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.

Infrastructure Specialist-Azure DevOps

Company: IBM

Location: Pune, IN

Posted Dec 10, 2025

This job description outlines a role at IBM Consulting's delivery centers, requiring technical expertise in DevOps, Python, Kubernetes, and Docker. It emphasizes education qualifications and experience in application security, distributed systems, and CI/CD tools.

Delivery Consultant, CICS

Company: IBM

Location: Multiple Cities

Posted Dec 10, 2025

This text describes a role at IBM Technology Expert Labs emphasizing collaborative innovation, technical expertise, and career growth. It highlights world-class services, positive impact on clients, and a supportive learning culture. The position requires specialized knowledge of IBM Z systems, CICS, and zOS programming, while offering opportunities to solve complex challenges and advance professionally.

Software Engineer - Open Search

Company: IBM

Location: San Jose, US

Posted Dec 10, 2025

This text promotes an IBM Software career opportunity focusing on AI-powered cloud-native solutions, emphasizing innovation, collaboration with open-source projects, and professional growth. It highlights roles in developing OpenSearch capabilities, working with Apache Cassandra, and contributing to open-source communities while requiring expertise in Java, distributed systems, and cloud technologies.

Package Consultant-SAP IS Oil & Gas

Company: IBM

Location: Hyderabad, IN

Posted Dec 10, 2025

This role involves collaborating with clients to solve problems using IBM's technology, requiring a bachelor's degree and SAP expertise. The position emphasizes innovation, client relationships, and career growth through strategic consulting and technical implementation.

Senior JVM C/C++ Developer

Company: IBM

Location: Markham, CA

Posted Dec 10, 2025

This job posting highlights opportunities to work on cutting-edge JVM technologies, tackle complex technical challenges, and collaborate with a world-class team. It emphasizes career growth, flexible work arrangements, and the chance to influence Java's future in cloud and AI environments.

Technical Lead TS/SCI W/FSP

Company: IBM

Location: Multiple Cities

Posted Dec 10, 2025

The text describes a career in IBM Consulting emphasizing collaboration with global clients, innovation in hybrid cloud and AI solutions, and professional growth opportunities. It highlights required expertise in technical leadership, system design, and security compliance, while promoting a culture of curiosity and continuous learning.

Java Engineer

Company: IBM

Location: Multiple Cities

Posted Dec 10, 2025

The text promotes IBM CIC's career opportunities emphasizing growth, learning, and a supportive work environment with benefits like training programs, flexible working, and career development. It highlights collaboration, innovation, and a culture of continuous improvement for Java Engineers.

PROCESS DELIVERY SPECIALIST-TALENT DEVELOPMENT OPTIMIZATION PROCESSES

Company: IBM

Location: BANGALORE, IN

Posted Dec 10, 2025

This text describes a career opportunity in IBM Consulting focusing on long-term client relationships and digital transformation through agile methodologies. It outlines responsibilities involving HR system management, complex transactions, and compliance with client standards. The role emphasizes collaboration, problem-solving, and technical expertise in SAP HRMS and MS Excel, while highlighting career growth and strategic partnerships within IBM's ecosystem.

Security Consultant - GRC

Company: IBM

Location: Mumbai, IN

Posted Dec 10, 2025

The text describes a role in IBM Consulting focused on SOC governance, compliance, and security operations. It emphasizes career growth, technical expertise in security frameworks, and collaboration with global clients to enhance hybrid cloud and AI initiatives.

Java Software Developer - Product Operations Lead for Red Hat build of Apache Camel (m/f/x)

Company: IBM

Location: Multiple Cities

Posted Dec 10, 2025

The role involves collaborating on AI-powered cloud-native solutions, customer-focused development, and technical expertise in Java and Apache Camel, with opportunities for growth and innovation.

Application Database Administrator-NoSQL Cloud Databases

Company: IBM

Location: Navi Mumbai, IN

Posted Dec 10, 2025

The role involves designing mobile solutions using Cassandra, collaborating with teams, and ensuring database performance and reliability through troubleshooting and continuous improvement.

Senior SAP UI5 Developer

Company: IBM

Location: Giza, EG

Posted Dec 10, 2025

This role involves developing SAP Fiori applications for global clients, utilizing SAP technologies and collaboration with cross-functional teams. Required skills include SAPUI5, OData services, and Agile methodologies.

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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