-SAP HANA FIN FI

Company: IBM

Location: BANGALORE, IN

Posted Dec 11, 2025

This job description highlights a senior SAP Consultant role at IBM Consulting, emphasizing collaboration with clients, innovation in hybrid cloud and AI, and opportunities for career growth through technical expertise and industry knowledge. It outlines required experience in SAP FICO implementations and preferred skills for complex projects.

Consultor SAP FI ACM (Advanced Credit Management)

Company: IBM

Location: Multiple Cities

Posted Dec 11, 2025

This role involves implementing SAP HANA solutions for clients, collaborating with industry experts, and leveraging IBM's technology to drive innovation in hybrid cloud and AI.

Application Developer-ReactJS

Company: IBM

Location: BANGALORE, IN

Posted Dec 11, 2025

The text describes a job candidate's technical expertise in JavaScript, ReactJS, and cloud platforms, highlighting skills in frontend development, testing, and deployment strategies. It emphasizes experience with tools like Mocha, Jest, and Docker, along with work in IBM's delivery centers for client projects.

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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